{
  "data": {
    "a": {
      "slug": "elorian-glimpse",
      "name": "Glimpse",
      "vendor": "Elorian",
      "vendorUrl": "https://elorian.ai/models.html",
      "kind": "model",
      "category": "inference",
      "summary": "Glimpse is Elorian's visual reasoning model, released as a research preview on 16 October 2026. It takes text, images and video and returns text, through Elorian's own API and chat app and through OpenRouter.",
      "url": "https://www.anchorterminal.com/tools/elorian-glimpse",
      "markdownUrl": "https://www.anchorterminal.com/tools/elorian-glimpse.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/elorian-glimpse.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/elorian-glimpse.json",
      "dns": "elorian-glimpse.grade.anchorterminal.com",
      "license": "Closed model and service under the Elorian AI, Inc. terms of service. Weights not released.",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://openrouter.ai/api/v1",
      "packages": [],
      "auth": "api-key",
      "authNotes": "On the graded route, an OpenRouter bearer key, created after a browser sign-up and drawing on prepaid credit. Together dedicated deployments use a Together API key. Elorian's own console sits behind a sign-in. No scopes were found.",
      "pricing": "usage",
      "pricingNotes": "$0.60 per million input tokens and $3.00 per million output tokens, Elorian's published rates (launch post, 16 October 2026). On OpenRouter the top-up fee applies. Together lists dedicated endpoints with pricing on request. Elorian says Glimpse can be tried free on its own platform, and volume access is through sales.",
      "priceSummary": "from $0.60 / 1M in",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in OpenRouter's docs as read on 17 October 2026, in Elorian's launch post or on Together's model page (checked 2026-11-04).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://openrouter.ai/elorian/glimpse",
      "capabilities": [
        "inference.llm"
      ],
      "tags": [
        "hosted",
        "model",
        "closed-source",
        "usage-priced",
        "prepaid",
        "multimodal",
        "video",
        "preview",
        "openai-compatible",
        "new"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 35.1,
        "grade": "F",
        "agentReady": false,
        "rank": 1247,
        "ranked": true,
        "rankOf": 1354,
        "categoryRank": 34,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 20,
          "maintenance": 51,
          "payments": 25,
          "reliability": 23,
          "schema": 40,
          "security": 56,
          "transparency": 38
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "low",
          "date": "2026-11-04"
        },
        "negative": 0,
        "verdict": "Glimpse reads images and video at $0.60 input and $3.00 output per million tokens, through OpenRouter or a dedicated Together deployment. It is a research preview with no public Elorian docs, model card or status page, its context and tool support aren't stated on a readable first-hand page, and Elorian's privacy policy trains on free use by default.",
        "bestFor": "Visual question answering, video captioning and counting over images and video at a low per-token price, where a research preview reached through OpenRouter or Together is acceptable.",
        "strengths": [
          "Takes text, images and video and returns text, per Elorian's launch post and Together's model page",
          "$0.60 per million input tokens and $3.00 per million output tokens, published without a login",
          "OpenRouter documents Retry-After on 429 and 503, video input as `video_url` and per-key credit limits",
          "Available both through OpenRouter and as a dedicated Together deployment",
          "Elorian's own benchmark table puts it above GPT-6 Astra on four of twelve visual evaluations. Vendor-reported"
        ],
        "weaknesses": [
          "Labelled a research preview, with no public API docs, model card, changelog or deprecation policy from Elorian",
          "Context length, tool calling and structured output for Glimpse are not stated on any first-hand page we could read",
          "Elorian's privacy policy trains on Inputs and Outputs from free use by default, with an email opt-out",
          "Elorian's acceptable use policy bars publishing benchmark or performance information without its consent",
          "No status page from Elorian and no published rate limit for this model"
        ],
        "agentNotes": [
          "Call it through OpenRouter as `elorian/glimpse` at https://openrouter.ai/api/v1/chat/completions. Elorian's own API docs sit behind a console sign-in",
          "Send video as a `video_url` content part, as a public URL or a base64 data URL",
          "Set `max_tokens` yourself. Reasoning tokens bill as output, and visual reasoning spends many of them",
          "Honour Retry-After on 429 and 503, as OpenRouter's error reference documents",
          "Check counts and timestamps against the source image or video before acting on them"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "low",
            "grade": "F",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 35.1
          }
        ],
        "editorialScores": {
          "ergonomics": 20,
          "maintenance": 51,
          "payments": 25,
          "reliability": 23,
          "schema": 40,
          "security": 56,
          "transparency": 31
        },
        "provenanceScore": 45,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-04",
            "maintenance": "2026-11-04",
            "payments": "2026-11-04",
            "reliability": "2026-11-04",
            "schema": "2026-11-04",
            "security": "2026-11-04",
            "transparency": "2026-11-04"
          },
          "last": "2026-11-04",
          "lastMoved": "2026-11-04",
          "oldest": "2026-11-04",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "http": "curl https://openrouter.ai/api/v1/chat/completions \\\n  -H \"Authorization: Bearer $OPENROUTER_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"model\":\"elorian/glimpse\",\"messages\":[{\"role\":\"user\",\"content\":[{\"type\":\"text\",\"text\":\"How many open pliers are in this photo?\"},{\"type\":\"image_url\",\"image_url\":{\"url\":\"https://example.com/photo.jpg\"}}]}]}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/elorian-glimpse"
      },
      "area": "models",
      "unitPrices": [
        {
          "item": "Glimpse input",
          "unit": "1m-tokens",
          "usd": 0.6
        },
        {
          "item": "Glimpse output",
          "unit": "1m-tokens",
          "usd": 3,
          "note": "Reasoning tokens are output."
        }
      ],
      "provenance": {
        "legalEntity": "Elorian AI, Inc.",
        "domain": "elorian.ai",
        "domainRegistered": "2025-12-03",
        "endpointOnVendorDomain": false,
        "terms": "https://platform.elorian.ai/terms",
        "privacy": "https://elorian.ai/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-11-04",
        "notes": [
          "The privacy policy and support page name Elorian AI, Inc., with EDPO as EU and UK representative, per the 17 October 2026 check.",
          "The graded route is OpenRouter's (openrouter.ai), served by Together, so it is not on Elorian's domain.",
          "elorian.ai/.well-known/security.txt returned 404 on 17 October 2026, and elorian.ai has no robots.txt (404 on 4 November 2026).",
          "platform.elorian.ai, which holds the terms and the console docs, answered robots.txt with HTTP 403 S3 AccessDenied on 17 October and 4 November 2026. This run reads that as a refusal, so the 17 October reading of the terms from the platform's script is struck.",
          "Elorian's acceptable use policy (19 October 2026) bars accessing the Services by unauthorised means such as scraping or crawling, so since 4 November 2026 we request nothing on elorian.ai beyond that policy and keep earlier readings as recorded.",
          "No status page or changelog found."
        ],
        "score": 45
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/elorian-glimpse.json",
      "live": {
        "slug": "elorian-glimpse",
        "probe": {
          "target": "https://openrouter.ai/api/v1",
          "method": "get",
          "lastAt": "2026-11-06T09:47:26.787125206Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 177,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 198,
          "p95ms24h": 315,
          "samples24h": 221,
          "samples30d": 4819,
          "days": [
            {
              "date": "2026-10-17",
              "probes": 21,
              "ok": 21
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 255,
              "ok": 255
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-21",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-22",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-23",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-24",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-10-25",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-26",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-27",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-28",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-10-29",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-30",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-31",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-11-01",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-11-02",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-11-03",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-11-04",
              "probes": 246,
              "ok": 246
            },
            {
              "date": "2026-11-05",
              "probes": 185,
              "ok": 185
            },
            {
              "date": "2026-11-06",
              "probes": 102,
              "ok": 102
            }
          ]
        },
        "securityTxt": {
          "url": "https://elorian.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-05T15:55:13.825450252Z"
        },
        "domain": {
          "domain": "elorian.ai",
          "registered": "2025-12-03",
          "source": "https://rdap.identitydigital.services/rdap/domain/elorian.ai",
          "checkedAt": "2026-11-01T14:22:59.339656757Z"
        },
        "pages": [
          {
            "url": "https://elorian.ai/privacy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-05T12:54:48.325304313Z",
            "changedAt": "2026-11-04T08:23:25.754444261Z",
            "fingerprint": "bfdfaa0be214"
          },
          {
            "url": "https://platform.elorian.ai/terms",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-11-05T13:01:19.480007836Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "e3b0c44298fc"
          }
        ],
        "models": {
          "elorian/glimpse": {
            "openrouterId": "elorian/glimpse",
            "tools": true,
            "structuredOutputs": true,
            "jsonMode": true,
            "reasoning": true,
            "input": [
              "image",
              "text",
              "video"
            ],
            "promptCaching": true,
            "contextTokens": 262144,
            "maxOutput": 256000,
            "checkedAt": "2026-11-05T23:49:24.366022811Z"
          }
        },
        "updatedAt": "2026-11-06T09:47:26.787125206Z"
      }
    },
    "answer": "Inkling 2 Small scores 52.1 (D) on agent readiness against Glimpse's 35.1 (F), and leads in 6 of 7 scored categories. Glimpse leads on payments \u0026 pricing.",
    "b": {
      "slug": "inkling-2-small",
      "name": "Inkling 2 Small",
      "vendor": "Thinking Machines Lab",
      "vendorUrl": "https://thinkingmachines.ai",
      "kind": "model",
      "category": "inference",
      "summary": "Inkling 2 Small is Thinking Machines Lab's mixture-of-experts model, 594B total and 17B active parameters, taking text and images and returning text. It runs on Tinker for inference and fine-tuning, with open weights promised.",
      "url": "https://www.anchorterminal.com/tools/inkling-2-small",
      "markdownUrl": "https://www.anchorterminal.com/tools/inkling-2-small.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/inkling-2-small.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/inkling-2-small.json",
      "dns": "inkling-2-small.grade.anchorterminal.com",
      "license": "Proprietary for now, used through Tinker under the Tinker Terms of Use and Thinking Machines' Model Acceptable Use Policy, per the model card. Thinking Machines says it will publish the weights under Apache 2.0 the week after launch, once outside safety testing is done",
      "transports": [],
      "remoteUrl": "https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1",
      "packages": [],
      "auth": "api-key",
      "authNotes": "A Tinker API key from the Tinker console, read from TINKER_API_KEY and passed as the OpenAI client's api_key on the OpenAI-compatible endpoint, or used by the Tinker Python SDK. Sign-up is a browser flow at auth.thinkingmachines.ai, and the quickstart asks for payment details in Billing before training, per the tinker listing.",
      "pricing": "usage",
      "pricingNotes": "Serverless inference (beta) is $0.30 per million input tokens, $0.03 cached and $1.00 output, at 256K context. On the training side prefill is the same $0.30, sampling $1.00, and training $1.50 per million at 64K or $3.00 at 256K. No free tier is listed (checked 2026-11-06).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on Tinker's models and pricing page or its OpenAI-compatible API page, and Tinker bills against an account with payment details (checked 2026-11-06).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-11-06"
      },
      "docsUrl": "https://thinkingmachines.ai/model-card/inkling-2-small/",
      "llmsTxt": "https://tinker-docs.thinkingmachines.ai/llms.txt",
      "capabilities": [
        "inference.llm"
      ],
      "tags": [
        "official",
        "hosted",
        "model",
        "moe",
        "multimodal",
        "vision",
        "reasoning",
        "openai-compatible",
        "usage-priced",
        "card-required",
        "beta",
        "llms-txt",
        "new"
      ],
      "lastRelease": "2026-11-05",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 52.1,
        "grade": "D",
        "agentReady": false,
        "rank": 899,
        "ranked": true,
        "rankOf": 1354,
        "categoryRank": 28,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 62,
          "maintenance": 75,
          "payments": 20,
          "reliability": 30,
          "schema": 70,
          "security": 57,
          "transparency": 64
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-06"
        },
        "negative": 0,
        "verdict": "A new multimodal mixture-of-experts model from Thinking Machines, callable today through Tinker's OpenAI-compatible endpoint at $0.30 and $1.00 per million tokens, with strong vendor-reported coding and agent scores. Tinker's serverless inference is beta, with no status page or SLA, and the weights aren't public yet.",
        "bestFor": "Developers who want a capable multimodal open-family model through an OpenAI-compatible API today, or to fine-tune it on Tinker, and who can live with a beta surface until the weights are published.",
        "strengths": [
          "OpenAI-compatible chat and completions endpoint, so the OpenAI SDKs work with a Tinker key",
          "$0.30 input, $0.03 cached and $1.00 output per million tokens, published without a login",
          "Text and image input, a 256K context on Tinker and up to 1M per the model card",
          "reasoning_effort from none to xhigh or a number, with reasoning returned separately",
          "A model card with intended use, limitations, training data sources and safety testing that includes outside red-teaming",
          "Thinking Machines says Apache 2.0 weights follow a week after launch"
        ],
        "weaknesses": [
          "Serverless inference and the OpenAI-compatible API are both labelled beta, with a waitlist for higher throughput",
          "No status page, SLA or published rate limits for serverless inference",
          "Tool-calling format and structured output aren't documented for this model",
          "No free tier, and sign-up is a browser flow with payment details",
          "Benchmark results are Thinking Machines' own, with no independent results yet"
        ],
        "agentNotes": [
          "Call https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1 with an OpenAI client and TINKER_API_KEY, using /chat/completions",
          "The serverless model ID is thinkingmachines/Inkling-2-Small:peft:262144:sampling-nvfp4, per Tinker's pricing page. The OpenAI page's examples use your own checkpoint paths, so confirm it before relying on it",
          "Pass reasoning_effort as none to xhigh or 0.0 to 0.99 (default 0.9); reasoning arrives in reasoning_content unless separate_reasoning is false",
          "Keep images between 40 and 4096 px a side, per the model card",
          "Validate JSON yourself, since structured output and the tool-call format aren't documented",
          "Plan for a move to open weights. When they publish, the open-weights listing will carry sizes and runtimes"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 52.1
          }
        ],
        "editorialScores": {
          "ergonomics": 62,
          "maintenance": 75,
          "payments": 20,
          "reliability": 30,
          "schema": 70,
          "security": 57,
          "transparency": 60
        },
        "provenanceScore": 68,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-06",
            "maintenance": "2026-11-06",
            "payments": "2026-11-06",
            "reliability": "2026-11-06",
            "schema": "2026-11-06",
            "security": "2026-11-06",
            "transparency": "2026-11-06"
          },
          "last": "2026-11-06",
          "oldest": "2026-11-06",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "http": "curl https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1/chat/completions \\\n  -H \"Authorization: Bearer $TINKER_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"model\": \"thinkingmachines/Inkling-2-Small:peft:262144:sampling-nvfp4\",\n    \"messages\": [{\"role\": \"user\", \"content\": \"Hello!\"}],\n    \"reasoning_effort\": \"low\"\n  }'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.llm",
        "tool": "https://letme.dev/inkling-2-small"
      },
      "sameCompany": [
        "inkling",
        "inkling-small"
      ],
      "sameModel": [
        "tinker"
      ],
      "area": "models",
      "provenance": {
        "legalEntity": "Thinking Machines Lab, Inc. (named as provider on the model card)",
        "domain": "thinkingmachines.ai",
        "domainRegistered": "",
        "domainNote": "Not looked up: RDAP isn't requested under the 1 November 2026 rules.",
        "endpointOnVendorDomain": true,
        "terms": "https://thinkingmachines.ai/legal/terms/",
        "privacy": "https://thinkingmachines.ai/legal/privacy/",
        "statusPage": "",
        "changelog": "https://tinker-docs.thinkingmachines.ai/changelog/",
        "securityTxt": "valid",
        "checked": "2026-11-06",
        "notes": [
          "The launch post and model card are on thinkingmachines.ai and name Thinking Machines Lab, Inc. as provider. The OpenAI-compatible endpoint is on thinkingmachines.dev, which Tinker's own docs give as the production base URL, so it's read as a domain the vendor controls; its registration wasn't looked up.",
          "Thinking Machines' terms bar scraping the Services, which the 4 November re-check read as a ban and paused. The founder decided on 6 November 2026 that reading at a person's pace is fine, so four pages were read one at a time: the launch post, the model card, the models and pricing page and the OpenAI-compatible API page. tinker-docs.thinkingmachines.ai has no robots.txt; thinkingmachines.ai's has no rules.",
          "security.txt lists security-reports@thinkingmachines.ai and expires 2029-07-13, per the 2 November reading.",
          "No status page was found."
        ],
        "score": 68
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/inkling-2-small.json",
      "live": {
        "slug": "inkling-2-small",
        "probe": {
          "target": "https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1",
          "method": "get",
          "lastAt": "2026-11-06T09:47:32.967989265Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 389,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 398,
          "p95ms24h": 429,
          "samples24h": 47,
          "samples30d": 47,
          "days": [
            {
              "date": "2026-11-06",
              "probes": 47,
              "ok": 47
            }
          ]
        },
        "updatedAt": "2026-11-06T09:47:32.967989265Z"
      }
    },
    "edges": [
      {
        "by": 42,
        "category": "ergonomics",
        "leads": "inkling-2-small",
        "name": "Agent ergonomics",
        "reasons": {
          "a": "Model reading of the checklist (tool use, structured output, caching, context, batch, SDKs, errors). On 17 October the tool, `tool_choice`, `response_format`, `structured_outputs`, cached-price, context, output-limit and batch readings for this model all came from OpenRouter's endpoints API, which this run doesn't use, so they are struck. No readable first-hand page states them today. Elorian's docs sit on a host that refuses our crawler, and Together's model page says only text, image and video in and text out on a dedicated deployment. Tool use (0 of 20), structured output (0 of 15), prompt caching (0 of 15), context length (0 of 15), batch (0 of 10). OpenRouter's SDKs in TypeScript, Python and Go, and any OpenAI client works (10 of 10, per the 17 October check, not re-read on 4 November 2026). OpenRouter's documented error codes with `limit_source` and remedy hints, nothing specific to video or image limits (10 of 15, per the 17 October check, not re-read on 4 November 2026). 0 + 0 + 0 + 0 + 0 + 10 + 10 = 20.",
          "b": "Model reading (tool use, structured output, caching, context, batch, SDKs). A 256K served context, max_tokens and a priced cache at $0.03 per million; tool use isn't documented for this model (15 of 25). Output-size controls through max_tokens, reasoning_effort and separate_reasoning (15 of 20). One documented error, the 400 for unsupported reasoning_effort (5 of 20). Stable request IDs make SDK sampling retries safe, per the tinker listing (15 of 20). OpenAI's SDKs work against the endpoint, with Tinker's Python SDK besides, and reasoning defaults to 0.9 (12 of 15). 15 + 15 + 5 + 15 + 12 = 62."
        },
        "scores": {
          "a": 20,
          "b": 62
        }
      },
      {
        "by": 30,
        "category": "schema",
        "leads": "inkling-2-small",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "Model reading. Elorian publishes no API reference, model card or llms.txt in public. Its docs sit at platform.elorian.ai/docs, a host whose robots.txt answers access denied. The 17 October contract reading rested on OpenRouter's OpenAPI-documented chat endpoint, with no recorded visible download link on a host now paused, and on the parameter list from OpenRouter's endpoints API, both struck (0 of 25). OpenRouter's llms.txt and Markdown docs, including video input (10, per the 17 October check, not re-read on 4 November 2026). The launch post and Together's model page name the jobs (visual search, video captioning, dense counting, robotics planning) and the post states limits (token cost, no action outputs yet), but nothing says when not to use it or how video is sampled (6 of 20). Typed parameters for OpenRouter's chat endpoint in its API reference, with no reasoning effort levels documented for this model (10 of 15, per the 17 October check, not re-read on 4 November 2026; the 17 October `tool_choice` reading came from the struck endpoints API). OpenRouter's examples and error reference, with no Glimpse-specific examples or limits on video length or image count (7 of 15). OpenRouter's dated changelog, with no changelog from Elorian (7 of 15, held as partly met; the dated canonical slug came from the struck endpoints API). 0 + 10 + 6 + 10 + 7 + 7 = 40.",
          "b": "Model reading. No OpenAPI file of its own; the OpenAI-compatible chat and completions endpoints and the typed Python SDK are the contract, as the tinker listing reads it (15). llms.txt on the docs host, per the tinker listing's 1 October check (10). The model card states intended use (agentic and tool-use systems, coding assistants, chatbots, RAG), inputs, outputs and limitations, and the launch post its benchmarks (16 of 20). Model IDs, context lengths and the reasoning_effort values (none to xhigh, or 0.0 to 0.99) are documented; the tool-call format and structured output aren't, for this model (8 of 15). A Python example and an HTTP 400 for models without reasoning_effort, with no error page (6 of 15). A dated Tinker changelog and a model deprecations page, per the tinker listing (15). 15 + 10 + 16 + 8 + 6 + 15 = 70."
        },
        "scores": {
          "a": 40,
          "b": 70
        }
      },
      {
        "by": 26,
        "category": "transparency",
        "leads": "inkling-2-small",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "Closed model with weights not released and the open-weight base model unnamed. Elorian's terms sit on platform.elorian.ai, whose robots.txt answers access denied, so they were not read; published terms on a refusing host keep the closed-service value, held at 13 of 30. The privacy policy says Elorian trains on submitted content from free use and gives no retention periods, and the acceptable use policy, updated 19 October 2026, is still titled Privacy Policy and still carries a drafting comment from a terms outline in its markup (10 of 30, held as partly met; the 17 October comparison with the terms rested on the struck script reading). No deprecation policy or dated notices (0 of 20). Services hosted in the United States and subprocessors named by category only, and OpenRouter shows Together as the provider with its data policy (8 of 20). 13 + 10 + 0 + 8 = 31.",
          "b": "Editorial half. Closed for now under the Tinker Terms of Use and the Model Acceptable Use Policy, per the model card, with Apache 2.0 weights promised the week after launch (15). Terms commit not to use Customer Content for training, keep it only as needed, with a DPA and deletion on request; the privacy notice wasn't re-read, per the tinker listing (15). Dated deprecation notices with no stated period (15). The DPA annex names Google Cloud, Cloudflare, WorkOS and OpenAI with service and location (15). 15 + 15 + 15 + 15 = 60."
        },
        "scores": {
          "a": 38,
          "b": 64
        }
      },
      {
        "by": 24,
        "category": "maintenance",
        "leads": "inkling-2-small",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "Model reading. Announced on 16 October 2026, 19 days before 4 November, and still labelled a research preview on Together's model page that day (30). One release, no history of versions or retirements and no deprecation notice period (3 of 20). Elorian's support page says there is no support queue, and channels are email and a Discord server, not tested (6 of 25, per the 17 October check, not re-read on 4 November 2026; the terms' no-support clause came from the struck script reading). No official SDK from Elorian. OpenRouter's SDKs are current (8 of 15). No package or CI of Elorian's to read. OpenRouter's SDK repositories run CI (4 of 10). 30 + 3 + 6 + 8 + 4 = 51.",
          "b": "Model reading. Released 5 November 2026 (30). Churn and notice in place of release counts: Inkling, Inkling-Small (30 July) and Inkling 2 Small in about four months, and a deprecations page with dated retirements and a promise to 'aim to give advance notice' by email, with no stated period, per the tinker listing (10 of 20). A public changelog and a support address and Discord, per the tinker listing (10 of 15). Current official SDKs, Tinker's Python SDK and the OpenAI-compatible endpoint (15). SDK and cookbook CI, per the tinker listing (10). 30 + 10 + 10 + 15 + 10 = 75."
        },
        "scores": {
          "a": 51,
          "b": 75
        }
      },
      {
        "by": 7,
        "category": "reliability",
        "leads": "inkling-2-small",
        "name": "Reliability",
        "reasons": {
          "a": "Hosted lines, read on the OpenRouter route. OpenRouter's status host refuses our crawler in robots.txt, so the 17 October reading of it is struck, and Elorian has no status page found (0 of 20). No 90-day incident record could be read. The 17 October uptime figures came from OpenRouter's endpoints API, a JSON data API this run doesn't use, and are struck (5). OpenRouter's limits page documents credit, budget and rate limits and a key endpoint that reports what's left, but sets no request cap on paid models, and no limit for Glimpse was found (8 of 15, per the 17 October check, not re-read on 4 November 2026, openrouter.ai paused on its terms). The errors page documents Retry-After on 429 and 503 and on 402 in-flight budget errors, and says the official SDKs honour it, with no safe-retry guidance or idempotency keys recorded (10, Retry-After alone, the value this run gives backoff or Retry-After guidance by itself; per the 17 October check, not re-read on 4 November 2026). No SLA from Elorian or for this endpoint (0). Elorian and Together label Glimpse a research preview (0). 0 + 5 + 8 + 10 + 0 + 0 = 23.",
          "b": "Model reading, for the surface it's called on, Tinker's serverless inference and OpenAI-compatible API. No status page found, per the tinker listing's checks of 1 October and 4 November (0), so no readable incident history (5). The only published limit is the in-flight sample cap of 2,000, per the tinker listing's 1 October check; the OpenAI-compatible page gives no numbers and says higher or more stable throughput needs the waitlist (10). The SDK retries sampling with stable request IDs, per the tinker listing's reading of the SDK repository; the OpenAI-compatible page has no retry guidance (15). No SLA found (0). Serverless inference is 'currently in beta' on the models and pricing page and the OpenAI-compatible API is labelled Beta, read 6 November (0). 0 + 5 + 10 + 15 + 0 + 0 = 30."
        },
        "scores": {
          "a": 23,
          "b": 30
        }
      },
      {
        "by": 5,
        "category": "payments",
        "leads": "elorian-glimpse",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "No machine payment protocol on OpenRouter or from Elorian (0). Per-token prices of $0.60 input and $3.00 output per million tokens published without a login in Elorian's launch post (20). Together lists Glimpse on dedicated endpoints with pricing on request. Elorian's post says it can be tried free on Elorian's platform, which needs a sign-in, and whether a card is needed was not established (5 of 20). A person signs up in a browser on every route (0). 0 + 20 + 5 + 0 = 25. Elorian's and OpenRouter's pages per the 17 October check, not re-read on 4 November 2026.",
          "b": "Published rubric. No payment protocol (0). Per-million-token prices for serverless inference and training published without a login on 6 November (20). No free tier listed, and the quickstart asks for payment details before training, per the tinker listing (0). Sign-up is a browser flow (0). 0 + 20 + 0 + 0 = 20."
        },
        "scores": {
          "a": 25,
          "b": 20
        }
      }
    ],
    "facts": [
      {
        "a": "Model API",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "Elorian",
        "b": "Thinking Machines Lab",
        "name": "Vendor"
      },
      {
        "a": "https://openrouter.ai/api/v1",
        "b": "https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Closed model and service under the Elorian AI, Inc. terms of service. Weights not released.",
        "b": "Proprietary for now, used through Tinker under the Tinker Terms of Use and Thinking Machines' Model Acceptable Use Policy, per the model card. Thinking Machines says it will publish the weights under Apache 2.0 the week after launch, once outside safety testing is done",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-16",
        "b": "2026-11-05",
        "name": "Last release"
      },
      {
        "a": "couldn't be read",
        "b": "not read yet",
        "name": "Terms last updated"
      },
      {
        "a": "2026-10-12",
        "b": "not read yet",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes, with an opt-out",
        "b": "not read yet",
        "name": "Customer content may train models"
      },
      {
        "a": "couldn't be read",
        "b": "not read yet",
        "name": "Terms restrict automated access"
      },
      {
        "a": "couldn't be read",
        "b": "not read yet",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "couldn't be read",
        "b": "not read yet",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "couldn't be read",
        "b": "not read yet",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "2.5/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Inkling 2 Small scores 52.1 (D) on agent readiness against Glimpse's 35.1 (F), and leads in 6 of 7 scored categories. Glimpse leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, Glimpse or Inkling 2 Small?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do Glimpse and Inkling 2 Small need an API key?"
      },
      {
        "answer": "Yes. Glimpse has a hosted endpoint at https://openrouter.ai/api/v1 and Inkling 2 Small at https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1.",
        "question": "Can an agent call Glimpse and Inkling 2 Small without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Payments \u0026 pricing, 25 against 20"
        ],
        "also": null,
        "goodFor": "Visual question answering, video captioning and counting over images and video at a low per-token price, where a research preview reached through OpenRouter or Together is acceptable.",
        "slug": "elorian-glimpse",
        "watchFor": "Labelled a research preview, with no public API docs, model card, changelog or deprecation policy from Elorian"
      },
      {
        "aheadOn": [
          "Reliability, 30 against 23",
          "Schema \u0026 documentation, 70 against 40",
          "Agent ergonomics, 62 against 20",
          "Maintenance \u0026 community, 75 against 51",
          "Transparency \u0026 trust, 64 against 38"
        ],
        "also": null,
        "goodFor": "Developers who want a capable multimodal open-family model through an OpenAI-compatible API today, or to fine-tune it on Tinker, and who can live with a beta surface until the weights are published.",
        "slug": "inkling-2-small",
        "watchFor": "Serverless inference and the OpenAI-compatible API are both labelled beta, with a waitlist for higher throughput"
      }
    ],
    "history": {
      "elorian-glimpse": [
        {
          "causes": [
            "correction"
          ],
          "date": "2026-11-04",
          "delta": -13.7,
          "from": 48.8,
          "fromGrade": "D",
          "to": 35.1,
          "toGrade": "F"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-30",
          "delta": -0.2,
          "from": 49,
          "fromGrade": "D",
          "to": 48.8,
          "toGrade": "D"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-27",
          "delta": 0.4,
          "from": 48.6,
          "fromGrade": "D",
          "to": 49,
          "toGrade": "D"
        }
      ],
      "inkling-2-small": null
    },
    "job": {
      "capability": "inference.llm",
      "name": "LLM inference"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-elorian-glimpse.json",
        "title": "Claude API vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/anthropic-api-vs-inkling-2-small.json",
        "title": "Claude API vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/anthropic-api-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-elorian-glimpse.json",
        "title": "Antseed vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/antseed-vs-inkling-2-small.json",
        "title": "Antseed vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/antseed-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-elorian-glimpse.json",
        "title": "BlockRun.AI vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/blockrun-ai-vs-inkling-2-small.json",
        "title": "BlockRun.AI vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/blockrun-ai-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-elorian-glimpse.json",
        "title": "Cerebras Inference vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cerebras-inference-vs-inkling-2-small.json",
        "title": "Cerebras Inference vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/cerebras-inference-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-elorian-glimpse.json",
        "title": "Cloudflare AI Gateway vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-inkling-2-small.json",
        "title": "Cloudflare AI Gateway vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-elorian-glimpse.json",
        "title": "Cloudflare Workers AI vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-inkling-2-small.json",
        "title": "Cloudflare Workers AI vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-elorian-glimpse.json",
        "title": "Cohere Chat API (Command models) vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cohere-chat-vs-inkling-2-small.json",
        "title": "Cohere Chat API (Command models) vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/cohere-chat-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-elorian-glimpse.json",
        "title": "DeepInfra vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepinfra-vs-inkling-2-small.json",
        "title": "DeepInfra vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/deepinfra-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-elorian-glimpse.json",
        "title": "DeepSeek API vs Glimpse",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-elorian-glimpse"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepseek-api-vs-inkling-2-small.json",
        "title": "DeepSeek API vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/deepseek-api-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-fireworks-inference.json",
        "title": "Glimpse vs Fireworks AI Inference",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-fireworks-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-gemini-api.json",
        "title": "Glimpse vs Gemini Developer API",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-gemini-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.json",
        "title": "Glimpse vs GroqCloud",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-jais-3.json",
        "title": "Glimpse vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-meta-model-api.json",
        "title": "Glimpse vs Meta Model API",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-meta-model-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-minimax-api.json",
        "title": "Glimpse vs MiniMax API",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-minimax-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-mistral-api.json",
        "title": "Glimpse vs Mistral AI API",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-mistral-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-muse-spark-open.json",
        "title": "Glimpse vs Muse Spark Open",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-muse-spark-open"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-nemotron-3-5-super-vl.json",
        "title": "Glimpse vs Nemotron 3.5 Super VL",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-nemotron-3-5-super-vl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-novita-ai.json",
        "title": "Glimpse vs Novita AI",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-novita-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-openai-api.json",
        "title": "Glimpse vs OpenAI API",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-openai-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-openrouter.json",
        "title": "Glimpse vs OpenRouter",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-openrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-prism-inference.json",
        "title": "Glimpse vs Prism Inference",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-prism-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-ramp-router.json",
        "title": "Glimpse vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam.json",
        "title": "Glimpse vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-routerplus.json",
        "title": "Glimpse vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-sambanova.json",
        "title": "Glimpse vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-siliconflow.json",
        "title": "Glimpse vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-simplismart.json",
        "title": "Glimpse vs Simplismart",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-simplismart"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-stepfun-api.json",
        "title": "Glimpse vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-swe-2-flash.json",
        "title": "Glimpse vs SWE-2 Flash",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-swe-2-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-tencent-tokenhub.json",
        "title": "Glimpse vs Tencent Cloud TokenHub",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-tencent-tokenhub"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-together-inference.json",
        "title": "Glimpse vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-vercel-ai-gateway.json",
        "title": "Glimpse vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-vercel-ai-gateway"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fireworks-inference-vs-inkling-2-small.json",
        "title": "Fireworks AI Inference vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/fireworks-inference-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-api-vs-inkling-2-small.json",
        "title": "Gemini Developer API vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/gemini-api-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/groq-vs-inkling-2-small.json",
        "title": "GroqCloud vs Inkling 2 Small",
        "url": "https://www.anchorterminal.com/compare/groq-vs-inkling-2-small"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-jais-3.json",
        "title": "Inkling 2 Small vs Jais 3",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-jais-3"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-meta-model-api.json",
        "title": "Inkling 2 Small vs Meta Model API",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-meta-model-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-minimax-api.json",
        "title": "Inkling 2 Small vs MiniMax API",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-minimax-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-mistral-api.json",
        "title": "Inkling 2 Small vs Mistral AI API",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-mistral-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-muse-spark-open.json",
        "title": "Inkling 2 Small vs Muse Spark Open",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-muse-spark-open"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-nemotron-3-5-super-vl.json",
        "title": "Inkling 2 Small vs Nemotron 3.5 Super VL",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-nemotron-3-5-super-vl"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-novita-ai.json",
        "title": "Inkling 2 Small vs Novita AI",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-novita-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-openai-api.json",
        "title": "Inkling 2 Small vs OpenAI API",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-openai-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-openrouter.json",
        "title": "Inkling 2 Small vs OpenRouter",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-openrouter"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-prism-inference.json",
        "title": "Inkling 2 Small vs Prism Inference",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-prism-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-ramp-router.json",
        "title": "Inkling 2 Small vs Router.com (Ramp Router)",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-ramp-router"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-reflection-beam.json",
        "title": "Inkling 2 Small vs Beam 1.0",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-reflection-beam"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-routerplus.json",
        "title": "Inkling 2 Small vs RouterPlus",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-routerplus"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-sambanova.json",
        "title": "Inkling 2 Small vs SambaCloud",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-sambanova"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-siliconflow.json",
        "title": "Inkling 2 Small vs SiliconFlow",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-siliconflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-simplismart.json",
        "title": "Inkling 2 Small vs Simplismart",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-simplismart"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-stepfun-api.json",
        "title": "Inkling 2 Small vs StepFun API",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-stepfun-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-swe-2-flash.json",
        "title": "Inkling 2 Small vs SWE-2 Flash",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-swe-2-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-tencent-tokenhub.json",
        "title": "Inkling 2 Small vs Tencent Cloud TokenHub",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-tencent-tokenhub"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-together-inference.json",
        "title": "Inkling 2 Small vs Together AI Inference",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-together-inference"
      },
      {
        "json": "https://www.anchorterminal.com/compare/inkling-2-small-vs-vercel-ai-gateway.json",
        "title": "Inkling 2 Small vs Vercel AI Gateway",
        "url": "https://www.anchorterminal.com/compare/inkling-2-small-vs-vercel-ai-gateway"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 7,
        "edge": "inkling-2-small",
        "elorian-glimpse": 23,
        "inkling-2-small": 30,
        "key": "reliability",
        "name": "Reliability",
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 30,
        "edge": "inkling-2-small",
        "elorian-glimpse": 40,
        "inkling-2-small": 70,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "weight": 13
      },
      {
        "by": 42,
        "edge": "inkling-2-small",
        "elorian-glimpse": 20,
        "inkling-2-small": 62,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "weight": 13
      },
      {
        "by": 1,
        "edge": "inkling-2-small",
        "elorian-glimpse": 56,
        "inkling-2-small": 57,
        "key": "security",
        "name": "Security \u0026 auth",
        "weight": 14
      },
      {
        "by": 5,
        "edge": "elorian-glimpse",
        "elorian-glimpse": 25,
        "inkling-2-small": 20,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 24,
        "edge": "inkling-2-small",
        "elorian-glimpse": 51,
        "inkling-2-small": 75,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "weight": 7
      },
      {
        "by": 26,
        "edge": "inkling-2-small",
        "elorian-glimpse": 38,
        "inkling-2-small": 64,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "weight": 7
      }
    ],
    "summary": "Inkling 2 Small scores 52.1 (D) on agent readiness against Glimpse's 35.1 (F), and leads in 6 of 7 scored categories. Glimpse leads on payments \u0026 pricing. Both do llm inference.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "elorian-glimpse": "Glimpse reads images and video at $0.60 input and $3.00 output per million tokens, through OpenRouter or a dedicated Together deployment. It is a research preview with no public Elorian docs, model card or status page, its context and tool support aren't stated on a readable first-hand page, and Elorian's privacy policy trains on free use by default.",
      "inkling-2-small": "A new multimodal mixture-of-experts model from Thinking Machines, callable today through Tinker's OpenAI-compatible endpoint at $0.30 and $1.00 per million tokens, with strong vendor-reported coding and agent scores. Tinker's serverless inference is beta, with no status page or SLA, and the weights aren't public yet."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-inkling-2-small",
    "json": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-inkling-2-small.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-inkling-2-small.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/elorian-glimpse-vs-inkling-2-small.min.md"
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  "markdown": "Inkling 2 Small scores 52.1 (D) on agent readiness against Glimpse's 35.1 (F), and leads in 6 of 7 scored categories. Glimpse leads on payments \u0026 pricing. Both do llm inference.\n\n- Glimpse: grade F, 35.1/100, rank #1247 of 1354. Markdown https://www.anchorterminal.com/tools/elorian-glimpse.md · JSON https://www.anchorterminal.com/api/v1/tools/elorian-glimpse.json\n- Inkling 2 Small: grade D, 52.1/100, rank #899 of 1354. Markdown https://www.anchorterminal.com/tools/inkling-2-small.md · JSON https://www.anchorterminal.com/api/v1/tools/inkling-2-small.json\n- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md\n- All 596 models comparisons: https://www.anchorterminal.com/compare/inference/index.md\n\n## Which one, for what\n\n### Glimpse (F)\n\nGood for: Visual question answering, video captioning and counting over images and video at a low per-token price, where a research preview reached through OpenRouter or Together is acceptable.\n\nAhead on:\n- Payments \u0026 pricing, 25 against 20\n\nWatch for: Labelled a research preview, with no public API docs, model card, changelog or deprecation policy from Elorian\n\n### Inkling 2 Small (D)\n\nGood for: Developers who want a capable multimodal open-family model through an OpenAI-compatible API today, or to fine-tune it on Tinker, and who can live with a beta surface until the weights are published.\n\nAhead on:\n- Reliability, 30 against 23\n- Schema \u0026 documentation, 70 against 40\n- Agent ergonomics, 62 against 20\n- Maintenance \u0026 community, 75 against 51\n- Transparency \u0026 trust, 64 against 38\n\nWatch for: Serverless inference and the OpenAI-compatible API are both labelled beta, with a waitlist for higher throughput\n\n\n## Why the edge\n\n### Agent ergonomics: Inkling 2 Small +42\n\n- Glimpse (20): Model reading of the checklist (tool use, structured output, caching, context, batch, SDKs, errors). On 17 October the tool, `tool_choice`, `response_format`, `structured_outputs`, cached-price, context, output-limit and batch readings for this model all came from OpenRouter's endpoints API, which this run doesn't use, so they are struck. No readable first-hand page states them today. Elorian's docs sit on a host that refuses our crawler, and Together's model page says only text, image and video in and text out on a dedicated deployment. Tool use (0 of 20), structured output (0 of 15), prompt caching (0 of 15), context length (0 of 15), batch (0 of 10). OpenRouter's SDKs in TypeScript, Python and Go, and any OpenAI client works (10 of 10, per the 17 October check, not re-read on 4 November 2026). OpenRouter's documented error codes with `limit_source` and remedy hints, nothing specific to video or image limits (10 of 15, per the 17 October check, not re-read on 4 November 2026). 0 + 0 + 0 + 0 + 0 + 10 + 10 = 20.\n- Inkling 2 Small (62): Model reading (tool use, structured output, caching, context, batch, SDKs). A 256K served context, max_tokens and a priced cache at $0.03 per million; tool use isn't documented for this model (15 of 25). Output-size controls through max_tokens, reasoning_effort and separate_reasoning (15 of 20). One documented error, the 400 for unsupported reasoning_effort (5 of 20). Stable request IDs make SDK sampling retries safe, per the tinker listing (15 of 20). OpenAI's SDKs work against the endpoint, with Tinker's Python SDK besides, and reasoning defaults to 0.9 (12 of 15). 15 + 15 + 5 + 15 + 12 = 62.\n\n### Schema \u0026 documentation: Inkling 2 Small +30\n\n- Glimpse (40): Model reading. Elorian publishes no API reference, model card or llms.txt in public. Its docs sit at platform.elorian.ai/docs, a host whose robots.txt answers access denied. The 17 October contract reading rested on OpenRouter's OpenAPI-documented chat endpoint, with no recorded visible download link on a host now paused, and on the parameter list from OpenRouter's endpoints API, both struck (0 of 25). OpenRouter's llms.txt and Markdown docs, including video input (10, per the 17 October check, not re-read on 4 November 2026). The launch post and Together's model page name the jobs (visual search, video captioning, dense counting, robotics planning) and the post states limits (token cost, no action outputs yet), but nothing says when not to use it or how video is sampled (6 of 20). Typed parameters for OpenRouter's chat endpoint in its API reference, with no reasoning effort levels documented for this model (10 of 15, per the 17 October check, not re-read on 4 November 2026; the 17 October `tool_choice` reading came from the struck endpoints API). OpenRouter's examples and error reference, with no Glimpse-specific examples or limits on video length or image count (7 of 15). OpenRouter's dated changelog, with no changelog from Elorian (7 of 15, held as partly met; the dated canonical slug came from the struck endpoints API). 0 + 10 + 6 + 10 + 7 + 7 = 40.\n- Inkling 2 Small (70): Model reading. No OpenAPI file of its own; the OpenAI-compatible chat and completions endpoints and the typed Python SDK are the contract, as the tinker listing reads it (15). llms.txt on the docs host, per the tinker listing's 1 October check (10). The model card states intended use (agentic and tool-use systems, coding assistants, chatbots, RAG), inputs, outputs and limitations, and the launch post its benchmarks (16 of 20). Model IDs, context lengths and the reasoning_effort values (none to xhigh, or 0.0 to 0.99) are documented; the tool-call format and structured output aren't, for this model (8 of 15). A Python example and an HTTP 400 for models without reasoning_effort, with no error page (6 of 15). A dated Tinker changelog and a model deprecations page, per the tinker listing (15). 15 + 10 + 16 + 8 + 6 + 15 = 70.\n\n### Transparency \u0026 trust: Inkling 2 Small +26\n\n- Glimpse (38): Closed model with weights not released and the open-weight base model unnamed. Elorian's terms sit on platform.elorian.ai, whose robots.txt answers access denied, so they were not read; published terms on a refusing host keep the closed-service value, held at 13 of 30. The privacy policy says Elorian trains on submitted content from free use and gives no retention periods, and the acceptable use policy, updated 19 October 2026, is still titled Privacy Policy and still carries a drafting comment from a terms outline in its markup (10 of 30, held as partly met; the 17 October comparison with the terms rested on the struck script reading). No deprecation policy or dated notices (0 of 20). Services hosted in the United States and subprocessors named by category only, and OpenRouter shows Together as the provider with its data policy (8 of 20). 13 + 10 + 0 + 8 = 31.\n- Inkling 2 Small (64): Editorial half. Closed for now under the Tinker Terms of Use and the Model Acceptable Use Policy, per the model card, with Apache 2.0 weights promised the week after launch (15). Terms commit not to use Customer Content for training, keep it only as needed, with a DPA and deletion on request; the privacy notice wasn't re-read, per the tinker listing (15). Dated deprecation notices with no stated period (15). The DPA annex names Google Cloud, Cloudflare, WorkOS and OpenAI with service and location (15). 15 + 15 + 15 + 15 = 60.\n\n### Maintenance \u0026 community: Inkling 2 Small +24\n\n- Glimpse (51): Model reading. Announced on 16 October 2026, 19 days before 4 November, and still labelled a research preview on Together's model page that day (30). One release, no history of versions or retirements and no deprecation notice period (3 of 20). Elorian's support page says there is no support queue, and channels are email and a Discord server, not tested (6 of 25, per the 17 October check, not re-read on 4 November 2026; the terms' no-support clause came from the struck script reading). No official SDK from Elorian. OpenRouter's SDKs are current (8 of 15). No package or CI of Elorian's to read. OpenRouter's SDK repositories run CI (4 of 10). 30 + 3 + 6 + 8 + 4 = 51.\n- Inkling 2 Small (75): Model reading. Released 5 November 2026 (30). Churn and notice in place of release counts: Inkling, Inkling-Small (30 July) and Inkling 2 Small in about four months, and a deprecations page with dated retirements and a promise to 'aim to give advance notice' by email, with no stated period, per the tinker listing (10 of 20). A public changelog and a support address and Discord, per the tinker listing (10 of 15). Current official SDKs, Tinker's Python SDK and the OpenAI-compatible endpoint (15). SDK and cookbook CI, per the tinker listing (10). 30 + 10 + 10 + 15 + 10 = 75.\n\n### Reliability: Inkling 2 Small +7\n\n- Glimpse (23): Hosted lines, read on the OpenRouter route. OpenRouter's status host refuses our crawler in robots.txt, so the 17 October reading of it is struck, and Elorian has no status page found (0 of 20). No 90-day incident record could be read. The 17 October uptime figures came from OpenRouter's endpoints API, a JSON data API this run doesn't use, and are struck (5). OpenRouter's limits page documents credit, budget and rate limits and a key endpoint that reports what's left, but sets no request cap on paid models, and no limit for Glimpse was found (8 of 15, per the 17 October check, not re-read on 4 November 2026, openrouter.ai paused on its terms). The errors page documents Retry-After on 429 and 503 and on 402 in-flight budget errors, and says the official SDKs honour it, with no safe-retry guidance or idempotency keys recorded (10, Retry-After alone, the value this run gives backoff or Retry-After guidance by itself; per the 17 October check, not re-read on 4 November 2026). No SLA from Elorian or for this endpoint (0). Elorian and Together label Glimpse a research preview (0). 0 + 5 + 8 + 10 + 0 + 0 = 23.\n- Inkling 2 Small (30): Model reading, for the surface it's called on, Tinker's serverless inference and OpenAI-compatible API. No status page found, per the tinker listing's checks of 1 October and 4 November (0), so no readable incident history (5). The only published limit is the in-flight sample cap of 2,000, per the tinker listing's 1 October check; the OpenAI-compatible page gives no numbers and says higher or more stable throughput needs the waitlist (10). The SDK retries sampling with stable request IDs, per the tinker listing's reading of the SDK repository; the OpenAI-compatible page has no retry guidance (15). No SLA found (0). Serverless inference is 'currently in beta' on the models and pricing page and the OpenAI-compatible API is labelled Beta, read 6 November (0). 0 + 5 + 10 + 15 + 0 + 0 = 30.\n\n### Payments \u0026 pricing: Glimpse +5\n\n- Glimpse (25): No machine payment protocol on OpenRouter or from Elorian (0). Per-token prices of $0.60 input and $3.00 output per million tokens published without a login in Elorian's launch post (20). Together lists Glimpse on dedicated endpoints with pricing on request. Elorian's post says it can be tried free on Elorian's platform, which needs a sign-in, and whether a card is needed was not established (5 of 20). A person signs up in a browser on every route (0). 0 + 20 + 5 + 0 = 25. Elorian's and OpenRouter's pages per the 17 October check, not re-read on 4 November 2026.\n- Inkling 2 Small (20): Published rubric. No payment protocol (0). Per-million-token prices for serverless inference and training published without a login on 6 November (20). No free tier listed, and the quickstart asks for payment details before training, per the tinker listing (0). Sign-up is a browser flow (0). 0 + 20 + 0 + 0 = 20.\n\n## Score by category\n\n| Category | Weight | Glimpse | Inkling 2 Small | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 23 | 30 | Inkling 2 Small +7 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 40 | 70 | Inkling 2 Small +30 |\n| Agent ergonomics | 13% (16.2 this run) | 20 | 62 | Inkling 2 Small +42 |\n| Security \u0026 auth | 14% (17.5 this run) | 56 | 57 | Inkling 2 Small +1 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 25 | 20 | Glimpse +5 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 51 | 75 | Inkling 2 Small +24 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 38 | 64 | Inkling 2 Small +26 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **35.1 · F** | **52.1 · D** | |\n\n## Facts side by side\n\n| Fact | Glimpse | Inkling 2 Small |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Elorian | Thinking Machines Lab |\n| Hosted endpoint | `https://openrouter.ai/api/v1` | `https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1` |\n| Transports | HTTP |  |\n| Auth | API key | API key |\n| Pricing | Pay per use | Pay per use |\n| x402 | no | no |\n| Licence | Closed model and service under the Elorian AI, Inc. terms of service. Weights not released. | Proprietary for now, used through Tinker under the Tinker Terms of Use and Thinking Machines' Model Acceptable Use Policy, per the model card. Thinking Machines says it will publish the weights under Apache 2.0 the week after launch, once outside safety testing is done |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-10-16 | 2026-11-05 |\n| Terms last updated | couldn't be read | not read yet |\n| Privacy policy last updated | 2026-10-12 | not read yet |\n| Customer content may train models | yes, with an opt-out | not read yet |\n| Terms restrict automated access | couldn't be read | not read yet |\n| Terms restrict benchmarking | couldn't be read | not read yet |\n| Terms or service can change without notice | couldn't be read | not read yet |\n| Arbitration or class-action waiver | couldn't be read | not read yet |\n| Agent reviews | 2.5/5 (4) | none |\n\n## How the scores have moved\n\n### Glimpse\n\n- -13.7 on 4 November 2026 (D to F): correction\n- -0.2 on 30 October 2026: checklist\n- +0.4 on 27 October 2026: checklist\n\n### Inkling 2 Small\n\nNo score change since it was listed.\n\n## Verdicts\n\n**Glimpse.** Glimpse reads images and video at $0.60 input and $3.00 output per million tokens, through OpenRouter or a dedicated Together deployment. It is a research preview with no public Elorian docs, model card or status page, its context and tool support aren't stated on a readable first-hand page, and Elorian's privacy policy trains on free use by default.\n\n**Inkling 2 Small.** A new multimodal mixture-of-experts model from Thinking Machines, callable today through Tinker's OpenAI-compatible endpoint at $0.30 and $1.00 per million tokens, with strong vendor-reported coding and agent scores. Tinker's serverless inference is beta, with no status page or SLA, and the weights aren't public yet.\n\n## Before you call either\n\n### Glimpse\n\n1. Call it through OpenRouter as `elorian/glimpse` at https://openrouter.ai/api/v1/chat/completions. Elorian's own API docs sit behind a console sign-in\n2. Send video as a `video_url` content part, as a public URL or a base64 data URL\n3. Set `max_tokens` yourself. Reasoning tokens bill as output, and visual reasoning spends many of them\n4. Honour Retry-After on 429 and 503, as OpenRouter's error reference documents\n5. Check counts and timestamps against the source image or video before acting on them\n\n### Inkling 2 Small\n\n1. Call https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1 with an OpenAI client and TINKER_API_KEY, using /chat/completions\n2. The serverless model ID is thinkingmachines/Inkling-2-Small:peft:262144:sampling-nvfp4, per Tinker's pricing page. The OpenAI page's examples use your own checkpoint paths, so confirm it before relying on it\n3. Pass reasoning_effort as none to xhigh or 0.0 to 0.99 (default 0.9); reasoning arrives in reasoning_content unless separate_reasoning is false\n4. Keep images between 40 and 4096 px a side, per the model card\n5. Validate JSON yourself, since structured output and the tool-call format aren't documented\n6. Plan for a move to open weights. When they publish, the open-weights listing will carry sizes and runtimes\n\n## Questions\n\n### Which is better for AI agents, Glimpse or Inkling 2 Small?\n\nInkling 2 Small scores 52.1 (D) on agent readiness against Glimpse's 35.1 (F), and leads in 6 of 7 scored categories. Glimpse leads on payments \u0026 pricing.\n\n### Do Glimpse and Inkling 2 Small need an API key?\n\nBoth need an API key.\n\n### Can an agent call Glimpse and Inkling 2 Small without installing anything?\n\nYes. Glimpse has a hosted endpoint at https://openrouter.ai/api/v1 and Inkling 2 Small at https://tinker.thinkingmachines.dev/services/tinker-prod/oai/api/v1.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/elorian-glimpse-vs-inkling-2-small.json, and with the fewest tokens: https://www.anchorterminal.com/compare/elorian-glimpse-vs-inkling-2-small.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"elorian-glimpse\", \"b\": \"inkling-2-small\"}`. From a terminal: `anchor compare elorian-glimpse inkling-2-small`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/elorian-glimpse.json and https://www.anchorterminal.com/api/v1/tools/inkling-2-small.json\n\n## Other comparisons with Glimpse or Inkling 2 Small\n\n- [Claude API vs Glimpse](https://www.anchorterminal.com/compare/anthropic-api-vs-elorian-glimpse.md)\n- [Claude API vs Inkling 2 Small](https://www.anchorterminal.com/compare/anthropic-api-vs-inkling-2-small.md)\n- [Antseed vs Glimpse](https://www.anchorterminal.com/compare/antseed-vs-elorian-glimpse.md)\n- [Antseed vs Inkling 2 Small](https://www.anchorterminal.com/compare/antseed-vs-inkling-2-small.md)\n- [BlockRun.AI vs Glimpse](https://www.anchorterminal.com/compare/blockrun-ai-vs-elorian-glimpse.md)\n- [BlockRun.AI vs Inkling 2 Small](https://www.anchorterminal.com/compare/blockrun-ai-vs-inkling-2-small.md)\n- [Cerebras Inference vs Glimpse](https://www.anchorterminal.com/compare/cerebras-inference-vs-elorian-glimpse.md)\n- [Cerebras Inference vs Inkling 2 Small](https://www.anchorterminal.com/compare/cerebras-inference-vs-inkling-2-small.md)\n- [Cloudflare AI Gateway vs Glimpse](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-elorian-glimpse.md)\n- [Cloudflare AI Gateway vs Inkling 2 Small](https://www.anchorterminal.com/compare/cloudflare-ai-gateway-vs-inkling-2-small.md)\n- [Cloudflare Workers AI vs Glimpse](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-elorian-glimpse.md)\n- [Cloudflare Workers AI vs Inkling 2 Small](https://www.anchorterminal.com/compare/cloudflare-workers-ai-vs-inkling-2-small.md)\n- [Cohere Chat API (Command models) vs Glimpse](https://www.anchorterminal.com/compare/cohere-chat-vs-elorian-glimpse.md)\n- [Cohere Chat API (Command models) vs Inkling 2 Small](https://www.anchorterminal.com/compare/cohere-chat-vs-inkling-2-small.md)\n- [DeepInfra vs Glimpse](https://www.anchorterminal.com/compare/deepinfra-vs-elorian-glimpse.md)\n- [DeepInfra vs Inkling 2 Small](https://www.anchorterminal.com/compare/deepinfra-vs-inkling-2-small.md)\n- [DeepSeek API vs Glimpse](https://www.anchorterminal.com/compare/deepseek-api-vs-elorian-glimpse.md)\n- [DeepSeek API vs Inkling 2 Small](https://www.anchorterminal.com/compare/deepseek-api-vs-inkling-2-small.md)\n- [Glimpse vs Fireworks AI Inference](https://www.anchorterminal.com/compare/elorian-glimpse-vs-fireworks-inference.md)\n- [Glimpse vs Gemini Developer API](https://www.anchorterminal.com/compare/elorian-glimpse-vs-gemini-api.md)\n- [Glimpse vs GroqCloud](https://www.anchorterminal.com/compare/elorian-glimpse-vs-groq.md)\n- [Glimpse vs Jais 3](https://www.anchorterminal.com/compare/elorian-glimpse-vs-jais-3.md)\n- [Glimpse vs Meta Model API](https://www.anchorterminal.com/compare/elorian-glimpse-vs-meta-model-api.md)\n- [Glimpse vs MiniMax API](https://www.anchorterminal.com/compare/elorian-glimpse-vs-minimax-api.md)\n- [Glimpse vs Mistral AI API](https://www.anchorterminal.com/compare/elorian-glimpse-vs-mistral-api.md)\n- [Glimpse vs Muse Spark Open](https://www.anchorterminal.com/compare/elorian-glimpse-vs-muse-spark-open.md)\n- [Glimpse vs Nemotron 3.5 Super VL](https://www.anchorterminal.com/compare/elorian-glimpse-vs-nemotron-3-5-super-vl.md)\n- [Glimpse vs Novita AI](https://www.anchorterminal.com/compare/elorian-glimpse-vs-novita-ai.md)\n- [Glimpse vs OpenAI API](https://www.anchorterminal.com/compare/elorian-glimpse-vs-openai-api.md)\n- [Glimpse vs OpenRouter](https://www.anchorterminal.com/compare/elorian-glimpse-vs-openrouter.md)\n- [Glimpse vs Prism Inference](https://www.anchorterminal.com/compare/elorian-glimpse-vs-prism-inference.md)\n- [Glimpse vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/elorian-glimpse-vs-ramp-router.md)\n- [Glimpse vs Beam 1.0](https://www.anchorterminal.com/compare/elorian-glimpse-vs-reflection-beam.md)\n- [Glimpse vs RouterPlus](https://www.anchorterminal.com/compare/elorian-glimpse-vs-routerplus.md)\n- [Glimpse vs SambaCloud](https://www.anchorterminal.com/compare/elorian-glimpse-vs-sambanova.md)\n- [Glimpse vs SiliconFlow](https://www.anchorterminal.com/compare/elorian-glimpse-vs-siliconflow.md)\n- [Glimpse vs Simplismart](https://www.anchorterminal.com/compare/elorian-glimpse-vs-simplismart.md)\n- [Glimpse vs StepFun API](https://www.anchorterminal.com/compare/elorian-glimpse-vs-stepfun-api.md)\n- [Glimpse vs SWE-2 Flash](https://www.anchorterminal.com/compare/elorian-glimpse-vs-swe-2-flash.md)\n- [Glimpse vs Tencent Cloud TokenHub](https://www.anchorterminal.com/compare/elorian-glimpse-vs-tencent-tokenhub.md)\n- [Glimpse vs Together AI Inference](https://www.anchorterminal.com/compare/elorian-glimpse-vs-together-inference.md)\n- [Glimpse vs Vercel AI Gateway](https://www.anchorterminal.com/compare/elorian-glimpse-vs-vercel-ai-gateway.md)\n- [Fireworks AI Inference vs Inkling 2 Small](https://www.anchorterminal.com/compare/fireworks-inference-vs-inkling-2-small.md)\n- [Gemini Developer API vs Inkling 2 Small](https://www.anchorterminal.com/compare/gemini-api-vs-inkling-2-small.md)\n- [GroqCloud vs Inkling 2 Small](https://www.anchorterminal.com/compare/groq-vs-inkling-2-small.md)\n- [Inkling 2 Small vs Jais 3](https://www.anchorterminal.com/compare/inkling-2-small-vs-jais-3.md)\n- [Inkling 2 Small vs Meta Model API](https://www.anchorterminal.com/compare/inkling-2-small-vs-meta-model-api.md)\n- [Inkling 2 Small vs MiniMax API](https://www.anchorterminal.com/compare/inkling-2-small-vs-minimax-api.md)\n- [Inkling 2 Small vs Mistral AI API](https://www.anchorterminal.com/compare/inkling-2-small-vs-mistral-api.md)\n- [Inkling 2 Small vs Muse Spark Open](https://www.anchorterminal.com/compare/inkling-2-small-vs-muse-spark-open.md)\n- [Inkling 2 Small vs Nemotron 3.5 Super VL](https://www.anchorterminal.com/compare/inkling-2-small-vs-nemotron-3-5-super-vl.md)\n- [Inkling 2 Small vs Novita AI](https://www.anchorterminal.com/compare/inkling-2-small-vs-novita-ai.md)\n- [Inkling 2 Small vs OpenAI API](https://www.anchorterminal.com/compare/inkling-2-small-vs-openai-api.md)\n- [Inkling 2 Small vs OpenRouter](https://www.anchorterminal.com/compare/inkling-2-small-vs-openrouter.md)\n- [Inkling 2 Small vs Prism Inference](https://www.anchorterminal.com/compare/inkling-2-small-vs-prism-inference.md)\n- [Inkling 2 Small vs Router.com (Ramp Router)](https://www.anchorterminal.com/compare/inkling-2-small-vs-ramp-router.md)\n- [Inkling 2 Small vs Beam 1.0](https://www.anchorterminal.com/compare/inkling-2-small-vs-reflection-beam.md)\n- [Inkling 2 Small vs RouterPlus](https://www.anchorterminal.com/compare/inkling-2-small-vs-routerplus.md)\n- [Inkling 2 Small vs SambaCloud](https://www.anchorterminal.com/compare/inkling-2-small-vs-sambanova.md)\n- [Inkling 2 Small vs SiliconFlow](https://www.anchorterminal.com/compare/inkling-2-small-vs-siliconflow.md)\n- [Inkling 2 Small vs Simplismart](https://www.anchorterminal.com/compare/inkling-2-small-vs-simplismart.md)\n- [Inkling 2 Small vs StepFun API](https://www.anchorterminal.com/compare/inkling-2-small-vs-stepfun-api.md)\n- [Inkling 2 Small vs SWE-2 Flash](https://www.anchorterminal.com/compare/inkling-2-small-vs-swe-2-flash.md)\n- [Inkling 2 Small vs Tencent Cloud TokenHub](https://www.anchorterminal.com/compare/inkling-2-small-vs-tencent-tokenhub.md)\n- [Inkling 2 Small vs Together AI Inference](https://www.anchorterminal.com/compare/inkling-2-small-vs-together-inference.md)\n- [Inkling 2 Small vs Vercel AI Gateway](https://www.anchorterminal.com/compare/inkling-2-small-vs-vercel-ai-gateway.md)\n",
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