Decision model
Inception Mercury Decide
via OpenRouter · 1 question per request
58.3% of the 2,198 questions right (56.2% to 60.3%, 95% interval). Back to the leaderboard.
How we called it
- Kind
- Decision model
- Access
- OpenRouter System One API
- Paid as
- Provider service
- Model ID
inception/mercury-decide- Variant
- via OpenRouter
- Note
- Inception's decision model, called through OpenRouter's System One route (paid listing). It returns a probability for each option.
- Confidence from
- Option score
- Run
- 204, 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 | 58.3% | 56.2% to 60.3% | 1,281 of 2,198 |
| Reading | 84.5% | 81.5% to 87.0% | 554 of 656 |
| Grammar | 47.1% | 44.7% to 49.6% | 727 of 1,542 |
Comparison group: wxyzA. Compare with another setup.
Accuracy by topic
Confidence
- Answers kept at 99% or more
- 451, of which 13 wrong (share right: 95.1% to 98.3%, 95% interval); 1,747 skipped, the model less than 99% sure
- Calibration gap
- 15.5 points
- AUROC, all questions
- 0.81 0.79 to 0.82
- AUROC, reading
- 0.91 0.88 to 0.93
- AUROC, grammar
- 0.72 0.69 to 0.74
- Brier score
- 0.208
- Accuracy of its surest answers
- most confident fifth: 97.3% right; most confident half: 82.0% right; most confident four fifths: 65.4% right
- Typical score of a right answer
- 96.6%
- Typical score of a wrong answer
- 55.7%
Repeats
Run 5 times on all questions.
- Answers changed in 5 runs
- 191 of 2,198
- Same wrong answer in all 5
- 778 of 2,198
- Wrong in at least one run
- 969 of 2,198
- Accuracy in each run
- 58.3%, 59.1%, 58.6%, 58.9%, 58.8%
Latency
- Latency, median request
- 0.313 s (this run)
- Latency, 90th percentile
- 0.772 s
- Requests at once
- 1
- Throughput
- 140.9 questions per minute of request time
- Request time
- 15.6 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
- $0.008
- Whole run
- $0.017
- Basis
- Estimated from published prices and recorded token usage
- Price
- $0.02 input, output free per 1M tokens (source, 2026-10-17)
- Input tokens per question
- 386
- 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 | 9.8% | −0.10 points | 9% |
| GPT-6 Astrahigh reasoning · 16 questions per request | 9.8% | −0.10 points | 10% |
| GPT-6.1 Solhigh reasoning · 16 questions per request | 9.8% | −0.10 points | 9% |
| GPT-6 Astralow reasoning · 16 questions per request | 9.9% | −0.11 points | 10% |
| GPT-6 Astralow reasoning · 1 question per request | 9.8% | −0.10 points | 10% |
| Gemini 3.8 Flashlow reasoning · 1 question per request | 9.8% | −0.10 points | 9% |
| GPT-6.1 Sollow reasoning · 1 question per request | 9.8% | −0.10 points | 10% |
| GPT-6.1 Sollow reasoning · 16 questions per request | 9.9% | −0.11 points | 9% |
| Claude Opus 5.5high reasoning · 16 questions per request | 10.1% | −0.11 points | 10% |
| GPT-6.1 Terrahigh reasoning · 16 questions per request | 9.9% | −0.11 points | 8% |
| Claude Opus 5.5low reasoning · 1 question per request | 10.2% | −0.12 points | 10% |
| Gemini 3.8 Flashlow reasoning · 16 questions per request | 10.0% | −0.11 points | 7% |
| GPT-6.1 Terralow reasoning · 16 questions per request | 11.2% | −0.14 points | 9% |
| Claude Opus 5.5low reasoning · 16 questions per request | 11.0% | −0.14 points | 11% |
| Claude Sonnet 5.5high reasoning · 1 question per request | 18.4% | −0.18 points | 18% |
| Claude Sonnet 5.5high reasoning · 16 questions per request | 29.8% | −0.30 points | 30% |