Dedup, matching & cheap classification at volume
Batch pipelines that ask "same or different?", "which bucket?", "route left or right?" millions of times a day are the worst fit for pay-per-output generative pricing. Decision models flip the economics: you pay for the input you send, and the verdict is free.
Why decision models
- Output tokens free — verdicts cost nothing
- Input pricing from $0.01/M tokens
- Per-key RPM/TPM limits for batch control
- Token-precise logs for cost attribution
Combine with per-key rate limits and token-precise usage logs to run predictable batch jobs, and switch models per request when a cheaper checkpoint fits the bucket.
Runnable example
curl https://api.easyjev.online/v1/systemone \
-H "Authorization: Bearer sk-..." \
-H "Content-Type: application/json" \
-d '{
"model": "typesafe/jev-latest",
"state": {"user": {"plan": "pro"}},
"questions": {
"is_premium": {"type": "noul", "criteria": {"true": "…", "false": "…"}}
}
}'Decision-model use cases
- Intent Classification & Routing API — millisecond decisions
- Content Moderation Pre-Filter API — decisions before generation
- API & Command Permission Checks — decisions, not generations
- LLM-as-a-Judge, without paying for verdicts — decision models
- Scoring & Grading API — ordinal scores with calibrated confidence
- State-machine decisions — branch your workflow on typed answers