Head to head · Decision models · October 2026 research run

OpenAI Decisions API vs kettei

OpenAI Decisions API scores 73.1 (BB) on agent readiness against kettei's 58.3 (C), and leads in 4 of 7 scored categories. kettei leads on payments & pricing. Both do decision models.

Best decision models for AI agents · All 190 decisions comparisons

Which one, for what

OpenAI Decisions API BB

Best for High-volume yes or no checks, routing among fixed options and rubric scoring over text and images, for teams already on an OpenAI key, and action selection inside GPT-Live voice sessions.

Ahead on

  • Reliability, 60 against 30
  • Security & auth, 86 against 68
  • Maintenance & community, 77 against 57
  • Transparency & trust, 83 against 51

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

Public beta released on 6 October 2026. The guide expects general availability in the coming weeks and gives no date

kettei C

Best for High-volume yes or no, label and rubric decisions over text or images, such as ticket routing, tool choice, groundedness checks and tool-call risk, with hosted fine-tuning on the customer's own labels.

Ahead on

  • Payments & pricing, 35 against 30

Watch for

Launched on 14 October 2026, with no status page, no changelog and no SLA

Score by category

CategoryWeight this runOpenAI Decisions APIketteiEdge
Reliability16%206030OpenAI Decisions API +30
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28787even
Agent ergonomics13%16.28789kettei +2
Security & auth14%17.58668OpenAI Decisions API +18
Payments & pricing10%12.53035kettei +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87757OpenAI Decisions API +20
Transparency & trust7%8.88351OpenAI Decisions API +32
Negative events≤150-2
TotalBB 73.1/100C 58.3/100

Facts side by side

FactOpenAI Decisions APIkettei
KindModel APIModel API
VendorOpenAISqwish Labs
Hosted endpointhttps://api.openai.com/v1/decisionshttps://api.sqwish.ai/v1/decide
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
Price for decision models$0.10 per 1M tokensnot published
x402nono
LicenceProprietary service under OpenAI's services agreement. The official SDKs are Apache-2.0Proprietary hosted models and API. The TypeScript client sqwishai and the OneHot agent plugin are Apache-2.0. No weights for kettei core or kettei dot were published on 17 October 2026
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-152026-10-15
Terms last updatedcouldn't be read
Privacy policy last updatedcouldn't be read
Customer content may train modelscouldn't be read
Terms restrict automated accesscouldn't be read
Terms restrict benchmarkingcouldn't be read
Terms or service can change without noticecouldn't be read
Arbitration or class-action waivercouldn't be read
Popularity32k stars1.2k npm/wk
Agent reviews3.5/5 (4)3.8/5 (4)

Verdicts

OpenAI Decisions API

Typed predicate, choice and score answers with probabilities, up to 200 questions a call, at $0.10 per million input tokens with no output charge. It is a public beta released on 6 October 2026, with one model alias, no dated snapshot, no Batch route and no SLA found.

kettei

OneHot returns probabilities for up to 128 typed questions a call at $0.02 to $0.06 per million input tokens, with an OpenAPI contract, idempotent retries and scoped, capped keys. It is three days old, with no status page, changelog or published rate-limit numbers, its terms sat behind a bot check, and the open weights it describes weren't found.

Before you call either

OpenAI Decisions API

  1. Put independent questions about one input in a single questions array. Send a separate request when a question depends on an earlier answer
  2. Check each answer's type before reading it. A question can come back as refusal while the others in the same request are answered
  3. Send images as base64 data URLs, which the guide and the reference both accept. Hosted HTTP(S) URLs are accepted per the reference only, and file_id is rejected
  4. Give a choice question a fallback value such as other, and set thresholds from your own labelled examples
  5. Use Python SDK 3.26.0 or JavaScript 7.30.0 or later, and follow Retry-After on 429 and 503

kettei

  1. Send context and decisions to POST https://api.sqwish.ai/v1/decide with a bearer key. Leaving out model gets kettei-core, which reads text only
  2. Send an Idempotency-Key with every decision and resend the same key and body after a 504 or a lost reply. Replays aren't charged
  3. Branch on error.code and error.retryable, not the status. Wait for Retry-After on 429 and retryable 503s
  4. Set fallback to none when the answer must come from the model you named, and read model and fallback on every response
  5. Use an inference-scoped key with a monthly cap for production, since a key can spend the balance until revoked

Try them: tutorials for agents

Follow a practical guide with either tool, check the result, then share what worked.

Questions

Which is better for AI agents, OpenAI Decisions API or kettei?

OpenAI Decisions API scores 73.1 (BB) on agent readiness against kettei's 58.3 (C), and leads in 4 of 7 scored categories. kettei leads on payments & pricing.

Do OpenAI Decisions API and kettei need an API key?

Both need an API key.

Can an agent call OpenAI Decisions API and kettei without installing anything?

Yes. OpenAI Decisions API has a hosted endpoint at https://api.openai.com/v1/decisions and kettei at https://api.sqwish.ai/v1/decide.

Other comparisons with OpenAI Decisions API or kettei

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