finance

Accounts payable invoice extraction (text)

Extract structured fields from invoices/receipts for AP workflows.

#1 Recommendation

gemini-3-pro-preview

Strong on Vals Finance Agent overall_accuracy_pct (87%) and Vals CorpFin v2 overall_accuracy_pct (87%)

external/google/gemini-3-pro-preview

36.0%

Score

45.8%

Confidence

Runners-up:#2 Grok-4-0709 (35.7%)#3 anthropic/claude-sonnet-4.6 (33.9%)#4 gemini-2.5-pro (33.3%)

Ranked Models

Evidence Quality

88%

Scoring

Benchmark-backed

Top Signal

Vals Finance Agent: overall_accuracy_pct

All Ranked Models

Open weights only

Max params:

Min confidence:

30 of 30

Rank	Model	Score	Confidence	Evidence	Top Benchmarks
#1	gemini-3-pro-preview Strong on Vals Finance Agent overall_accuracy_pct (87%) and Vals CorpFin v2 overall_accuracy_pct (87%)	36.0%	45.8%	29	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#2	Grok-4-0709 Strong on Vals CorpFin v2 overall_accuracy_pct (94%) and Vals Finance Agent overall_accuracy_pct (84%)	35.7%	49.2%	27	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Finance Agent overall_accuracy_pct (Mar 12, 2026)
#3	anthropic/claude-sonnet-4.6 Strong on Vals Finance Agent overall_accuracy_pct (100%) and Vals CorpFin v2 overall_accuracy_pct (91%)	33.9%	38.9%	23	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#4	gemini-2.5-pro	33.3%	49.1%	32	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Finance Agent overall_accuracy_pct (Mar 12, 2026)
#5	google/gemini-3.1-pro-preview	32.5%	38.0%	24	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#6	openai/gpt-5.4-2026-03-05	32.3%	37.5%	23	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#7	gpt-5-mini-2025-08-07	32.2%	42.8%	25	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#8	gpt-4.1-20250414	32.0%	42.3%	25	Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#9	gpt-5-2025-08-07	31.3%	38.5%	22	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#10	gpt-5.2-2025-12-11	30.3%	32.8%	19	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#11	anthropic/claude-opus-4-6-thinking	29.5%	32.8%	19	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#12	gpt-5.1-2025-11-13	29.3%	38.5%	22	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#13	anthropic/claude-opus-4-5-20251101-thinking	28.5%	32.8%	19	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#14	xai-org/grok-4-fast-reasoning	27.9%	37.5%	23	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#15	xai-org/grok-4-1-fast-reasoning	27.6%	37.5%	23	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Finance Agent overall_accuracy_pct (Mar 12, 2026)
#16	kimi/kimi-k2.5-thinking	27.3%	33.6%	21	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Finance Agent overall_accuracy_pct (Mar 12, 2026)
#17	claude-sonnet-4-20250514	27.1%	39.9%	24	Galileo Agent Leaderboard v2 Banking AC (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#18	gemini-3-flash-preview	26.8%	35.3%	23	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#19	anthropic/claude-sonnet-4-5-20250929-thinking	26.4%	32.8%	19	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#20	google/gemini-3.1-flash-lite-preview	26.4%	37.0%	22	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#21	alibaba/qwen3.5-flash	24.1%	32.3%	18	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#23	anthropic/claude-haiku-4-5-20251001-thinking	23.1%	32.8%	19	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#24	zai/glm-5-thinking	22.9%	29.7%	17	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#25	claude-opus-4-5-20251101	22.6%	29.7%	20	Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#26	gpt-4.1-mini-20250414	21.5%	28.4%	15	Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026) Galileo Agent Leaderboard v2 Banking AC (Mar 12, 2026)
#27	z-ai/glm-4.7	20.2%	30.7%	19	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#28	qwen/qwen3-max	19.8%	29.2%	16	Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026) Vals Finance Agent overall_accuracy_pct (Mar 12, 2026)
#29	Kimi K2 Thinking	19.1%	30.2%	18	Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026) Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026)
#30	mistralai/mistral-large-2512	19.0%	36.5%	21	Vals Tax Eval v2 overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)
#31	xai-org/grok-4-1-fast-non-reasoning	18.9%	37.0%	22	Vals Finance Agent overall_accuracy_pct (Mar 12, 2026) Vals CorpFin v2 overall_accuracy_pct (Mar 12, 2026)

Compare Models

Model A leads by +0.3%

Shareable Link →

Model A

gemini-3-pro-preview

external/google/gemini-3-pro-preview

36.0%

Rank #1

Confidence 45.8%29 evidence pts

Vals Finance Agent: overall_accuracy_pct

Value 87.0% · Conf 100.0% · Weight 2.7%

vals_finance_agent.overall_accuracy_pct (Mar 12, 2026)

Vals CorpFin v2: overall_accuracy_pct

Value 86.7% · Conf 100.0% · Weight 2.4%

vals_corp_fin_v2.overall_accuracy_pct (Mar 12, 2026)

Vals Tax Eval v2: overall_accuracy_pct

Value 87.1% · Conf 100.0% · Weight 2.2%

vals_tax_eval_v2.overall_accuracy_pct (Mar 12, 2026)

Vals Mortgage Tax: overall_accuracy_pct

Value 99.3% · Conf 100.0% · Weight 1.8%

vals_mortgage_tax.overall_accuracy_pct (Mar 12, 2026)

Model B

Grok-4-0709

external/xai/grok-4-0709

35.7%

Rank #2

Confidence 49.2%27 evidence pts

Vals CorpFin v2: overall_accuracy_pct

Value 93.6% · Conf 100.0% · Weight 2.6%

vals_corp_fin_v2.overall_accuracy_pct (Mar 12, 2026)

Vals Finance Agent: overall_accuracy_pct

Value 84.4% · Conf 100.0% · Weight 2.6%

vals_finance_agent.overall_accuracy_pct (Mar 12, 2026)

Vals Tax Eval v2: overall_accuracy_pct

Value 65.9% · Conf 100.0% · Weight 1.7%

vals_tax_eval_v2.overall_accuracy_pct (Mar 12, 2026)

Vals Finance Agent: numerical_reasoning_accuracy_pct

Value 94.9% · Conf 100.0% · Weight 1.6%

vals_finance_agent.numerical_reasoning_accuracy_pct (Mar 12, 2026)

▶Ranking Diagnostics & Missing Models

Source Lift

Ranked

Sources

Quality

Sufficient

Vals CorpFin v2

vals_corp_fin_v2

42 rows

1.3% avg lift

Vals Tax Eval v2

vals_tax_eval_v2

42 rows

2.1% avg lift

Vals GPQA

vals_gpqa

40 rows

0.9% avg lift

Vals Mortgage Tax

vals_mortgage_tax

33 rows

1.5% avg lift

Missing Strong Models

gpt-4o-2024-05-13

external/openai/gpt-4o-2024-05-13

Rank #51

10.5%

Thin evidence after weighting

▶Taxonomy Details

Core Tasks

task.invoice_receipt_extractiontask.json_schema_filling

Required Modes

mode.json_schema

Domains

domain.finance_compliance_aml

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