Sonar Reasoning Pro: benchmark results

Provider: Perplexity. Access: API.

Aggregate Rating 1661 ± 21, rank #295 of 1635 rated models, from 17 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
Tinybird AI SQL Benchmark - First-Attempt Success Rate98Questions answered with a valid query on the first attempt (80.9
Gapminder AI Worldview86.8Correct Rate (%)79.4
CiteTrace - Fidelity Failure Rate18Fidelity failure rate (%; share of evaluable citations whose77.8
AEPC-QA (RAG)66.79Accuracy (%) with the authors' retrieval-augmented pipeline 72.1
Tinybird AI SQL Benchmark - Success Rate100Questions answered with a valid query within 3 retries (%)71.9
Tinybird AI SQL Benchmark - Exactness49.13Result exactness vs human reference queries (0-100)52.4
AEPC-QA (Closed-Book)50.62Accuracy (%) answering from the model's own knowledge on AEP40
Deep FinResearch Bench (Firm B Template)1.47Mean overall report-quality score (1-4 scale, 1 poor to 4 ex37.5
Deep FinResearch Bench1.54Mean overall report-quality score (1-4 scale, 1 poor to 4 ex25
CiteTrace - Suitability Failure Rate31.48Suitability failure rate (%; share of evaluable citations wh22.2
DeepResearch Bench - Citation Accuracy45.19Score (%)16.7
DeepResearch Bench - Effective Citations9.39Effective Citations16.7

Interactive version: theaggregate.ai/model?slug=sonar-reasoning-pro · How It Works · Data refreshed daily, snapshot 2026-11-05.