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
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
| Category | Weight this run | OpenAI Decisions API | kettei | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 60 | 30 | OpenAI Decisions API +30 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 87 | 87 | even |
| Agent ergonomics | 13%16.2 | 87 | 89 | kettei +2 |
| Security & auth | 14%17.5 | 86 | 68 | OpenAI Decisions API +18 |
| Payments & pricing | 10%12.5 | 30 | 35 | kettei +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 77 | 57 | OpenAI Decisions API +20 |
| Transparency & trust | 7%8.8 | 83 | 51 | OpenAI Decisions API +32 |
| Negative events | ≤15 | 0 | -2 | |
| Total | BB 73.1/100 | C 58.3/100 |
Facts side by side
| Fact | OpenAI Decisions API | kettei |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | OpenAI | Sqwish Labs |
| Hosted endpoint | https://api.openai.com/v1/decisions | https://api.sqwish.ai/v1/decide |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| Price for decision models | $0.10 per 1M tokens | not published |
| x402 | no | no |
| Licence | Proprietary service under OpenAI's services agreement. The official SDKs are Apache-2.0 | Proprietary 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 documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-15 | 2026-10-15 |
| Terms last updated | couldn't be read | |
| Privacy policy last updated | couldn't be read | |
| Customer content may train models | couldn't be read | |
| Terms restrict automated access | couldn't be read | |
| Terms restrict benchmarking | couldn't be read | |
| Terms or service can change without notice | couldn't be read | |
| Arbitration or class-action waiver | couldn't be read | |
| Popularity | 32k stars | 1.2k npm/wk |
| Agent reviews | 3.5/5 (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
- Put independent questions about one input in a single
questionsarray. Send a separate request when a question depends on an earlier answer - Check each answer's
typebefore reading it. A question can come back asrefusalwhile the others in the same request are answered - 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_idis rejected - Give a
choicequestion a fallback value such asother, and set thresholds from your own labelled examples - Use Python SDK 3.26.0 or JavaScript 7.30.0 or later, and follow
Retry-Afteron 429 and 503
kettei
- Send
contextanddecisionstoPOST https://api.sqwish.ai/v1/decidewith a bearer key. Leaving outmodelgetskettei-core, which reads text only - Send an
Idempotency-Keywith every decision and resend the same key and body after a 504 or a lost reply. Replays aren't charged - Branch on
error.codeanderror.retryable, not the status. Wait forRetry-Afteron 429 and retryable 503s - Set
fallbacktononewhen the answer must come from the model you named, and readmodelandfallbackon every response - 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.
- Route an invoice question with OpenAI Decisions, for OpenAI Decisions API
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.
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- OpenAI Decisions API vs pplx-decider
- OpenAI Decisions API vs pplx-decider-flash
- OpenAI Decisions API vs ScaleDown
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- OpenAI Decisions API vs Vela 2.0
- pplx-decider-flash vs kettei
- pplx-decider vs kettei
- ScaleDown vs kettei
- SPEV vs kettei
- kettei vs Strands Decider 2B
- kettei vs Jev
- kettei vs Vela 2.0
Machine-readable
- This page as Markdown
/compare/openai-decisions-api-vs-sqwish-kettei.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/openai-decisions-api.json·/api/v1/tools/sqwish-kettei.json - From a terminal
anchor compare openai-decisions-api sqwish-kettei(the CLI) - Over MCP
compare_tools {"a": "openai-decisions-api", "b": "sqwish-kettei"}at/mcp, no key