LLM Reference

GPT-5.1 Codex Max vs Kimi K2.6

GPT-5.1 Codex Max (2025) and Kimi K2.6 (2026) are agentic coding models from OpenAI and Moonshot AI. GPT-5.1 Codex Max ships a not-yet-sourced context window, while Kimi K2.6 ships a 262k-token context window. On pricing, Kimi K2.6 costs $0.73/1M input tokens versus $1.25/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Kimi K2.6 is ~71% cheaper at $0.73/1M; pay for GPT-5.1 Codex Max only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-5.1 Codex MaxKimi K2.6
Best forcustom coding agents, code generation, and tool loopscustom coding agents, code generation, and tool loops
Decision fitCoding, Agents, and VisionCoding, RAG, and Agents
Context window—262k
Cheapest output$10/1M tokens$3.49/1M tokens
Provider routes3 tracked9 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-5.1 Codex Max when...
  • Local decision data tags GPT-5.1 Codex Max for Coding, Agents, and Vision.
Choose Kimi K2.6 when...
  • Kimi K2.6 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Kimi K2.6 has the lower cheapest tracked output price at $3.49/1M tokens.
  • Kimi K2.6 has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Kimi K2.6 for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Kimi K2.6

GPT-5.1 Codex Max

$3,500

Cheapest tracked route/tier: Vercel AI Gateway

Kimi K2.6

$1,457

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $2,044. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.1 Codex Max -> Kimi K2.6
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Kimi K2.6 is $6.51/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Kimi K2.6 -> GPT-5.1 Codex Max
  • Provider overlap exists on Vercel AI Gateway and OpenRouter; start route-level A/B tests there.
  • GPT-5.1 Codex Max is $6.51/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2025-11-192026-04-20
Context window—262k
Parameters—1T
Architecture-Mixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedAvailable·Moonshot Modified MIT License
CodeUnknownAvailable·Moonshot Modified MIT License
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2024-092025-04

Pricing and availability

Pricing attributeGPT-5.1 Codex MaxKimi K2.6
Input price$1.25/1M tokens$0.73/1M tokens
Output price$10/1M tokens$3.49/1M tokens
Providers

Capabilities

CapabilityGPT-5.1 Codex MaxKimi K2.6
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-06-30. Data sourced from public model cards and provider documentation.