Decision model
SubQ Snap Preview
1 question per request
65.2% of the 2,198 questions right (63.2% to 67.2%, 95% interval). Back to the leaderboard.
How we called it
- Kind
- Decision model
- Access
- SubQ Decisions API (public preview)
- Paid as
- Provider service
- Model ID
subq-snap-preview- Confidence from
- Option score
- Run
- 177, 13 October 2026
Settings
- Reasoning
- off
- Request format
- 1 question per request
- Requests at once
- 1
- Temperature
- not recorded
- Harness seed
- 0
- Harness commit
- not recorded
- Prompt version
- not recorded
Results
| Questions | Accuracy | 95% interval | Right |
|---|---|---|---|
| All questions | 65.2% | 63.2% to 67.2% | 1,434 of 2,198 |
| Reading | 87.7% | 84.9% to 90.0% | 575 of 656 |
| Grammar | 55.7% | 53.2% to 58.2% | 859 of 1,542 |
Comparison group: qrst. Compare with another setup.
Accuracy by topic
Confidence
- Answers kept at 99% or more
- 0, of which 0 wrong; 2,198 skipped, the model less than 99% sure
- Calibration gap
- 4.9 points
- AUROC, all questions
- 0.82 0.81 to 0.84
- AUROC, reading
- 0.90 0.87 to 0.93
- AUROC, grammar
- 0.76 0.73 to 0.79
- Brier score
- 0.163
- Accuracy of its surest answers
- most confident fifth: 98.6% right; most confident half: 88.8% right; most confident four fifths: 73.3% right
- Typical score of a right answer
- 85.9%
- Typical score of a wrong answer
- 48.9%
Repeats
Run 5 times on all questions.
- Answers changed in 5 runs
- 9 of 2,198
- Same wrong answer in all 5
- 759 of 2,198
- Wrong in at least one run
- 768 of 2,198
- Accuracy in each run
- 65.2%, 65.2%, 65.2%, 65.2%, 65.3%
Latency
- Latency, median request
- 0.389 s (this run)
- Latency, 90th percentile
- 0.414 s
- Requests at once
- 1
- Throughput
- 150.9 questions per minute of request time
- Request time
- 14.6 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
- $0.019
- Whole run
- $0.043
- Basis
- Estimated from published prices and recorded token usage
- Price
- $0.05 input, output free per 1M tokens (source, 2026-10-13)
- Input tokens per question
- 388
- Output tokens per question
- 0
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 | 15.8% | −0.09 points | 15% |
| GPT-6 Astrahigh reasoning · 16 questions per request | 15.8% | −0.09 points | 16% |
| GPT-6.1 Solhigh reasoning · 16 questions per request | 15.9% | −0.09 points | 15% |
| GPT-6 Astralow reasoning · 16 questions per request | 15.8% | −0.09 points | 15% |
| GPT-6 Astralow reasoning · 1 question per request | 15.8% | −0.09 points | 16% |
| Gemini 3.8 Flashlow reasoning · 1 question per request | 16.5% | −0.12 points | 14% |
| GPT-6.1 Sollow reasoning · 1 question per request | 16.3% | −0.12 points | 16% |
| GPT-6.1 Sollow reasoning · 16 questions per request | 15.9% | −0.09 points | 14% |
| Claude Opus 5.5high reasoning · 16 questions per request | 15.8% | −0.09 points | 16% |
| GPT-6.1 Terrahigh reasoning · 16 questions per request | 15.8% | −0.09 points | 12% |
| Claude Opus 5.5low reasoning · 1 question per request | 16.2% | −0.11 points | 16% |
| Gemini 3.8 Flashlow reasoning · 16 questions per request | 15.8% | −0.09 points | 9% |
| GPT-6.1 Terralow reasoning · 16 questions per request | 16.0% | −0.09 points | 11% |
| Claude Opus 5.5low reasoning · 16 questions per request | 17.8% | −0.10 points | 17% |
| Claude Sonnet 5.5high reasoning · 1 question per request | 18.4% | −0.08 points | 18% |
| Claude Sonnet 5.5high reasoning · 16 questions per request | 45.2% | −0.13 points | 45% |