Decision model
Microsoft-Decision-1
via OpenRouter · 1 question per request
46.5% of the 2,198 questions right (44.4% to 48.5%, 95% interval). Back to the leaderboard.
How we called it
- Kind
- Decision model
- Access
- OpenRouter System One API
- Paid as
- Provider service
- Model ID
microsoft/microsoft-decision-1- Variant
- via OpenRouter
- Note
- Microsoft's decision model, called through OpenRouter's System One route.
- Confidence from
- Option score
- Run
- 205, 17 October 2026
Settings
- Reasoning
- off
- Request format
- 1 question per request
- Requests at once
- 1
- Temperature
- not recorded
- Harness seed
- 0
- Harness commit
95cbecfbd428- Prompt version
254597b8be16
Results
| Questions | Accuracy | 95% interval | Right |
|---|---|---|---|
| All questions | 46.5% | 44.4% to 48.5% | 1,021 of 2,198 |
| Reading | 73.5% | 70.0% to 76.7% | 482 of 656 |
| Grammar | 35.0% | 32.6% to 37.4% | 539 of 1,542 |
Comparison group: E. Compare with another setup.
Accuracy by topic
Confidence
- Answers kept at 99% or more
- 61, of which 3 wrong (share right: 86.5% to 98.3%, 95% interval); 2,137 skipped, the model less than 99% sure
- Calibration gap
- 19.8 points
- AUROC, all questions
- 0.75 0.73 to 0.77
- AUROC, reading
- 0.85 0.81 to 0.88
- AUROC, grammar
- 0.64 0.61 to 0.67
- Brier score
- 0.245
- Accuracy of its surest answers
- most confident fifth: 89.6% right; most confident half: 63.0% right; most confident four fifths: 51.2% right
- Typical score of a right answer
- 88.1%
- Typical score of a wrong answer
- 54.5%
Repeats
Run 5 times on all questions.
- Answers changed in 5 runs
- 279 of 2,198
- Same wrong answer in all 5
- 977 of 2,198
- Wrong in at least one run
- 1,256 of 2,198
- Accuracy in each run
- 46.5%, 46.7%, 46.4%, 46.4%, 46.3%
Latency
- Latency, median request
- 0.286 s (this run)
- Latency, 90th percentile
- 0.327 s
- Requests at once
- 1
- Throughput
- 202.1 questions per minute of request time
- Request time
- 10.9 minutes, over the requests whose answers were kept
Latency: the time from sending one request to receiving its answer, measured from our computer, network and any retries within the request included. Request time: the time at least one request was in flight, over the requests whose answers were kept. It is not the run's elapsed time: it leaves out requests that failed and any pause before a run was resumed.
Cost
- $ per 1,000 questions
- $0.014
- Whole run
- $0.030
- Basis
- Estimated from published prices and recorded token usage
- Price
- $0.042 input, output free per 1M tokens (source, 2026-10-17)
- Input tokens per question
- 329
- Output tokens per question
- 1
Going first in front of an LLM
Replay of recorded answers, cutoff chosen on half the questions, averaged over the splits. Savings are estimates from API prices; the Method page explains how.
| LLM behind it | Share taken | Accuracy change | Saving |
|---|---|---|---|
| Gemini 3.8 Flashhigh reasoning · 16 questions per request | 2.6% | −0.08 points | 2% |
| GPT-6 Astrahigh reasoning · 16 questions per request | 1.8% | −0.08 points | 2% |
| GPT-6.1 Solhigh reasoning · 16 questions per request | 1.8% | −0.08 points | 1% |
| GPT-6 Astralow reasoning · 16 questions per request | 1.8% | −0.08 points | 2% |
| GPT-6 Astralow reasoning · 1 question per request | 1.8% | −0.08 points | 2% |
| Gemini 3.8 Flashlow reasoning · 1 question per request | 2.6% | −0.08 points | 1% |
| GPT-6.1 Sollow reasoning · 1 question per request | 1.9% | −0.08 points | 2% |
| GPT-6.1 Sollow reasoning · 16 questions per request | 1.8% | −0.08 points | 1% |
| Claude Opus 5.5high reasoning · 16 questions per request | 1.8% | −0.08 points | 2% |
| GPT-6.1 Terrahigh reasoning · 16 questions per request | 1.8% | −0.08 points | -1% |
| Claude Opus 5.5low reasoning · 1 question per request | 1.8% | −0.08 points | 2% |
| Gemini 3.8 Flashlow reasoning · 16 questions per request | 2.6% | −0.08 points | -2% |
| GPT-6.1 Terralow reasoning · 16 questions per request | 1.8% | −0.08 points | -1% |
| Claude Opus 5.5low reasoning · 16 questions per request | 2.6% | −0.08 points | 2% |
| Claude Sonnet 5.5high reasoning · 1 question per request | 1.7% | −0.08 points | 2% |
| Claude Sonnet 5.5high reasoning · 16 questions per request | 7.9% | −0.19 points | 8% |