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Ranking · AI models

AI models to evaluate for finance and accounting

Reconciliations, financial statement analysis and recurring reports: reliable reasoning at a cost that holds up at volume.

Criteria LLM Stats reasoning index divided by the 3:1 blended price, among models with at least 200,000 tokens of context.

Data reviewed on Nov 4, 2026 · 22 of 36 models publish this figure.

  1. 01
    232.5Reasoning per USD
  2. 02
    196.0Reasoning per USD
  3. 03
    94.4Reasoning per USD
#ModelReasoning per USDBlended priceCost-benefitContext
01Claude Haiku 5.5Anthropic232.5$0.20247.0 pts/USD1.00M
02GPT-6 LunaOpenAI196.0$0.20215.5 pts/USD1.05M
03GPT-5.6 LunaOpenAI94.4$0.4597.8 pts/USD1.05M
04DeepSeek V4.1 FlashDeepSeek91.4$0.52597.0 pts/USD1.00M
05Mistral Large 4Mistral AI43.0$1.0544.7 pts/USD1.00M
06Gemini 3.8 FlashGoogle30.7$1.5032.6 pts/USD1.05M
07GPT-6.1 TerraOpenAI24.6$2.0023.8 pts/USD1.05M
08DeepSeek V4 ProDeepSeek23.9$1.9825.0 pts/USD1.00M
09Grok 4.6xAI15.3$3.0014.8 pts/USD500K
10Claude Sonnet 5.5Anthropic14.0$4.0014.5 pts/USD1.00M
11Grok 4.7xAI13.9$3.0015.4 pts/USD500K
12Kimi K3.1 ProMoonshot AI13.6$4.0013.9 pts/USD1.05M
13Gemini 4 ArgonGoogle13.0$4.0013.6 pts/USD1.05M
14GPT-6.1 SolOpenAI12.7$4.0013.3 pts/USD1.05M
15Claude Sonnet 5Anthropic11.6$4.0011.7 pts/USD1.00M
16GPT-5.6 TerraOpenAI10.4$4.5010.9 pts/USD1.05M
17Kimi K3Moonshot AI8.4$6.008.6 pts/USD1.05M
18Claude Opus 5.5Anthropic7.3$8.007.5 pts/USD1.00M
19GPT-5.6 SolOpenAI6.4$8.006.6 pts/USD1.05M
20Claude Opus 5Anthropic5.3$10.005.3 pts/USD1.00M
21GPT-6 AstraOpenAI2.8$20.002.9 pts/USD1.05M
22Claude Fable 5.1Anthropic2.5$20.002.6 pts/USD1.00M

How it is calculated

  • The indexes (overall, reasoning, coding) are the ones LLM Stats publishes; Codifly does not run these tests.
  • Prices are each provider's official standard API prices, without caching or batching.
  • The blended price weighs 3 input tokens per output token; cost-benefit divides the overall index by that price.
Methodology and sources

Which one fits your case?

The top of a ranking is not always the most cost-effective at your volume. Estimate your cost or ask us for a written recommendation.

Compare Claude Haiku 5.5 vs GPT-6 LunaEstimate my monthly costGet a recommendation

Frequently asked questions

Which is the best AI model for finance & accounting?

Claude Haiku 5.5 (232.5 pts/USD) leads this ranking, followed by GPT-6 Luna (196.0 pts/USD) · GPT-5.6 Luna (94.4 pts/USD). Data reviewed on Nov 4, 2026.

Which model in this ranking has the best price-performance?

Claude Haiku 5.5: 247.0 LLM Stats index points per dollar, at a blended price of $0.20 per million tokens.

How is this ranking calculated?

LLM Stats reasoning index divided by the 3:1 blended price, among models with at least 200,000 tokens of context. The indexes (overall, reasoning, coding) are the ones LLM Stats publishes; Codifly does not run these tests. Prices are each provider's official standard API prices, without caching or batching. The blended price weighs 3 input tokens per output token; cost-benefit divides the overall index by that price.

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