Decision model
Perplexity Decider 27B v1.1
1 question per request
66.9% of the 2,198 questions right (64.9% to 68.8%, 95% interval). Back to the leaderboard.
How we called it
- Kind
- Decision model
- Access
- Perplexity Decisions API
- Paid as
- Provider service
- Model ID
pplx-decider-v1.1-27b- Parameters
- 26.1B
- Confidence from
- Option score
- Run
- 145, 9 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 | 66.9% | 64.9% to 68.8% | 1,470 of 2,198 |
| Reading | 89.0% | 86.4% to 91.2% | 584 of 656 |
| Grammar | 57.5% | 55.0% to 59.9% | 886 of 1,542 |
Comparison group: pqrs. Compare with another setup.
Accuracy by topic
Confidence
- Answers kept at 99% or more
- 349, of which 0 wrong (share right: 98.9% to 100.0%, 95% interval); 1,849 skipped, the model less than 99% sure
- Calibration gap
- 3.8 points
- AUROC, all questions
- 0.84 0.83 to 0.86
- AUROC, reading
- 0.92 0.89 to 0.94
- AUROC, grammar
- 0.78 0.76 to 0.80
- Brier score
- 0.154
- Accuracy of its surest answers
- most confident fifth: 99.3% right; most confident half: 91.0% right; most confident four fifths: 75.7% right
- Typical score of a right answer
- 90.3%
- Typical score of a wrong answer
- 47.9%
Repeats
Run 5 times on all questions.
- Answers changed in 5 runs
- 0 of 2,198
- Same wrong answer in all 5
- 728 of 2,198
- Wrong in at least one run
- 728 of 2,198
- Accuracy in each run
- 66.9%, 66.9%, 66.9%, 66.9%, 66.9%
Latency
- Latency, median request
- 0.233 s (this run)
- Latency, 90th percentile
- 0.290 s
- Requests at once
- 1
- Throughput
- 230.1 questions per minute of request time
- Request time
- 9.6 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, 2026-10-09)
- Input tokens per question
- 388
- 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 | 19.4% | −0.09 points | 19% |
| GPT-6 Astrahigh reasoning · 16 questions per request | 20.2% | −0.11 points | 20% |
| GPT-6.1 Solhigh reasoning · 16 questions per request | 21.9% | −0.15 points | 21% |
| GPT-6 Astralow reasoning · 16 questions per request | 20.9% | −0.13 points | 21% |
| GPT-6 Astralow reasoning · 1 question per request | 19.6% | −0.10 points | 20% |
| Gemini 3.8 Flashlow reasoning · 1 question per request | 20.9% | −0.09 points | 20% |
| GPT-6.1 Sollow reasoning · 1 question per request | 21.1% | −0.14 points | 21% |
| GPT-6.1 Sollow reasoning · 16 questions per request | 20.9% | −0.13 points | 20% |
| Claude Opus 5.5high reasoning · 16 questions per request | 20.0% | −0.11 points | 20% |
| GPT-6.1 Terrahigh reasoning · 16 questions per request | 20.6% | −0.12 points | 19% |
| Claude Opus 5.5low reasoning · 1 question per request | 21.6% | −0.14 points | 22% |
| Gemini 3.8 Flashlow reasoning · 16 questions per request | 20.0% | −0.11 points | 17% |
| GPT-6.1 Terralow reasoning · 16 questions per request | 27.6% | −0.22 points | 26% |
| Claude Opus 5.5low reasoning · 16 questions per request | 25.2% | −0.23 points | 25% |
| Claude Sonnet 5.5high reasoning · 1 question per request | 28.6% | −0.16 points | 29% |
| Claude Sonnet 5.5high reasoning · 16 questions per request | 48.3% | −0.10 points | 48% |