LLM Reference

Claude Haiku 4.5 vs Kimi K2.7-Code HighSpeed

Claude Haiku 4.5 (2025) and Kimi K2.7-Code HighSpeed (2026) compare a standalone API model against a coding-specialized model. Claude Haiku 4.5 ships a 200k-token context window, while Kimi K2.7-Code HighSpeed ships a 262k-token context window. On pricing, Claude Haiku 4.5 costs $0.80/1M input tokens versus $1.90/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: Claude Haiku 4.5 is standalone API model, while Kimi K2.7-Code HighSpeed is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalClaude Haiku 4.5Kimi K2.7-Code HighSpeed
Product typeStandalone API modelCoding-specialized model
Best formultimodal apps, tool-calling agents, and provider-routed productioncustom coding agents, code generation, and tool loops
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window200k262k
Cheapest output$4/1M tokens$8/1M tokens
Provider routes8 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Claude Haiku 4.5 when...
  • Claude Haiku 4.5 has the lower cheapest tracked output price at $4/1M tokens.
  • Claude Haiku 4.5 has broader tracked provider coverage for fallback and procurement flexibility.
  • Claude Haiku 4.5 uniquely exposes Code execution in local model data.
  • Local decision data tags Claude Haiku 4.5 for Coding, RAG, and Agents.
Choose Kimi K2.7-Code HighSpeed when...
  • Kimi K2.7-Code HighSpeed has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Kimi K2.7-Code HighSpeed uniquely exposes Reasoning in local model data.
  • Local decision data tags Kimi K2.7-Code HighSpeed 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 Claude Haiku 4.5

Claude Haiku 4.5

$1,640

Cheapest tracked route/tier: AWS Bedrock

Kimi K2.7-Code HighSpeed

$3,520

Cheapest tracked route/tier: Moonshot AI Kimi

Estimated monthly gap: $1,880. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Haiku 4.5 -> Kimi K2.7-Code HighSpeed
  • No overlapping tracked provider route is sourced for Claude Haiku 4.5 and Kimi K2.7-Code HighSpeed; plan for SDK, billing, or endpoint changes.
  • Kimi K2.7-Code HighSpeed is $4/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Code execution before moving production traffic.
  • Kimi K2.7-Code HighSpeed adds Reasoning in local capability data.
Kimi K2.7-Code HighSpeed -> Claude Haiku 4.5
  • No overlapping tracked provider route is sourced for Kimi K2.7-Code HighSpeed and Claude Haiku 4.5; plan for SDK, billing, or endpoint changes.
  • Claude Haiku 4.5 is $4/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Claude Haiku 4.5 adds Code execution in local capability data.

Specs

Specification
Released2025-10-012026-06-15
Context window200k262k
Parameters1T
ArchitectureDecoder OnlyMixture of Experts
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-02-

Pricing and availability

Pricing attributeClaude Haiku 4.5Kimi K2.7-Code HighSpeed
Input price$0.80/1M tokens$1.90/1M tokens
Output price$4/1M tokens$8/1M tokens
Providers

Capabilities

CapabilityClaude Haiku 4.5Kimi K2.7-Code HighSpeed
VisionYesYes
MultimodalYesYes
ReasoningNoYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint differs most on reasoning mode: Kimi K2.7-Code HighSpeed and code execution: Claude Haiku 4.5. Both models share vision, multimodal input, function calling, and tool use, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

For cost, Claude Haiku 4.5 lists $0.80/1M input and $4/1M output tokens on the cheapest tracked provider, while Kimi K2.7-Code HighSpeed lists $1.90/1M input and $8/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Claude Haiku 4.5 lower by about $1.97 per million blended tokens. Availability is 8 providers versus 1, so concentration risk also matters.

Choose Claude Haiku 4.5 when coding workflow support, lower input-token cost, and broader provider choice are central to the workload. Choose Kimi K2.7-Code HighSpeed when coding workflow support and larger context windows are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions.

FAQ

Which has a larger context window, Claude Haiku 4.5 or Kimi K2.7-Code HighSpeed?

Kimi K2.7-Code HighSpeed supports 262k tokens, while Claude Haiku 4.5 supports 200k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Claude Haiku 4.5 or Kimi K2.7-Code HighSpeed?

Claude Haiku 4.5 is cheaper on tracked token pricing. Claude Haiku 4.5 costs $0.80/1M input and $4/1M output tokens. Kimi K2.7-Code HighSpeed costs $1.90/1M input and $8/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Claude Haiku 4.5 or Kimi K2.7-Code HighSpeed open source?

Claude Haiku 4.5 is listed under Proprietary. Kimi K2.7-Code HighSpeed is listed under MIT. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, Claude Haiku 4.5 or Kimi K2.7-Code HighSpeed?

Both Claude Haiku 4.5 and Kimi K2.7-Code HighSpeed expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Which is better for multimodal input, Claude Haiku 4.5 or Kimi K2.7-Code HighSpeed?

Both Claude Haiku 4.5 and Kimi K2.7-Code HighSpeed expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Where can I run Claude Haiku 4.5 and Kimi K2.7-Code HighSpeed?

Claude Haiku 4.5 is available on Microsoft Foundry, Anthropic, Snowflake Cortex, AWS Bedrock, and GCP Vertex AI. Kimi K2.7-Code HighSpeed is available on Moonshot AI Kimi. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-22. Data sourced from public model cards and provider documentation.