Ranking · AI models

The cheapest AI models that code well

The most affordable model that still clears a minimum coding quality bar, for teams that pay for every token.

Criteria models with an LLM Stats coding index of 40 or higher, ordered by blended 3:1 price from lowest to highest; ties are broken by coding index.

Data reviewed on Oct 29, 2026 · 8 of 34 models publish this figure.

  1. 01
    GLM-5.3Z.ai (Zhipu AI)
    $2.15USD / M tokens
  2. 02
    $4.00USD / M tokens
  3. 03
    $4.00USD / M tokens
#ModelUSD / M tokensCost-benefitContext
01GLM-5.3Z.ai (Zhipu AI)$2.1523.9 pts/USD—
02Claude Sonnet 5.5Anthropic$4.0014.6 pts/USD1.00M
03Gemini 4 ArgonGoogle$4.0013.8 pts/USD1.05M
04GPT-5.6 TerraOpenAI$4.5011.4 pts/USD1.05M
05Kimi K3Moonshot AI$6.008.7 pts/USD1.05M
06Claude Opus 5.5Anthropic$8.007.5 pts/USD1.00M
07GPT-5.6 SolOpenAI$8.006.7 pts/USD1.05M
08GPT-6 AstraOpenAI$20.002.9 pts/USD1.05M

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.

Frequently asked questions

Which is the best AI model for coding on a budget?

GLM-5.3 ($2.15) leads this ranking, followed by Claude Sonnet 5.5 ($4.00) · Gemini 4 Argon ($4.00). Data reviewed on Oct 29, 2026.

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

GLM-5.3: 23.9 LLM Stats index points per dollar, at a blended price of $2.15 per million tokens.

How is this ranking calculated?

models with an LLM Stats coding index of 40 or higher, ordered by blended 3:1 price from lowest to highest; ties are broken by coding index. 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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