Operator support chat
Real-time operator assistant with grounded troubleshooting and escalation.
Provisional leader
gemini-3.1-pro-preview
Current leader based on limited benchmark evidence. Treat this ranking as directional until coverage improves.
29.9%
Best benchmark score
34.0%
Confidence
All ranked models — top 3
Ranked Models
30
Evidence Quality
83%
Evidence Points
22
Top Signal
Vals Finance Agent: overall_accuracy_pct
All Ranked Models
| Rank | Model | Score |
|---|---|---|
| 🥇 | gemini-3.1-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and FACTS Benchmark Suite facts_search_score_pct | 29.9% |
| 🥈 | gemini-2.5-pro Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 27.7% |
| 🥉 | gpt-5-2025-08-07 Strong on SciArena Leaderboard rating_elo and FACTS Benchmark Suite facts_grounding_score_pct | 26.7% |
| #4 | gpt-5-mini-2025-08-07 Strong on SciArena Leaderboard rating_elo and Vals Finance Agent overall_accuracy_pct | 25.2% |
| #5 | Grok-4-0709 Strong on Galileo Agent Leaderboard v2 Avg TSQ and Vals CorpFin v2 overall_accuracy_pct | 23.4% |
| #6 | gemini-3-flash-preview Strong on Vals CorpFin v2 overall_accuracy_pct and FACTS Benchmark Suite facts_grounding_score_pct | 22.8% |
| #7 | gemini-3-pro-preview Strong on SciArena Leaderboard rating_elo and Vals Finance Agent overall_accuracy_pct | 22.7% |
| #8 | claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 21.5% |
| #9 | gpt-4.1-20250414 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct | 21.1% |
| #10 | gpt-5.2-2025-12-11 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals CorpFin v2 overall_accuracy_pct | 21.1% |
| #11 | gemini-3.1-flash-lite-preview Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vectara HHEM Leaderboard overall_hallucination_error_pct | 21.0% |
| #12 | claude-sonnet-4 Strong on Galileo Agent Leaderboard v2 Avg TSQ and Vectara HHEM Leaderboard overall_hallucination_error_pct | 20.4% |
| #13 | gpt-5.4-2026-03-05 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct | 19.6% |
| #14 | o3-20250416 Strong on SciArena Leaderboard rating_elo and Vals CorpFin v2 overall_accuracy_pct | 18.7% |
| #15 | claude-opus-4-5-20251101 Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals CorpFin v2 overall_accuracy_pct | 18.7% |
| #16 | gemini-2.5-flash Strong on Galileo Agent Leaderboard v2 Avg TSQ and FACTS Benchmark Suite facts_grounding_score_pct | 18.0% |
| #17 | gpt-5.1-2025-11-13 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 17.7% |
| #18 | grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 17.5% |
| #19 | claude-opus-4-6-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 14.5% |
| #20 | grok-4-1-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 14.4% |
| #21 | grok-3 Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct and Vals CorpFin v2 overall_accuracy_pct | 14.4% |
| #22 | kimi-k2.5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 14.1% |
| #23 | claude-opus-4-5-20251101-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 13.5% |
| #24 | glm-5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 12.8% |
| #25 | claude-sonnet-4-5-20250929-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct | 12.6% |
| #26 | qwen-2.5-72b-instruct Strong on Galileo Agent Leaderboard v2 Avg TSQ and DuckDB NSQL Leaderboard all_execution_accuracy | 12.5% |
| #28 | grok-4.20-0309-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 12.3% |
| #29 | o4-mini Strong on SciArena Leaderboard rating_elo and Vals CorpFin v2 overall_accuracy_pct | 12.0% |
| #30 | mistral-large-2512 Strong on Vals CorpFin v2 overall_accuracy_pct and Vectara HHEM Leaderboard overall_answer_rate_pct | 11.3% |
| #31 | MiniMax-M2.7 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct | 11.3% |
Compare Models
▶Ranking diagnostics & missing models
Source lift
Ranked
58
Sources
8
Quality
Low
Vals CorpFin v2
Vals Legal Bench
Vals MedQA
Vals Tax Eval v2
Missing frontier models
No obvious gaps right now.