Every answer gets a probability
This support ticket was sent with three questions, one of each decision type. The table shows the answerkettei-core gave, rounded to three places.
Our billing export has failed for two days. We need it for today’s audit.
Each question’s probabilities add up to 1. The likeliest outcome, in bold, comes back as
top, and its
probability as p_top. You choose what to do with them: act when the likeliest answer is clear, and send
the rest to a person. The quickstart sends this request and shows the whole answer.
Why decisions, not generated text
- Only the answers you allow. The model scores your outcomes. There is no free text to parse, and no answer outside your list.
- A number you can act on. You choose how sure is sure enough, for each question.
- Several questions, one text. Ask many questions about one text in one request, and pay for the text once.
- You pay for what the model reads. A decision is billed by its input tokens. The model writes no output, so there are no output tokens to pay for (pricing).
A probability says how the model weighs the answers you listed. It is not a promise that the likeliest
one is correct. Test your questions and thresholds on cases whose answers you know before you automate
work with them.
What you can build
Route a support ticket
Pick the team, spot a deadline and score the impact, in one request.
Analyse every comment
Score sentiment, buying intent and spam on every comment of a post.
Check a tool call before it runs
Run it, ask the user first or refuse, before your agent acts.
Grade retrieved passages
Keep the passages that answer the query, before they reach your model.
Try it
The playground runs decisions in the console with no account. Start from a ready-made example and edit the question.Open the playground
Pick an example, edit the question and see every answer’s probability.
Next steps
Quickstart
Install a client and get your first probabilities.
How OneHot works
The words OneHot uses, and how the pieces fit together.
Decision types
Yes or no, one of several, or a level on a scale.
Coding agents
The plugin and MCP tools for Claude Code, Codex and Cursor.
