Ranking · AI models

Best AI models for customer support

Chatbots and assistants handling thousands of conversations a day: cost per conversation rules, above a minimum quality bar.

Criteria models with an LLM Stats overall index of 50 or more, ranked by 3:1 blended price (lowest first).

Data reviewed on Nov 4, 2026 · 14 of 36 models publish this figure.

  1. 01
    $0.525USD / M tokens
  2. 02
    $2.00USD / M tokens
  3. 03
    GLM-5.3Z.ai (Zhipu AI)
    $2.15USD / M tokens
#ModelUSD / M tokensCost-benefitContext
01DeepSeek V4.1 FlashDeepSeek$0.52597.0 pts/USD1.00M
02Muse Spark 1.3Meta$2.0026.0 pts/USD—
03GLM-5.3Z.ai (Zhipu AI)$2.1523.5 pts/USD—
04Qwen3.8 MaxAlibaba Cloud$3.0016.8 pts/USD—
05Claude Sonnet 5.5Anthropic$4.0014.5 pts/USD1.00M
06Kimi K3.1 ProMoonshot AI$4.0013.9 pts/USD1.05M
07Gemini 4 ArgonGoogle$4.0013.6 pts/USD1.05M
08GPT-6.1 SolOpenAI$4.0013.3 pts/USD1.05M
09Kimi K3Moonshot AI$6.008.6 pts/USD1.05M
10Claude Opus 5.5Anthropic$8.007.5 pts/USD1.00M
11GPT-5.6 SolOpenAI$8.006.6 pts/USD1.05M
12Claude Opus 5Anthropic$10.005.3 pts/USD1.00M
13GPT-6 AstraOpenAI$20.002.9 pts/USD1.05M
14Claude Fable 5.1Anthropic$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.

Frequently asked questions

Which is the best AI model for customer support?

DeepSeek V4.1 Flash ($0.525) leads this ranking, followed by Muse Spark 1.3 ($2.00) · GLM-5.3 ($2.15). Data reviewed on Nov 4, 2026.

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

DeepSeek V4.1 Flash: 97.0 LLM Stats index points per dollar, at a blended price of $0.525 per million tokens.

How is this ranking calculated?

models with an LLM Stats overall index of 50 or more, ranked by 3:1 blended price (lowest first). 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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