{
  "meta": {
    "attribution": "Anchor Terminal (https://www.anchorterminal.com)",
    "docs": "https://www.anchorterminal.com/docs/",
    "generatedAt": "2026-10-09",
    "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"
  },
  "tool": {
    "slug": "celeris-1-decision",
    "name": "Celeris-1 Decision",
    "vendor": "Celeris (Marqo Inc)",
    "vendorUrl": "https://celeris.ai",
    "kind": "model",
    "category": "decision-models",
    "summary": "Celeris-1 Decision is a hosted multimodal diffusion model from Celeris, a Marqo Inc research lab. Its HTTP API answers typed questions about text, structured data and images with probabilities and optional explanations.",
    "url": "https://www.anchorterminal.com/tools/celeris-1-decision",
    "markdownUrl": "https://www.anchorterminal.com/tools/celeris-1-decision.md",
    "slimMarkdownUrl": "https://www.anchorterminal.com/tools/celeris-1-decision.min.md",
    "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/celeris-1-decision.json",
    "license": "Proprietary hosted model under Celeris terms of service",
    "transports": [
      "http"
    ],
    "remoteUrl": "https://inference.celeris.ai/celeris-1-decision/v1/systemone",
    "packages": [],
    "auth": "api-key",
    "authNotes": "Bearer ck_ API key from an activated workspace. Signup, a payment method and prepaid credit are required. Keys can be created, rotated and revoked in the console; changes can take one minute. Keys share workspace credit, with no per-key limits. Activation is usually immediate but can queue when capacity is full.",
    "pricing": "usage",
    "pricingNotes": "$0.04 per million input tokens, including cached input, with output tokens free. Images and request overhead count as input. Card-funded purchases start at $5 and credit expires after 30 days. No card-free tier was found. Requests still processing after disconnection may be charged. Executed order forms can override self-service terms.",
    "priceSummary": "Pay per use",
    "where": "hosted",
    "x402": {
      "level": "no",
      "evidence": "No x402, MPP or L402 interface found in the reviewed pricing and API documentation on 9 October 2026. HTTP 402 means exhausted prepaid credit.",
      "endpoints": []
    },
    "toolCount": null,
    "popularity": {
      "githubStars": null,
      "npmWeekly": null,
      "pypiWeekly": null,
      "asOf": "2026-10-09"
    },
    "docsUrl": "https://docs.celeris.ai/decisions",
    "llmsTxt": "https://docs.celeris.ai/llms.txt",
    "capabilities": [
      "inference.decision"
    ],
    "tags": [
      "hosted",
      "model",
      "closed-source",
      "multimodal",
      "llms-txt",
      "usage-priced",
      "status-page",
      "beta"
    ],
    "lastRelease": "2026-10-08",
    "graded": true,
    "anchor": {
      "graded": true,
      "score": 49.3,
      "grade": "D",
      "agentReady": false,
      "rank": 708,
      "ranked": true,
      "rankOf": 842,
      "categoryRank": 10,
      "methodology": "0.4",
      "run": "2026-10-01",
      "scores": {
        "ergonomics": 80,
        "maintenance": 40,
        "payments": 20,
        "reliability": 40,
        "schema": 60,
        "security": 45,
        "transparency": 53
      },
      "pending": [
        "performance",
        "tasks"
      ],
      "breakdown": [
        {
          "key": "reliability",
          "name": "Reliability",
          "weight": 16,
          "effectiveWeight": 20,
          "score": 40,
          "points": 8,
          "reason": "Component status and incident history earn 20. Only one day of history is possible for this model, so incident evidence earns 5, not a clean 90-day award. Documented 429 and backoff earn 15. Numeric request rates were not found (0). Enterprise SLA marketing gives no public commitment (0). Early-access terms prevent a general-availability award (0). The August Celeris-1 outage is a different model."
        },
        {
          "key": "performance",
          "name": "Performance",
          "weight": 10,
          "effectiveWeight": 0,
          "pending": true,
          "points": 0,
          "reason": "Pending. Latency is measured per call by our probes, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until the first probe window closes."
        },
        {
          "key": "schema",
          "name": "Schema \u0026 documentation",
          "weight": 13,
          "effectiveWeight": 16.25,
          "score": 60,
          "points": 9.75,
          "reason": "No public machine-readable decision contract found (0). Markdown and llms.txt earn 10. Purpose and limitations earn 20, typed question variants and explicit limits 15, and examples and errors 15. Versioned paths alone do not establish a public changelog (0). Total 60."
        },
        {
          "key": "ergonomics",
          "name": "Agent ergonomics",
          "weight": 13,
          "effectiveWeight": 16.25,
          "score": 80,
          "points": 13,
          "reason": "Compact probability answers earn 25. Multiple questions, bounded options and image controls earn 15 of 20; no exact token window or decision output-budget control was found. Actionable errors earn 20. Retry guidance earns 10 of 20 because duplicate inference can be billed and no idempotency contract was found. Simple required fields and documented compatible Python clients earn 10 of 15; no Celeris-owned decision SDKs in two languages found. Total 80."
        },
        {
          "key": "security",
          "name": "Security \u0026 auth",
          "weight": 14,
          "effectiveWeight": 17.5,
          "score": 45,
          "points": 7.88,
          "reason": "Revocable bearer keys earn 20. Workspace isolation earns 10 of 20 for least privilege, but no scoped inference permissions or per-key limits were found. No decision-specific prompt-injection mitigation found (0). Usage records and trace IDs earn 15. SOC 2 appears in enterprise marketing without a reviewed report or trust evidence, so no security-programme award (0). Total 45."
        },
        {
          "key": "payments",
          "name": "Payments \u0026 pricing",
          "weight": 10,
          "effectiveWeight": 12.5,
          "score": 20,
          "points": 2.5,
          "reason": "Public per-token prices earn 20. No machine-payment protocol found (0). Card-funded activation and credit purchases prevent a card-free trial award (0). Browser signup and activation prevent autonomous onboarding credit (0). Total 20."
        },
        {
          "key": "tasks",
          "name": "Task success",
          "weight": 10,
          "effectiveWeight": 0,
          "pending": true,
          "points": 0,
          "reason": "Pending. Task success needs the category task suites run through each tool, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until then. A data provider's data-quality score is published on its listing now and becomes half of this category when it's scored."
        },
        {
          "key": "maintenance",
          "name": "Maintenance \u0026 community",
          "weight": 7,
          "effectiveWeight": 8.75,
          "score": 40,
          "points": 3.5,
          "reason": "The dated 8 October decision-model launch earns 30. No decision-model deprecation notice period or release history found (0). A support email is published but public response evidence was not found (0). Documented current client compatibility earns 10 of 15, not an award for Celeris-owned SDK maintenance. No owned decision package CI found (0). Total 40."
        },
        {
          "key": "transparency",
          "name": "Transparency \u0026 trust",
          "weight": 7,
          "effectiveWeight": 8.75,
          "score": 53,
          "points": 4.64,
          "note": "editorial 45, provenance 61",
          "reason": "Closed model with service terms earns 15. Privacy and security statements explain processing and 90-day usage records, but not prompt retention or a training exclusion, earning 15 of 30. No dated deprecation policy found (0). Named subprocessors and regional-routing disclosure earn 15 of 20; a decision-specific residency guarantee was not found. Total 45."
        }
      ],
      "assessment": {
        "date": "2026-10-09",
        "basis": "public evidence",
        "confidence": "medium",
        "notes": {
          "ergonomics": "Compact probability answers earn 25. Multiple questions, bounded options and image controls earn 15 of 20; no exact token window or decision output-budget control was found. Actionable errors earn 20. Retry guidance earns 10 of 20 because duplicate inference can be billed and no idempotency contract was found. Simple required fields and documented compatible Python clients earn 10 of 15; no Celeris-owned decision SDKs in two languages found. Total 80.",
          "maintenance": "The dated 8 October decision-model launch earns 30. No decision-model deprecation notice period or release history found (0). A support email is published but public response evidence was not found (0). Documented current client compatibility earns 10 of 15, not an award for Celeris-owned SDK maintenance. No owned decision package CI found (0). Total 40.",
          "payments": "Public per-token prices earn 20. No machine-payment protocol found (0). Card-funded activation and credit purchases prevent a card-free trial award (0). Browser signup and activation prevent autonomous onboarding credit (0). Total 20.",
          "reliability": "Component status and incident history earn 20. Only one day of history is possible for this model, so incident evidence earns 5, not a clean 90-day award. Documented 429 and backoff earn 15. Numeric request rates were not found (0). Enterprise SLA marketing gives no public commitment (0). Early-access terms prevent a general-availability award (0). The August Celeris-1 outage is a different model.",
          "schema": "No public machine-readable decision contract found (0). Markdown and llms.txt earn 10. Purpose and limitations earn 20, typed question variants and explicit limits 15, and examples and errors 15. Versioned paths alone do not establish a public changelog (0). Total 60.",
          "security": "Revocable bearer keys earn 20. Workspace isolation earns 10 of 20 for least privilege, but no scoped inference permissions or per-key limits were found. No decision-specific prompt-injection mitigation found (0). Usage records and trace IDs earn 15. SOC 2 appears in enterprise marketing without a reviewed report or trust evidence, so no security-programme award (0). Total 45.",
          "transparency": "Closed model with service terms earns 15. Privacy and security statements explain processing and 90-day usage records, but not prompt retention or a training exclusion, earning 15 of 30. No dated deprecation policy found (0). Named subprocessors and regional-routing disclosure earn 15 of 20; a decision-specific residency guarantee was not found. Total 45."
        },
        "sources": [
          {
            "what": "Decision API formats, limits and examples",
            "url": "https://docs.celeris.ai/decisions",
            "seen": "2026-10-09"
          },
          {
            "what": "Decision API Markdown, fetched directly",
            "url": "https://docs.celeris.ai/decisions.md",
            "seen": "2026-10-09"
          },
          {
            "what": "Model routing and endpoint exclusions",
            "url": "https://docs.celeris.ai/models",
            "seen": "2026-10-09"
          },
          {
            "what": "Token prices and credit expiry",
            "url": "https://docs.celeris.ai/pricing",
            "seen": "2026-10-09"
          },
          {
            "what": "Workspace activation",
            "url": "https://docs.celeris.ai/quickstart",
            "seen": "2026-10-09"
          },
          {
            "what": "Capacity-dependent activation queue",
            "url": "https://docs.celeris.ai/waitlist",
            "seen": "2026-10-09"
          },
          {
            "what": "Key ownership and rotation",
            "url": "https://docs.celeris.ai/authentication",
            "seen": "2026-10-09"
          },
          {
            "what": "Retention and request visibility",
            "url": "https://docs.celeris.ai/security",
            "seen": "2026-10-09"
          },
          {
            "what": "Rate-limit scope and retries",
            "url": "https://docs.celeris.ai/rate-limits",
            "seen": "2026-10-09"
          },
          {
            "what": "Error codes and billing",
            "url": "https://docs.celeris.ai/errors.md",
            "seen": "2026-10-09"
          },
          {
            "what": "Agent documentation index",
            "url": "https://docs.celeris.ai/llms.txt",
            "seen": "2026-10-09"
          },
          {
            "what": "Launch and vendor benchmark methodology",
            "url": "https://celeris.ai/celeris-1-decision",
            "seen": "2026-10-09"
          },
          {
            "what": "Service components",
            "url": "https://status.celeris.ai/",
            "seen": "2026-10-09"
          },
          {
            "what": "Incident history",
            "url": "https://status.celeris.ai/history/",
            "seen": "2026-10-09"
          },
          {
            "what": "Earlier Celeris-1 outage",
            "url": "https://status.celeris.ai/incidents/incident-20260824-d1538d9e31b2fcfa/",
            "seen": "2026-10-09"
          },
          {
            "what": "Service terms and legal entity",
            "url": "https://celeris.ai/terms",
            "seen": "2026-10-09"
          },
          {
            "what": "Privacy and subprocessors",
            "url": "https://celeris.ai/privacy",
            "seen": "2026-10-09"
          },
          {
            "what": "Enterprise security and SLA marketing",
            "url": "https://celeris.ai/pricing",
            "seen": "2026-10-09"
          }
        ],
        "openQuestions": [
          "We did not run authenticated inference or reproduce the vendor benchmark.",
          "What are the exact decision-model context window and sustained request-rate limits?",
          "What are prompt and response retention periods, training defaults and available data-residency commitments?",
          "Launch copy says keys are live immediately, but activation documentation still describes a capacity queue.",
          "The well-known security.txt and docs OpenAPI JSON addresses returned 404; no alternative public machine-readable decision contract was found.",
          "No independent security certification evidence or public SLA terms were reviewed."
        ]
      },
      "negative": 0,
      "verdict": "Typed probabilities, image inputs and optional explanations suit routing and classification inside an agent. Both System One and OpenAI Decisions request formats are documented. The service remains early access under its terms, activation can queue, and prepaid credit expires after 30 days. The published accuracy and latency figures are Celeris measurements, not Anchor Terminal tests.",
      "bestFor": "Multimodal classification, routing and bounded decisions with probabilities and optional explanations",
      "strengths": [
        "Typed binary, choice and score answers, with multiple questions about one state per request",
        "Text, JSON and images through System One, with optional explanations",
        "Decision inputs cost $0.04 per million tokens and outputs are free",
        "Markdown documentation, error recovery guidance and revocable workspace keys"
      ],
      "weaknesses": [
        "Early-access terms and capacity-dependent workspace activation",
        "Prepaid credit expires after 30 days, with a $5 minimum card purchase",
        "No numeric request-rate guarantee or decision-model context window found",
        "No explicit API training exclusion or prompt-retention period found in the reviewed policies",
        "Closed weights and no fine-tuning in this release"
      ],
      "agentNotes": [
        "Use the decision model path and matching model field. This model has no chat, Responses or models endpoint.",
        "Use at most 512 questions per request, or 64 with explanations. Both endpoints reject streaming.",
        "Preserve x_celeris in a custom Jev SDK response model when reading explanations. The default response type drops it.",
        "Retry 429 with Retry-After and backoff. Stop on 402 until workspace credit is replenished.",
        "Read usage.input_tokens for cost, including images and request overhead. Track credit expiry separately from token consumption."
      ],
      "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": 49.3
        }
      ],
      "editorialScores": {
        "ergonomics": 80,
        "maintenance": 40,
        "payments": 20,
        "reliability": 40,
        "schema": 60,
        "security": 45,
        "transparency": 45
      },
      "provenanceScore": 61
    },
    "connect": {
      "http": "curl https://inference.celeris.ai/celeris-1-decision/v1/systemone \\\n  -H \"Authorization: Bearer $CELERIS_API_KEY\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"model\":\"celeris-1-decision\",\"state\":\"The customer requests a refund for a duplicate charge.\",\"questions\":{\"refund\":{\"type\":\"noul\",\"instructions\":\"The customer is asking for a refund.\"}},\"x_celeris\":{\"explain\":true}}'"
    },
    "letme": {
      "capability": "https://letme.dev/inference.decision",
      "tool": "https://letme.dev/celeris-1-decision"
    },
    "notable": [
      "Celeris reports 80.0 per cent accuracy over 22 jev-bench datasets and 3,210 items, against 73.1 per cent for Jev 1.13.0, a 6.9 percentage-point difference. The other comparisons are Perplexity pplx-decider-v1.1-27b, Inception Mercury Decide and OpenAI gpt-6-luna (https://celeris.ai/celeris-1-decision).",
      "The vendor reports median end-to-end latency of 67 ms for one question and 81 ms for fifty, measured from AWS us-east-1. We did not reproduce these measurements, and explanations add latency (https://celeris.ai/celeris-1-decision).",
      "The launch identifies decision-benching harness 0cfd276. Failed requests or missing distributions score as uniform. These vendor benchmarks are not Anchor Terminal performance or task scores (https://celeris.ai/celeris-1-decision).",
      "The legal documents identify Marqo Inc operating as Celeris. This listing covers its decision model, not the separate Celeris-1 and Magnus chat models (https://celeris.ai/terms)."
    ],
    "area": "models",
    "details": [
      {
        "label": "Surface graded",
        "value": "The hosted celeris-1-decision API. System One at /v1/systemone and OpenAI Decisions format at /v1/decisions share the model and rate limits."
      },
      {
        "label": "Question types",
        "value": "System One uses noul, choice and score. The Decisions format uses predicate, choice and score. Answers include probabilities; explanations are optional."
      },
      {
        "label": "Request limits",
        "value": "512 questions, reduced to 64 with explanations; 512 choices; 64 score levels; eight images of at most 25 megapixels each; 8 MiB request body."
      },
      {
        "label": "SDK compatibility",
        "value": "Celeris documents the Jev Python SDK for System One and OpenAI Python SDK 3.26.0 or later for Decisions. These are compatible clients from other vendors, not Celeris-owned packages."
      },
      {
        "label": "Context and streaming",
        "value": "No exact decision-model token window found. The 131,072-token window on the models page belongs to the separate chat models. Decision responses do not stream."
      },
      {
        "label": "Rate limits",
        "value": "Shared per workspace and model, with 429 and Retry-After. No numeric sustained request rate found."
      },
      {
        "label": "Data handling",
        "value": "Usage records are retained for 90 days. An explicit prompt-retention period and API training exclusion were not found in the reviewed security and privacy documents."
      },
      {
        "label": "Availability",
        "value": "The launch advertises live access. The quickstart says activation is usually immediate, while the activation page documents a capacity queue and the terms still describe early access."
      }
    ],
    "unitPrices": [
      {
        "item": "Decision input",
        "unit": "1m-tokens",
        "usd": 0.04,
        "note": "Includes cached input and image tokens. Prepaid credit expires after 30 days."
      },
      {
        "item": "Decision output",
        "unit": "1m-tokens",
        "usd": 0,
        "note": "Includes optional explanations."
      }
    ],
    "provenance": {
      "legalEntity": "Marqo Inc",
      "domain": "celeris.ai",
      "domainRegistered": "",
      "endpointOnVendorDomain": true,
      "terms": "https://celeris.ai/terms",
      "privacy": "https://celeris.ai/privacy",
      "statusPage": "https://status.celeris.ai/",
      "changelog": "",
      "securityTxt": "none",
      "checked": "2026-10-09",
      "notes": [
        "Terms dated 8 September 2026 and privacy notice dated 23 July 2026 name Marqo Inc operating as Celeris.",
        "No dedicated decision-model changelog or dated deprecation policy found.",
        "The public status history records an 11-hour-20-minute outage for the separate Celeris-1 model on 19 August 2026. It predates this decision model and is not counted as its outage.",
        "The standard well-known security.txt and docs OpenAPI JSON addresses returned HTTP 404. Domain registration was not checked."
      ],
      "score": 61,
      "checks": [
        {
          "check": "Legal entity named",
          "value": "Marqo Inc",
          "points": 20,
          "max": 20,
          "state": "ok"
        },
        {
          "check": "Domain age",
          "value": "celeris.ai, no registry record we could read",
          "points": 0,
          "max": 15,
          "state": "no"
        },
        {
          "check": "Endpoint on the vendor's domain",
          "value": "inference.celeris.ai",
          "points": 15,
          "max": 15,
          "state": "ok"
        },
        {
          "check": "Terms of service",
          "value": "read, states 6 of the 7 things a reader expects, and has 1 clause that costs points",
          "points": 7.1,
          "max": 10,
          "state": "part"
        },
        {
          "check": "Privacy policy",
          "value": "read, states 7 of the 8 things a reader expects",
          "points": 9.3,
          "max": 10,
          "state": "part"
        },
        {
          "check": "Status page",
          "value": "status.celeris.ai",
          "points": 10,
          "max": 10,
          "state": "ok"
        },
        {
          "check": "Changelog",
          "value": "not found",
          "points": 0,
          "max": 10,
          "state": "no"
        },
        {
          "check": "security.txt",
          "value": "not found",
          "points": 0,
          "max": 10,
          "state": "no"
        }
      ],
      "policies": [
        {
          "kind": "terms",
          "url": "https://celeris.ai/terms",
          "state": "read",
          "readAt": "2026-10-09",
          "statedDate": "2026-09-08",
          "words": 1086,
          "points": 7.1,
          "max": 10,
          "expected": [
            {
              "key": "terms.date",
              "label": "Gives the date it was last updated",
              "found": true,
              "quote": "Updated September 8, 2026.",
              "says": "Last updated 2026-09-08"
            },
            {
              "key": "terms.law",
              "label": "Names the governing law or courts",
              "found": true,
              "quote": "These terms are governed by the laws of the State of California, without regard to conflict of laws principles.",
              "says": "The law of the State of California"
            },
            {
              "key": "terms.liability",
              "label": "States a limit on its liability",
              "found": true,
              "quote": "…for indirect, incidental, special, or consequential damages, and our total liability for any claim is limited to the amounts you paid us for the service in the three months before the claim arose or, for services purchased under an Order Form, to the fees paid or payable under that Order Form in the twelve months befo…",
              "says": "Capped at the fees paid in the 3 months before the claim"
            },
            {
              "key": "terms.termination",
              "label": "Says how the agreement or account can be ended",
              "found": true,
              "quote": "We may suspend or terminate access that violates these terms or threatens the integrity of the service."
            },
            {
              "key": "terms.changes",
              "label": "Says how changes to the terms are announced",
              "found": true,
              "quote": "If we make material changes, we will update the effective date above and, where appropriate, notify you.",
              "says": "Says it gives notice of a change"
            },
            {
              "key": "terms.use",
              "label": "Lists what users may not do",
              "found": true,
              "quote": "Use the service for unlawful purposes or to violate the rights of others."
            },
            {
              "key": "terms.sla",
              "label": "Refers to a service level or uptime commitment",
              "found": false
            }
          ],
          "toKnow": [
            {
              "key": "terms.benchmark",
              "label": "Restricts benchmarking or competitive use",
              "found": true,
              "quote": "Use outputs to develop competing models by systematically extracting model weights or training data.",
              "costsPoints": true
            }
          ],
          "notes": [
            {
              "date": "2026-10-09",
              "text": "Raw API access cannot be resold without written agreement.",
              "quote": "Resell raw access to the API without our written agreement."
            },
            {
              "date": "2026-10-09",
              "text": "An executed order form takes precedence over conflicting standard terms.",
              "quote": "If there is a conflict between an Order Form and these terms, the Order Form prevails."
            }
          ]
        },
        {
          "kind": "privacy",
          "url": "https://celeris.ai/privacy",
          "state": "read",
          "readAt": "2026-10-09",
          "statedDate": "2026-07-23",
          "words": 419,
          "points": 9.3,
          "max": 10,
          "expected": [
            {
              "key": "privacy.date",
              "label": "Gives the date it was last updated",
              "found": true,
              "quote": "Updated July 23, 2026.",
              "says": "Last updated 2026-07-23"
            },
            {
              "key": "privacy.collected",
              "label": "Says what personal data is collected",
              "found": true,
              "quote": "This notice explains what information we collect through celeris.ai and our services, how we use it, and the choices you have."
            },
            {
              "key": "privacy.retention",
              "label": "Says how long data is kept",
              "found": true,
              "quote": "We keep personal information for as long as needed for the purposes above, then delete or anonymize it.",
              "says": "For as long as needed, with no period named"
            },
            {
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