LLM Reference

Claude 3.7 Sonnet vs Kimi K2 Instruct

Claude 3.7 Sonnet (2024) and Kimi K2 Instruct (2025) are frontier-tier reasoning models from Anthropic and Moonshot AI. Claude 3.7 Sonnet ships a 200k-token context window, while Kimi K2 Instruct ships a 131k-token context window. On pricing, Kimi K2 Instruct costs $0.57/1M input tokens versus $3/1M 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 Instruct is ~426% cheaper at $0.57/1M; pay for Claude 3.7 Sonnet only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude 3.7 SonnetKimi K2 Instruct
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps and provider-routed production
Decision fitCoding, RAG, and AgentsRAG, Long context, and Classification
Context window200k131k
Cheapest output$15/1M tokens$2.30/1M tokens
Provider routes6 tracked5 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude 3.7 Sonnet when...
  • Claude 3.7 Sonnet has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Claude 3.7 Sonnet has broader tracked provider coverage for fallback and route flexibility.
  • Claude 3.7 Sonnet uniquely exposes Vision, Multimodal, and JSON / Tool use in local model data.
  • Local decision data tags Claude 3.7 Sonnet for Coding, RAG, and Agents.
Choose Kimi K2 Instruct when...
  • Kimi K2 Instruct has the lower cheapest tracked output price at $2.30/1M tokens.
  • Local decision data tags Kimi K2 Instruct for RAG, Long context, and Classification.

Monthly cost at traffic

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

Lower estimate Kimi K2 Instruct

Claude 3.7 Sonnet

$6,150

Cheapest tracked route/tier: GCP Vertex AI

Kimi K2 Instruct

$1,031

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $5,119. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude 3.7 Sonnet -> Kimi K2 Instruct
  • No overlapping tracked provider route is sourced for Claude 3.7 Sonnet and Kimi K2 Instruct; plan for SDK, billing, or endpoint changes.
  • Kimi K2 Instruct is $12.70/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and JSON / Tool use before moving production traffic.
Kimi K2 Instruct -> Claude 3.7 Sonnet
  • No overlapping tracked provider route is sourced for Kimi K2 Instruct and Claude 3.7 Sonnet; plan for SDK, billing, or endpoint changes.
  • Claude 3.7 Sonnet is $12.70/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude 3.7 Sonnet adds Vision, Multimodal, and JSON / Tool use in local capability data.

Specs

Specification
Released2024-03-042025-09-05
Context window200k131k
Parameters1T total, 32B active (MoE)
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2024-11-

Pricing and availability

Pricing attributeClaude 3.7 SonnetKimi K2 Instruct
Input price$3/1M tokens$0.57/1M tokens
Output price$15/1M tokens$2.30/1M tokens
Providers

Capabilities

CapabilityClaude 3.7 SonnetKimi K2 Instruct
VisionYesNo
MultimodalYesNo
ReasoningYesYes
JSON / Tool useYesNo
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-07-26. Data sourced from public model cards and provider documentation.