{
  "data": {
    "a": {
      "slug": "pplx-decider-flash",
      "name": "pplx-decider-flash",
      "vendor": "Perplexity",
      "vendorUrl": "https://www.perplexity.ai/",
      "kind": "model",
      "category": "decision-models",
      "summary": "pplx-decider-flash is Perplexity's 4B decision model, a Qwen3.5-4B fine-tune distilled from the 27B pplx-decider. It answers yes or no, choice and score questions about text, JSON and images with probabilities, through the hosted Decisions API or open weights.",
      "url": "https://www.anchorterminal.com/tools/pplx-decider-flash",
      "markdownUrl": "https://www.anchorterminal.com/tools/pplx-decider-flash.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/pplx-decider-flash.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/pplx-decider-flash.json",
      "repo": "https://huggingface.co/perplexity-ai/pplx-decider-flash-v1.2",
      "license": "Apache-2.0 for the published weights and inference code. The hosted Decisions API is a proprietary service",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.perplexity.ai/v1/decisions",
      "packages": [],
      "auth": "api-key",
      "authNotes": "Hosted API. Bearer Perplexity API key in the `Authorization` header, the same key as for the 27B model. A key sent in `x-api-key` returns 401. Keys are created in the API console after a project exists, are shown once, and can be generated and revoked through `/generate_auth_token` and `/revoke_auth_token`, per the 9 October check. No per-key scopes were found. Weights. The Hugging Face repository is public and not gated, although its model card still says to authenticate with a Hugging Face token.",
      "pricing": "usage",
      "pricingNotes": "$0.01 per million input tokens on Perplexity's Decisions API for `pplx-decider-flash-v1.2`, half the 27B model's price. Output tokens are free and there is no per-request fee. Usage draws on prepaid credits, and the billing guide asked for a credit card on 9 October 2026. No free allowance was found. The weights are free to download and need a CUDA GPU with about 9 GiB for BF16 weights.",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the Decisions API guide, the reference, the pricing page or llms.txt, read on 17 October 2026.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://docs.perplexity.ai/docs/decisions/quickstart",
      "llmsTxt": "https://docs.perplexity.ai/llms.txt",
      "openapi": "https://docs.perplexity.ai/openapi.json",
      "capabilities": [
        "inference.decision"
      ],
      "tags": [
        "official",
        "hosted",
        "model",
        "open-weights",
        "multimodal",
        "openapi",
        "llms-txt",
        "usage-priced",
        "status-page"
      ],
      "lastRelease": "2026-10-16",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 67.9,
        "grade": "B",
        "agentReady": false,
        "rank": 260,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 6,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 81,
          "maintenance": 67,
          "payments": 25,
          "reliability": 66,
          "schema": 89,
          "security": 68,
          "transparency": 71
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "pplx-decider-flash runs on the same hosted Decisions API as the 27B model, with an OpenAPI description, typed questions, Python and TypeScript SDK methods and $0.01 per million input tokens, and its weights are public under Apache-2.0. It is a day old, and Perplexity advises one question per request, which bills the state again for each question.",
        "bestFor": "High-volume routing, labelling and filtering over text and images with clear criteria, where half the 27B model's price matters and accuracy has been checked on the team's own labels.",
        "strengths": [
          "$0.01 per million input tokens, half the 27B model's price, with free output and no per-request fee",
          "Apache-2.0 weights of 4.54 billion parameters that need a GPU with about 9 GiB for BF16 weights",
          "Same request and response as `pplx-decider-v1.2`, so switching is a change to `model`",
          "Highest Full score of the roughly 4B entrants on Decision Index 0.3.2 of 16 October 2026, 54.81 against 52.61 for the next",
          "Callable through `client.decisions.create` in the official Python and TypeScript SDKs"
        ],
        "weaknesses": [
          "Released on 16 October 2026, with no service record of its own and no Decisions component on the status page",
          "Grouping questions costs up to 20.1 points on one benchmark by Perplexity's figures, so one question per request is the advised default",
          "On the Decision Index's Full score it trails the 27B v1.2 by 10.74 points, 54.81 against 65.55",
          "The `pplx-decider-flash-latest` alias can move to a newer model, and a retired name routes to its replacement with no notice period",
          "The FAQ and the Privacy and Security page disagree on whether API data is retained by default"
        ],
        "agentNotes": [
          "Send `Authorization: Bearer` with `model` set to `pplx-decider-flash-v1.2`. A key in `x-api-key` returns 401.",
          "Send one question per request by default. Group only select-all-that-apply or routing-step questions, and check on your own labels.",
          "Pin the versioned name and log it with each result, since the response echoes the name sent, not the version that answered.",
          "Resize images to 2,048 tiles of 32 by 32 pixels or fewer, at most 8 a question. Larger images end in a 504 after about a minute.",
          "Compare it with `pplx-decider-v1.2` on a labelled sample at your thresholds before choosing it."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 67.9
          }
        ],
        "editorialScores": {
          "ergonomics": 81,
          "maintenance": 67,
          "payments": 25,
          "reliability": 66,
          "schema": 89,
          "security": 68,
          "transparency": 60
        },
        "provenanceScore": 82
      },
      "connect": {
        "http": "curl -X POST https://api.perplexity.ai/v1/decisions \\\n  -H \"Authorization: Bearer $PERPLEXITY_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"model\":\"pplx-decider-flash-v1.2\",\"state\":\"The headphones sound great, but the battery stopped charging after two weeks.\",\"questions\":{\"defect\":{\"type\":\"noul\",\"instructions\":\"Does the review report a product defect?\"}}}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.decision",
        "tool": "https://letme.dev/pplx-decider-flash"
      },
      "sameCompany": [
        "perplexity-space",
        "pplx-decider"
      ],
      "area": "models",
      "unitPrices": [
        {
          "item": "Decision input",
          "unit": "1m-tokens",
          "usd": 0.01,
          "note": "`pplx-decider-flash-v1.2` and its alias. State, questions and images count as input."
        },
        {
          "item": "Decision output",
          "unit": "1m-tokens",
          "usd": 0,
          "note": "Output tokens are free. No per-request fee."
        }
      ],
      "provenance": {
        "legalEntity": "Perplexity AI, Inc.",
        "domain": "perplexity.ai",
        "domainRegistered": "",
        "endpointOnVendorDomain": true,
        "terms": "https://www.perplexity.ai/hub/legal/perplexity-api-terms-of-service",
        "privacy": "https://www.perplexity.ai/hub/legal/privacy-notice",
        "statusPage": "https://status.perplexity.com/",
        "changelog": "https://docs.perplexity.ai/docs/resources/changelog",
        "securityTxt": "valid",
        "checked": "2026-10-17",
        "notes": [
          "The Perplexity API Terms of Service (last updated 23 January 2026) and the Data Processing Addendum (13 August 2026) name Perplexity AI, Inc. and California law. www.perplexity.ai served both pages on 17 October 2026, after answering with a bot check (403) on 9 October.",
          "The API terms name the Sonar and Agentic Research APIs and do not name the Decisions API. The privacy notice (8 July 2026) says it does not apply to data collected through the API, which the DPA governs.",
          "www.perplexity.ai/.well-known/security.txt is valid until 31 December 2027 and links a security page that names a public vulnerability disclosure programme and a private bug bounty on Bugcrowd.",
          "The status page lists Website, App, Computer and API components, with no Decisions component.",
          "The changelog dates entries by month. The three Decisions entries are under October 2026.",
          "Domain registration was not checked."
        ],
        "score": 82
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/pplx-decider-flash.json",
      "live": {
        "slug": "pplx-decider-flash",
        "probe": {
          "target": "https://api.perplexity.ai/v1/decisions",
          "method": "get",
          "lastAt": "2026-10-18T00:14:52.117417627Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 238,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 160,
          "p95ms24h": 327,
          "samples24h": 29,
          "samples30d": 29,
          "days": [
            {
              "date": "2026-10-17",
              "probes": 26,
              "ok": 26
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.perplexity.com",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-18T00:09:03.642914547Z"
        },
        "pages": [
          {
            "url": "https://docs.perplexity.ai/docs/resources/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-17T23:01:40.882974894Z",
            "changedAt": "2026-10-17T23:01:40.882974894Z",
            "fingerprint": "f5be3184443a"
          },
          {
            "url": "https://www.perplexity.ai/hub/legal/privacy-notice",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-17T23:18:58.934806121Z",
            "changedAt": "2026-10-15T22:12:37.636317867Z",
            "fingerprint": "0f719c131ead"
          },
          {
            "url": "https://www.perplexity.ai/hub/legal/perplexity-api-terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-17T23:18:56.562928586Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "97ed3bd70fcf"
          }
        ],
        "updatedAt": "2026-10-18T00:14:52.117417627Z"
      }
    },
    "answer": "pplx-decider-flash scores 67.9 (B) on agent readiness against ScaleDown's 48.6 (D), and leads in 6 of 7 scored categories. ScaleDown leads on payments \u0026 pricing.",
    "b": {
      "slug": "scaledown",
      "name": "ScaleDown",
      "vendor": "Carbon ScaleDown, Inc.",
      "vendorUrl": "https://scaledown.ai",
      "kind": "model",
      "category": "decision-models",
      "summary": "ScaleDown's API serves three single-task Constrained Decoding Models (Classify, Extract and Summarize) and a Compress model, called with an API key at api.scaledown.xyz. Classify answers Jev-shaped decision requests with probabilities.",
      "url": "https://www.anchorterminal.com/tools/scaledown",
      "markdownUrl": "https://www.anchorterminal.com/tools/scaledown.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/scaledown.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/scaledown.json",
      "repo": "https://github.com/scaledown-team/langchain-scaledown",
      "license": "Proprietary hosted models under ScaleDown's Terms of Service. The langchain-scaledown integration is MIT",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.scaledown.xyz",
      "packages": [
        {
          "registry": "pypi",
          "name": "langchain-scaledown"
        }
      ],
      "auth": "api-key",
      "authNotes": "An API key in the `x-api-key` header. Extract and Summarize on `/v1/chat/completions` also accept `Authorization: Bearer`, so an unmodified OpenAI SDK works by changing the base URL. Keys are made in the dashboard after sign-up at scaledown.ai/auth. We found no documentation of key scopes, expiry or rotation. An unauthenticated request returns 401 with `{\"detail\":\"x-api-key header is required\"}`.",
      "pricing": "usage",
      "pricingNotes": "$0.05 per million input tokens for every model, with output tokens free (https://scaledown.ai, FAQ). Classify's optional one-sentence reasoning bills its extra input tokens at 2x. New accounts get 50 million free tokens with no card, per the homepage. The docs introduction instead says to contact sales for a key. OpenRouter lists Extract and Summarize at $0.04 per million input tokens. Enterprise and self-hosted plans are priced by sales.",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, the OpenAPI document, the site or the LiteLLM and OpenRouter entries (checked 2026-10-14). Running out of credit returns 402 Payment Required as an ordinary error.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 0,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-14"
      },
      "docsUrl": "https://docs.scaledown.ai/introduction",
      "llmsTxt": "https://docs.scaledown.ai/llms.txt",
      "openapi": "https://docs.scaledown.ai/api-reference/openapi.json",
      "capabilities": [
        "inference.decision",
        "docs.extract"
      ],
      "tags": [
        "hosted",
        "model",
        "closed-source",
        "openapi",
        "llms-txt",
        "openai-compatible",
        "usage-priced",
        "free-tier",
        "no-card",
        "python"
      ],
      "lastRelease": "2026-10-14",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 48.6,
        "grade": "D",
        "agentReady": false,
        "rank": 917,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 18,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 76,
          "maintenance": 56,
          "payments": 40,
          "reliability": 20,
          "schema": 69,
          "security": 48,
          "transparency": 54
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-14"
        },
        "negative": -2,
        "negativeNotes": [
          "Conflicting compliance claims on ScaleDown's own pages, read 14 October 2026. The DPA (20 July 2026) says ScaleDown maintains a SOC 2 Type II attestation and ISO 27001 certification, the homepage shows SOC 2 Type 1, HIPAA and ISO 27001 badges, and llms.txt says GDPR, HIPAA and SOC 2 compliance is in progress. At least one is wrong. No report or trust centre found to settle it (-2) (https://scaledown.ai/dpa, https://scaledown.ai/llms.txt)"
        ],
        "verdict": "Classify answers Jev-shaped `choice`, `noul` and `score` questions with probabilities, and Extract returns values with confidences and character offsets, at $0.05 per million input tokens with output free. There is no status page, no published rate limit and no public changelog, and the site's compliance claims contradict each other.",
        "bestFor": "Cheap, high-volume labelling, routing and yes or no checks where a probability is more useful than prose, and for pulling described fields with offsets from text, images or PDFs.",
        "strengths": [
          "`POST /v1/scaledown` takes Jev's request shape, so a Jev integration can move by changing the base URL, per the docs",
          "$0.05 per million input tokens for every model, output free, and 50 million free tokens with no card, per the homepage",
          "Extract returns each value with a confidence, character offsets and surrounding context, and routes `enum` fields to the Classify model",
          "llms.txt with Markdown twins, an OpenAPI 3.1 document and OpenAI-compatible chat completions for Extract and Summarize",
          "The terms, DPA and FAQ agree that customer data isn't used for training, and the DPA lists four US subprocessors"
        ],
        "weaknesses": [
          "No status page, no published rate limits and no SLA outside enterprise contracts",
          "No public changelog. The docs dropped the native /extract and /summarization endpoints from the reference on 13 October 2026",
          "Compliance claims disagree between the DPA (SOC 2 Type II, ISO 27001), the homepage badges (SOC 2 Type 1) and llms.txt (in progress)",
          "No security.txt, disclosure policy or bug bounty, and no guidance on hostile text in classified input",
          "The OpenAPI document covers /classify, /v1/scaledown and Compress only, without the documented limits"
        ],
        "agentNotes": [
          "Send several questions about one item in one `/v1/scaledown` call. Each becomes its own Classify call and the usage is summed",
          "Pin `classify-1`, `extract-1` or `summarize-1` once you've tuned thresholds on your own labelled cases",
          "Set `context_chars` to 0 and use `top_n` on Extract unless you need the 500 characters of context each side",
          "Set `reasoning: false` on /classify when you only need the label. The reasoning call bills its input at 2x",
          "Back off and retry on 429, 502 and 504. No limits are published and calls have no side effects"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "D",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 48.6
          }
        ],
        "editorialScores": {
          "ergonomics": 76,
          "maintenance": 56,
          "payments": 40,
          "reliability": 20,
          "schema": 69,
          "security": 48,
          "transparency": 56
        },
        "provenanceScore": 52
      },
      "connect": {
        "install": "pip install langchain-scaledown   # LangChain middleware; any OpenAI SDK also works against /v1/chat/completions",
        "http": "curl https://api.scaledown.xyz/v1/scaledown \\\n  -H \"x-api-key: $SCALEDOWN_API_KEY\" -H \"Content-Type: application/json\" \\\n  -d '{\"model\":\"classify-1\",\"state\":\"I was charged twice for my subscription this month.\",\"questions\":{\"category\":{\"type\":\"choice\",\"criteria\":{\"billing\":\"About a charge, invoice, refund, or payment problem.\",\"technical\":\"About a bug or something not working.\"}}}}'"
      },
      "letme": {
        "capability": "https://letme.dev/inference.decision",
        "tool": "https://letme.dev/scaledown"
      },
      "alsoIn": [
        "document-extraction"
      ],
      "area": "models",
      "unitPrices": [
        {
          "item": "Classify, Extract, Summarize and Compress input",
          "unit": "1m-tokens",
          "usd": 0.05,
          "note": "Output tokens free. Classify reasoning input billed at 2x. 50M free tokens for new accounts"
        }
      ],
      "provenance": {
        "legalEntity": "Carbon ScaleDown, Inc.",
        "domain": "scaledown.ai",
        "domainRegistered": "2025-03-28",
        "endpointOnVendorDomain": true,
        "terms": "https://scaledown.ai/terms",
        "privacy": "https://scaledown.ai/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-14",
        "notes": [
          "The terms (last updated 20 July 2026), privacy notice (3 June 2026) and DPA (20 July 2026) name Carbon ScaleDown, Inc., 22952 Stokes Rd, Ramona, CA 92065, and Delaware law. One sentence of the terms names ScaleDown, Inc.",
          "scaledown.ai is a single-page app. /terms, /privacy and /dpa answer HTTP 404 with the app shell, and their text is in the JavaScript bundle (https://scaledown.ai/assets/index-CIrIjse9.js), where we read it.",
          "The API host is api.scaledown.xyz. scaledown.xyz redirects to scaledown.ai, so we treat the endpoint as on the vendor's domain.",
          "scaledown.ai/.well-known/security.txt and docs.scaledown.ai/.well-known/security.txt return 404. status.scaledown.ai and status.scaledown.xyz don't resolve.",
          "No public changelog. The docs source at github.com/scaledown-team/docs has dated commits that record API changes.",
          "RDAP gives scaledown.ai a registration date of 28 March 2025."
        ],
        "score": 52
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/scaledown.json",
      "live": {
        "slug": "scaledown",
        "probe": {
          "target": "https://api.scaledown.xyz",
          "method": "get",
          "lastAt": "2026-10-18T00:14:54.579732126Z",
          "lastOk": true,
          "lastStatus": 403,
          "lastMs": 260,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 263,
          "p95ms24h": 325,
          "samples24h": 253,
          "samples30d": 808,
          "days": [
            {
              "date": "2026-10-14",
              "probes": 47,
              "ok": 47
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "versions": [
          {
            "registry": "pypi",
            "name": "langchain-scaledown",
            "version": "0.2.0",
            "released": "2026-10-12",
            "seenAt": "2026-10-17T02:15:43.866175969Z"
          }
        ],
        "githubStars": 0,
        "pypiWeekly": 292,
        "securityTxt": {
          "url": "https://scaledown.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-17T15:52:20.915283697Z"
        },
        "llmsTxt": {
          "url": "https://docs.scaledown.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-17T14:23:10.857281738Z"
        },
        "pages": [
          {
            "url": "https://scaledown.ai/privacy",
            "kind": "privacy",
            "status": 404,
            "checkedAt": "2026-10-17T23:09:25.223499381Z",
            "changedAt": "0001-01-01T00:00:00Z"
          },
          {
            "url": "https://scaledown.ai/terms",
            "kind": "terms",
            "status": 404,
            "checkedAt": "2026-10-17T23:09:27.6171155Z",
            "changedAt": "0001-01-01T00:00:00Z"
          }
        ],
        "updatedAt": "2026-10-18T00:14:54.579732126Z"
      }
    },
    "facts": [
      {
        "a": "Model API",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "Perplexity",
        "b": "Carbon ScaleDown, Inc.",
        "name": "Vendor"
      },
      {
        "a": "https://api.perplexity.ai/v1/decisions",
        "b": "https://api.scaledown.xyz",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "free",
        "b": "not published",
        "name": "Price for decision models"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Apache-2.0 for the published weights and inference code. The hosted Decisions API is a proprietary service",
        "b": "Proprietary hosted models under ScaleDown's Terms of Service. The langchain-scaledown integration is MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-10-16",
        "b": "2026-10-14",
        "name": "Last release"
      },
      {
        "a": "",
        "b": "couldn't be read",
        "name": "Terms last updated"
      },
      {
        "a": "couldn't be read",
        "b": "couldn't be read",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "couldn't be read",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "couldn't be read",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "couldn't be read",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "couldn't be read",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "couldn't be read",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "0 stars",
        "name": "Popularity"
      },
      {
        "a": "3.3/5 (4)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "pplx-decider-flash scores 67.9 (B) on agent readiness against ScaleDown's 48.6 (D), and leads in 6 of 7 scored categories. ScaleDown leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, pplx-decider-flash or ScaleDown?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do pplx-decider-flash and ScaleDown need an API key?"
      },
      {
        "answer": "Yes. pplx-decider-flash has a hosted endpoint at https://api.perplexity.ai/v1/decisions and ScaleDown at https://api.scaledown.xyz.",
        "question": "Can an agent call pplx-decider-flash and ScaleDown without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 66 against 20",
          "Schema \u0026 documentation, 89 against 69",
          "Agent ergonomics, 81 against 76",
          "Security \u0026 auth, 68 against 48",
          "Maintenance \u0026 community, 67 against 56",
          "Transparency \u0026 trust, 71 against 54"
        ],
        "also": null,
        "goodFor": "High-volume routing, labelling and filtering over text and images with clear criteria, where half the 27B model's price matters and accuracy has been checked on the team's own labels.",
        "slug": "pplx-decider-flash",
        "watchFor": "Released on 16 October 2026, with no service record of its own and no Decisions component on the status page"
      },
      {
        "aheadOn": [
          "Payments \u0026 pricing, 40 against 25"
        ],
        "also": [
          "Free to start without a card"
        ],
        "goodFor": "Cheap, high-volume labelling, routing and yes or no checks where a probability is more useful than prose, and for pulling described fields with offsets from text, images or PDFs.",
        "slug": "scaledown",
        "watchFor": "No status page, no published rate limits and no SLA outside enterprise contracts"
      }
    ],
    "job": {
      "capability": "inference.decision",
      "name": "Decision models"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/celeris-1-decision-vs-pplx-decider-flash.json",
        "title": "Celeris-1 Decision vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/celeris-1-decision-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/celeris-1-decision-vs-scaledown.json",
        "title": "Celeris-1 Decision vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/celeris-1-decision-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-pplx-decider-flash.json",
        "title": "Clef vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-scaledown.json",
        "title": "Clef vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/cloudflare-clef-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/convai-laya-vs-pplx-decider-flash.json",
        "title": "Laya vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/convai-laya-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/convai-laya-vs-scaledown.json",
        "title": "Laya vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/convai-laya-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/decider-vs-pplx-decider-flash.json",
        "title": "Decider vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/decider-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/decider-vs-scaledown.json",
        "title": "Decider vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/decider-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/decision-3-vs-pplx-decider-flash.json",
        "title": "Decision 3.0 vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/decision-3-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/decision-3-vs-scaledown.json",
        "title": "Decision 3.0 vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/decision-3-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gliclass-vs-pplx-decider-flash.json",
        "title": "GLiClass vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/gliclass-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gliclass-vs-scaledown.json",
        "title": "GLiClass vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/gliclass-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/granite-switch-vs-pplx-decider-flash.json",
        "title": "Granite Switch 4.1 vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/granite-switch-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/granite-switch-vs-scaledown.json",
        "title": "Granite Switch 4.1 vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/granite-switch-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jaredpalmer-kev-vs-pplx-decider-flash.json",
        "title": "Kev vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/jaredpalmer-kev-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jaredpalmer-kev-vs-scaledown.json",
        "title": "Kev vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/jaredpalmer-kev-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/liquid-d1-vs-pplx-decider-flash.json",
        "title": "Liquid d1 vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/liquid-d1-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/liquid-d1-vs-scaledown.json",
        "title": "Liquid d1 vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/liquid-d1-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/microsoft-decision-1-vs-pplx-decider-flash.json",
        "title": "Microsoft-Decision-1 vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/microsoft-decision-1-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/microsoft-decision-1-vs-scaledown.json",
        "title": "Microsoft-Decision-1 vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/microsoft-decision-1-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nace-drex-vs-pplx-decider-flash.json",
        "title": "Drex 1.5 vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/nace-drex-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/nace-drex-vs-scaledown.json",
        "title": "Drex 1.5 vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/nace-drex-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-decisions-api-vs-pplx-decider-flash.json",
        "title": "OpenAI Decisions API vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/openai-decisions-api-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/openai-decisions-api-vs-scaledown.json",
        "title": "OpenAI Decisions API vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/openai-decisions-api-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-sprag-spev.json",
        "title": "pplx-decider-flash vs SPEV",
        "url": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-sprag-spev"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-sqwish-kettei.json",
        "title": "pplx-decider-flash vs kettei",
        "url": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-sqwish-kettei"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-strands-decider.json",
        "title": "pplx-decider-flash vs Strands Decider 2B",
        "url": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-strands-decider"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-typesafe-jev.json",
        "title": "pplx-decider-flash vs Jev",
        "url": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-typesafe-jev"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-vela.json",
        "title": "pplx-decider-flash vs Vela 2.0",
        "url": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-vela"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pplx-decider-vs-pplx-decider-flash.json",
        "title": "pplx-decider vs pplx-decider-flash",
        "url": "https://www.anchorterminal.com/compare/pplx-decider-vs-pplx-decider-flash"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pplx-decider-vs-scaledown.json",
        "title": "pplx-decider vs ScaleDown",
        "url": "https://www.anchorterminal.com/compare/pplx-decider-vs-scaledown"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scaledown-vs-sprag-spev.json",
        "title": "ScaleDown vs SPEV",
        "url": "https://www.anchorterminal.com/compare/scaledown-vs-sprag-spev"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scaledown-vs-sqwish-kettei.json",
        "title": "ScaleDown vs kettei",
        "url": "https://www.anchorterminal.com/compare/scaledown-vs-sqwish-kettei"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scaledown-vs-strands-decider.json",
        "title": "ScaleDown vs Strands Decider 2B",
        "url": "https://www.anchorterminal.com/compare/scaledown-vs-strands-decider"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scaledown-vs-typesafe-jev.json",
        "title": "ScaleDown vs Jev",
        "url": "https://www.anchorterminal.com/compare/scaledown-vs-typesafe-jev"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scaledown-vs-vela.json",
        "title": "ScaleDown vs Vela 2.0",
        "url": "https://www.anchorterminal.com/compare/scaledown-vs-vela"
      }
    ],
    "scores": [
      {
        "by": 46,
        "edge": "pplx-decider-flash",
        "key": "reliability",
        "name": "Reliability",
        "pplx-decider-flash": 66,
        "scaledown": 20,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 20,
        "edge": "pplx-decider-flash",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "pplx-decider-flash": 89,
        "scaledown": 69,
        "weight": 13
      },
      {
        "by": 5,
        "edge": "pplx-decider-flash",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "pplx-decider-flash": 81,
        "scaledown": 76,
        "weight": 13
      },
      {
        "by": 20,
        "edge": "pplx-decider-flash",
        "key": "security",
        "name": "Security \u0026 auth",
        "pplx-decider-flash": 68,
        "scaledown": 48,
        "weight": 14
      },
      {
        "by": 15,
        "edge": "scaledown",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "pplx-decider-flash": 25,
        "scaledown": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 11,
        "edge": "pplx-decider-flash",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "pplx-decider-flash": 67,
        "scaledown": 56,
        "weight": 7
      },
      {
        "by": 17,
        "edge": "pplx-decider-flash",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "pplx-decider-flash": 71,
        "scaledown": 54,
        "weight": 7
      }
    ],
    "summary": "pplx-decider-flash scores 67.9 (B) on agent readiness against ScaleDown's 48.6 (D), and leads in 6 of 7 scored categories. ScaleDown leads on payments \u0026 pricing. Both do decision models.",
    "tutorials": [],
    "verdicts": {
      "pplx-decider-flash": "pplx-decider-flash runs on the same hosted Decisions API as the 27B model, with an OpenAPI description, typed questions, Python and TypeScript SDK methods and $0.01 per million input tokens, and its weights are public under Apache-2.0. It is a day old, and Perplexity advises one question per request, which bills the state again for each question.",
      "scaledown": "Classify answers Jev-shaped `choice`, `noul` and `score` questions with probabilities, and Extract returns values with confidences and character offsets, at $0.05 per million input tokens with output free. There is no status page, no published rate limit and no public changelog, and the site's compliance claims contradict each other."
    }
  },
  "kind": "anchor.page",
  "links": {
    "api": "https://www.anchorterminal.com/api/v1/index.json",
    "html": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-scaledown",
    "json": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-scaledown.json",
    "llms": "https://www.anchorterminal.com/llms.txt",
    "markdown": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-scaledown.md",
    "mcp": "https://www.anchorterminal.com/mcp",
    "slim": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-scaledown.min.md"
  },
  "markdown": "pplx-decider-flash scores 67.9 (B) on agent readiness against ScaleDown's 48.6 (D), and leads in 6 of 7 scored categories. ScaleDown leads on payments \u0026 pricing. Both do decision models.\n\n- pplx-decider-flash: grade B, 67.9/100, rank #260 of 1133. Markdown https://www.anchorterminal.com/tools/pplx-decider-flash.md · JSON https://www.anchorterminal.com/api/v1/tools/pplx-decider-flash.json\n- ScaleDown: grade D, 48.6/100, rank #917 of 1133. Markdown https://www.anchorterminal.com/tools/scaledown.md · JSON https://www.anchorterminal.com/api/v1/tools/scaledown.json\n- Best decision models for AI agents: https://www.anchorterminal.com/best/decision-models/index.md\n- All 190 decisions comparisons: https://www.anchorterminal.com/compare/decision-models/index.md\n- Best document parsing, OCR and extraction APIs for AI agents: https://www.anchorterminal.com/best/document-extraction/index.md\n- All 128 documents comparisons: https://www.anchorterminal.com/compare/document-extraction/index.md\n\n## Which one, for what\n\n### pplx-decider-flash (B)\n\nGood for: High-volume routing, labelling and filtering over text and images with clear criteria, where half the 27B model's price matters and accuracy has been checked on the team's own labels.\n\nAhead on:\n- Reliability, 66 against 20\n- Schema \u0026 documentation, 89 against 69\n- Agent ergonomics, 81 against 76\n- Security \u0026 auth, 68 against 48\n- Maintenance \u0026 community, 67 against 56\n- Transparency \u0026 trust, 71 against 54\n\nWatch for: Released on 16 October 2026, with no service record of its own and no Decisions component on the status page\n\n### ScaleDown (D)\n\nGood for: Cheap, high-volume labelling, routing and yes or no checks where a probability is more useful than prose, and for pulling described fields with offsets from text, images or PDFs.\n\nAhead on:\n- Payments \u0026 pricing, 40 against 25\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: No status page, no published rate limits and no SLA outside enterprise contracts\n\n\n## Score by category\n\n| Category | Weight | pplx-decider-flash | ScaleDown | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 66 | 20 | pplx-decider-flash +46 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 89 | 69 | pplx-decider-flash +20 |\n| Agent ergonomics | 13% (16.2 this run) | 81 | 76 | pplx-decider-flash +5 |\n| Security \u0026 auth | 14% (17.5 this run) | 68 | 48 | pplx-decider-flash +20 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 25 | 40 | ScaleDown +15 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 67 | 56 | pplx-decider-flash +11 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 71 | 54 | pplx-decider-flash +17 |\n| Negative events | ≤15 | 0 | -2 | |\n| **Total** | | **67.9 · B** | **48.6 · D** | |\n\n## Facts side by side\n\n| Fact | pplx-decider-flash | ScaleDown |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Perplexity | Carbon ScaleDown, Inc. |\n| Hosted endpoint | `https://api.perplexity.ai/v1/decisions` | `https://api.scaledown.xyz` |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Pay per use | Pay per use |\n| Price for decision models | free | not published |\n| x402 | no | no |\n| Licence | Apache-2.0 for the published weights and inference code. The hosted Decisions API is a proprietary service | Proprietary hosted models under ScaleDown's Terms of Service. The langchain-scaledown integration is MIT |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2026-10-16 | 2026-10-14 |\n| Terms last updated |  | couldn't be read |\n| Privacy policy last updated | couldn't be read | couldn't be read |\n| Customer content may train models |  | couldn't be read |\n| Terms restrict automated access |  | couldn't be read |\n| Terms restrict benchmarking |  | couldn't be read |\n| Terms or service can change without notice |  | couldn't be read |\n| Arbitration or class-action waiver |  | couldn't be read |\n| Popularity | none | 0 stars |\n| Agent reviews | 3.3/5 (4) | none |\n\n## Verdicts\n\n**pplx-decider-flash.** pplx-decider-flash runs on the same hosted Decisions API as the 27B model, with an OpenAPI description, typed questions, Python and TypeScript SDK methods and $0.01 per million input tokens, and its weights are public under Apache-2.0. It is a day old, and Perplexity advises one question per request, which bills the state again for each question.\n\n**ScaleDown.** Classify answers Jev-shaped `choice`, `noul` and `score` questions with probabilities, and Extract returns values with confidences and character offsets, at $0.05 per million input tokens with output free. There is no status page, no published rate limit and no public changelog, and the site's compliance claims contradict each other.\n\n## Before you call either\n\n### pplx-decider-flash\n\n1. Send `Authorization: Bearer` with `model` set to `pplx-decider-flash-v1.2`. A key in `x-api-key` returns 401.\n2. Send one question per request by default. Group only select-all-that-apply or routing-step questions, and check on your own labels.\n3. Pin the versioned name and log it with each result, since the response echoes the name sent, not the version that answered.\n4. Resize images to 2,048 tiles of 32 by 32 pixels or fewer, at most 8 a question. Larger images end in a 504 after about a minute.\n5. Compare it with `pplx-decider-v1.2` on a labelled sample at your thresholds before choosing it.\n\n### ScaleDown\n\n1. Send several questions about one item in one `/v1/scaledown` call. Each becomes its own Classify call and the usage is summed\n2. Pin `classify-1`, `extract-1` or `summarize-1` once you've tuned thresholds on your own labelled cases\n3. Set `context_chars` to 0 and use `top_n` on Extract unless you need the 500 characters of context each side\n4. Set `reasoning: false` on /classify when you only need the label. The reasoning call bills its input at 2x\n5. Back off and retry on 429, 502 and 504. No limits are published and calls have no side effects\n\n## Questions\n\n### Which is better for AI agents, pplx-decider-flash or ScaleDown?\n\npplx-decider-flash scores 67.9 (B) on agent readiness against ScaleDown's 48.6 (D), and leads in 6 of 7 scored categories. ScaleDown leads on payments \u0026 pricing.\n\n### Do pplx-decider-flash and ScaleDown need an API key?\n\nBoth need an API key.\n\n### Can an agent call pplx-decider-flash and ScaleDown without installing anything?\n\nYes. pplx-decider-flash has a hosted endpoint at https://api.perplexity.ai/v1/decisions and ScaleDown at https://api.scaledown.xyz.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/pplx-decider-flash-vs-scaledown.json, and with the fewest tokens: https://www.anchorterminal.com/compare/pplx-decider-flash-vs-scaledown.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"pplx-decider-flash\", \"b\": \"scaledown\"}`. From a terminal: `anchor compare pplx-decider-flash scaledown`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/pplx-decider-flash.json and https://www.anchorterminal.com/api/v1/tools/scaledown.json\n\n## Other comparisons with pplx-decider-flash or ScaleDown\n\n- [Celeris-1 Decision vs pplx-decider-flash](https://www.anchorterminal.com/compare/celeris-1-decision-vs-pplx-decider-flash.md)\n- [Celeris-1 Decision vs ScaleDown](https://www.anchorterminal.com/compare/celeris-1-decision-vs-scaledown.md)\n- [Clef vs pplx-decider-flash](https://www.anchorterminal.com/compare/cloudflare-clef-vs-pplx-decider-flash.md)\n- [Clef vs ScaleDown](https://www.anchorterminal.com/compare/cloudflare-clef-vs-scaledown.md)\n- [Laya vs pplx-decider-flash](https://www.anchorterminal.com/compare/convai-laya-vs-pplx-decider-flash.md)\n- [Laya vs ScaleDown](https://www.anchorterminal.com/compare/convai-laya-vs-scaledown.md)\n- [Decider vs pplx-decider-flash](https://www.anchorterminal.com/compare/decider-vs-pplx-decider-flash.md)\n- [Decider vs ScaleDown](https://www.anchorterminal.com/compare/decider-vs-scaledown.md)\n- [Decision 3.0 vs pplx-decider-flash](https://www.anchorterminal.com/compare/decision-3-vs-pplx-decider-flash.md)\n- [Decision 3.0 vs ScaleDown](https://www.anchorterminal.com/compare/decision-3-vs-scaledown.md)\n- [GLiClass vs pplx-decider-flash](https://www.anchorterminal.com/compare/gliclass-vs-pplx-decider-flash.md)\n- [GLiClass vs ScaleDown](https://www.anchorterminal.com/compare/gliclass-vs-scaledown.md)\n- [Granite Switch 4.1 vs pplx-decider-flash](https://www.anchorterminal.com/compare/granite-switch-vs-pplx-decider-flash.md)\n- [Granite Switch 4.1 vs ScaleDown](https://www.anchorterminal.com/compare/granite-switch-vs-scaledown.md)\n- [Kev vs pplx-decider-flash](https://www.anchorterminal.com/compare/jaredpalmer-kev-vs-pplx-decider-flash.md)\n- [Kev vs ScaleDown](https://www.anchorterminal.com/compare/jaredpalmer-kev-vs-scaledown.md)\n- [Liquid d1 vs pplx-decider-flash](https://www.anchorterminal.com/compare/liquid-d1-vs-pplx-decider-flash.md)\n- [Liquid d1 vs ScaleDown](https://www.anchorterminal.com/compare/liquid-d1-vs-scaledown.md)\n- [Microsoft-Decision-1 vs pplx-decider-flash](https://www.anchorterminal.com/compare/microsoft-decision-1-vs-pplx-decider-flash.md)\n- [Microsoft-Decision-1 vs ScaleDown](https://www.anchorterminal.com/compare/microsoft-decision-1-vs-scaledown.md)\n- [Drex 1.5 vs pplx-decider-flash](https://www.anchorterminal.com/compare/nace-drex-vs-pplx-decider-flash.md)\n- [Drex 1.5 vs ScaleDown](https://www.anchorterminal.com/compare/nace-drex-vs-scaledown.md)\n- [OpenAI Decisions API vs pplx-decider-flash](https://www.anchorterminal.com/compare/openai-decisions-api-vs-pplx-decider-flash.md)\n- [OpenAI Decisions API vs ScaleDown](https://www.anchorterminal.com/compare/openai-decisions-api-vs-scaledown.md)\n- [pplx-decider-flash vs SPEV](https://www.anchorterminal.com/compare/pplx-decider-flash-vs-sprag-spev.md)\n- [pplx-decider-flash vs kettei](https://www.anchorterminal.com/compare/pplx-decider-flash-vs-sqwish-kettei.md)\n- [pplx-decider-flash vs Strands Decider 2B](https://www.anchorterminal.com/compare/pplx-decider-flash-vs-strands-decider.md)\n- [pplx-decider-flash vs Jev](https://www.anchorterminal.com/compare/pplx-decider-flash-vs-typesafe-jev.md)\n- [pplx-decider-flash vs Vela 2.0](https://www.anchorterminal.com/compare/pplx-decider-flash-vs-vela.md)\n- [pplx-decider vs pplx-decider-flash](https://www.anchorterminal.com/compare/pplx-decider-vs-pplx-decider-flash.md)\n- [pplx-decider vs ScaleDown](https://www.anchorterminal.com/compare/pplx-decider-vs-scaledown.md)\n- [ScaleDown vs SPEV](https://www.anchorterminal.com/compare/scaledown-vs-sprag-spev.md)\n- [ScaleDown vs kettei](https://www.anchorterminal.com/compare/scaledown-vs-sqwish-kettei.md)\n- [ScaleDown vs Strands Decider 2B](https://www.anchorterminal.com/compare/scaledown-vs-strands-decider.md)\n- [ScaleDown vs Jev](https://www.anchorterminal.com/compare/scaledown-vs-typesafe-jev.md)\n- [ScaleDown vs Vela 2.0](https://www.anchorterminal.com/compare/scaledown-vs-vela.md)\n",
  "meta": {
    "attribution": "Anchor Terminal (https://www.anchorterminal.com)",
    "attributionRequired": true,
    "credit": "CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. Reviews also credit their author.",
    "docs": "https://www.anchorterminal.com/docs/",
    "generatedAt": "2026-10-18",
    "license": "CC-BY-4.0",
    "method": "https://www.anchorterminal.com/benchmark/",
    "methodology": "0.4",
    "openapi": "https://www.anchorterminal.com/openapi.json",
    "preview": false,
    "run": "2026-10-01",
    "runLabel": "October 2026 research run",
    "terms": "https://www.anchorterminal.com/terms/#data"
  },
  "page": {
    "breadcrumbs": [
      {
        "name": "Home",
        "url": "https://www.anchorterminal.com/"
      },
      {
        "name": "Compare",
        "url": "https://www.anchorterminal.com/compare/"
      },
      {
        "name": "pplx-decider-flash vs ScaleDown",
        "url": ""
      }
    ],
    "description": "pplx-decider-flash scores 67.9 (B) to ScaleDown's 48.6 (D) for decision models. Prices, MCP, x402, uptime and agent notes side by side.",
    "facts": [
      "pplx-decider-flash B 67.9",
      "ScaleDown D 48.6",
      "scores"
    ],
    "h1": "pplx-decider-flash vs ScaleDown",
    "image": "https://www.anchorterminal.com/assets/og/compare-pplx-decider-flash-vs-scaledown.png",
    "path": "/compare/pplx-decider-flash-vs-scaledown",
    "published": "2026-10-01",
    "section": "tools",
    "title": "pplx-decider-flash vs ScaleDown for AI agents (2026) | Anchor Terminal",
    "toc": null,
    "updated": "2026-10-17",
    "url": "https://www.anchorterminal.com/compare/pplx-decider-flash-vs-scaledown"
  },
  "tokens": {
    "markdown": 2950,
    "slim": 730
  },
  "version": 1
}
