Finance

Thesis red teaming

Stress-test an investment thesis with counterarguments and risk.

task.tradeoff_analysistask.risk_assessment

Best for this use case

gemini-3.1-pro-preview

Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct

48.9%

Best benchmark score

56.1%

Confidence

All ranked models — top 3

🥇

gemini-3.1-pro-preview

48.9%

🥈

Grok-4-0709

40.8%

🥉

gemini-2.5-pro

40.6%

Ranked Models

Evidence Quality

90%

Evidence Points

Top Signal

Vals Finance Agent: overall_accuracy_pct

All Ranked Models

30 of 30 models

Rank	Model	Score	Confidence	Price / 1M	Evidence sources
🥇	gemini-3.1-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	48.9%	56%	$4.50	Vals Finance AgentVals CorpFin v2
🥈	Grok-4-0709 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	40.8%	57%	—	Vals CorpFin v2Vals Finance Agent
🥉	gemini-2.5-pro Strong on FACTS Benchmark Suite facts_grounding_score_pct and Vals CorpFin v2 overall_accuracy_pct	40.6%	60%	$3.44	FACTS Benchmark SuiteVals CorpFin v2
#4	gpt-5-mini-2025-08-07 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	39.7%	57%	—	Vals Finance AgentVals CorpFin v2
#5	gpt-5-2025-08-07 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	39.3%	51%	—	Vals Finance AgentVals CorpFin v2
#6	gpt-5.2-2025-12-11 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	38.8%	44%	—	Vals Finance AgentVals CorpFin v2
#7	claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	38.7%	46%	$6.00	Vals Finance AgentVals CorpFin v2
#8	gemini-3-pro-preview Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	37.6%	50%	$4.50	Vals Finance AgentVals CorpFin v2
#9	gemini-3-flash-preview Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	37.5%	50%	$1.13	Vals CorpFin v2Vals Finance Agent
#10	gpt-5.4-2026-03-05 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	36.9%	45%	—	Vals Finance AgentVals CorpFin v2
#11	gemini-3.1-flash-lite-preview Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	36.0%	52%	$0.56	Vals Finance AgentVals CorpFin v2
#12	grok-4-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	33.2%	56%	$0.28	Vals CorpFin v2Vals Finance Agent
#13	gpt-5.1-2025-11-13 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	33.1%	48%	—	Vals Finance AgentVals CorpFin v2
#14	gpt-4.1-20250414 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Tax Eval v2 overall_accuracy_pct	32.9%	46%	—	Vals CorpFin v2Vals Tax Eval v2
#15	claude-sonnet-4 Strong on Vals CorpFin v2 overall_accuracy_pct and FACTS Benchmark Suite facts_grounding_score_pct	30.6%	48%	$6.00	Vals CorpFin v2FACTS Benchmark Suite
#16	claude-opus-4-6-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	30.5%	34%	—	Vals Finance AgentVals CorpFin v2
#17	grok-4-1-fast-reasoning Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	29.7%	41%	$0.28	Vals CorpFin v2Vals Finance Agent
#18	claude-opus-4-5-20251101-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	29.0%	34%	—	Vals Finance AgentVals CorpFin v2
#19	claude-opus-4-5-20251101 Strong on Vals CorpFin v2 overall_accuracy_pct and FACTS Benchmark Suite facts_grounding_score_pct	28.7%	41%	—	Vals CorpFin v2FACTS Benchmark Suite
#20	kimi-k2.5-thinking Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	28.6%	36%	—	Vals CorpFin v2Vals Finance Agent
#21	claude-sonnet-4-5-20250929-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	27.0%	34%	—	Vals Finance AgentVals CorpFin v2
#22	grok-4.20-0309-reasoning Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	26.6%	34%	—	Vals Finance AgentVals CorpFin v2
#24	o3-20250416 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Tax Eval v2 overall_accuracy_pct	25.0%	37%	$3.50	Vals CorpFin v2Vals Tax Eval v2
#25	glm-5-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	24.8%	33%	—	Vals Finance AgentVals CorpFin v2
#26	qwen3.5-flash Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	24.8%	33%	—	Vals CorpFin v2Vals Finance Agent
#28	claude-haiku-4-5-20251001-thinking Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	23.9%	34%	—	Vals Finance AgentVals CorpFin v2
#29	gpt-5.4-nano-2026-03-17 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Finance Agent overall_accuracy_pct	23.9%	33%	—	Vals CorpFin v2Vals Finance Agent
#30	MiniMax-M2.7 Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	23.1%	31%	$0.53	Vals Finance AgentVals CorpFin v2
#31	mistral-large-2512 Strong on Vals CorpFin v2 overall_accuracy_pct and Vals Tax Eval v2 overall_accuracy_pct	21.2%	41%	—	Vals CorpFin v2Vals Tax Eval v2
#32	grok-4-1-fast-non-reasoning Strong on Vals Finance Agent overall_accuracy_pct and Vals CorpFin v2 overall_accuracy_pct	21.0%	41%	$0.28	Vals Finance AgentVals CorpFin v2