LLM Reference

Grok 4.20 vs Kimi K2.5

Grok 4.20 (2026) and Kimi K2.5 (2026) compare a standalone API model against a coding-specialized model. Grok 4.20 ships a 1m-token context window, while Kimi K2.5 ships a 256k-token context window. On SWE-bench Verified, Kimi K2.5 leads by 0.1 pts. On pricing, Kimi K2.5 costs $0.44/1M input tokens versus $1.25/1M 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: Grok 4.20 is standalone API model, while Kimi K2.5 is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalGrok 4.20Kimi K2.5
Product typeStandalone API modelCoding-specialized model
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentscustom coding agents, code generation, and tool loops
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m256k
Cheapest output$2.50/1M tokens$2/1M tokens
Provider routes2 tracked10 tracked
Shared benchmarks4 rowsSWE-bench Verified leader

Decision tradeoffs

Choose Grok 4.20 when...
  • Grok 4.20 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 0.1 points.
  • Grok 4.20 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Grok 4.20 uniquely exposes Reasoning and Tool use in local model data.
  • Local decision data tags Grok 4.20 for Coding, RAG, and Agents.
Choose Kimi K2.5 when...
  • Kimi K2.5 holds a shared-benchmark lead on SWE-bench Verified, ahead by 0.1 points.
  • Kimi K2.5 has the lower cheapest tracked output price at $2/1M tokens.
  • Kimi K2.5 has broader tracked provider coverage for fallback and procurement flexibility.
  • Local decision data tags Kimi K2.5 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 K2.5

Grok 4.20

$1,625

Cheapest tracked route/tier: xAI Console

Kimi K2.5

$852

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $773. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Grok 4.20 -> Kimi K2.5
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Kimi K2.5 is $0.50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning and Tool use before moving production traffic.
Kimi K2.5 -> Grok 4.20
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Grok 4.20 is $0.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Grok 4.20 adds Reasoning and Tool use in local capability data.

Specs

Specification
Released2026-02-172026-03-15
Context window1m256k
Parameters1T (MoE, 384 experts)
Architecture-mixture of experts
LicenseProprietaryProprietary
OpennessProprietaryProprietary
Commercial useCommercial use with conditionsCommercial use with conditions
Knowledge cutoff2024-11-

Pricing and availability

Pricing attributeGrok 4.20Kimi K2.5
Input price$1.25/1M tokens$0.44/1M tokens
Output price$2.50/1M tokens$2/1M tokens
Providers

Capabilities

CapabilityGrok 4.20Kimi K2.5
VisionYesYes
MultimodalYesYes
ReasoningYesNo
Function callingYesYes
Tool useYesNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGrok 4.20Kimi K2.5
SWE-bench Verified76.776.8
Google-Proof Q&A88.087.9
Humanity's Last Exam32.250.2
τ-bench78.974.2

Deep dive

On shared benchmark coverage, SWE-bench Verified has Grok 4.20 at 76.7 and Kimi K2.5 at 76.8, with Kimi K2.5 ahead by 0.1 points; Google-Proof Q&A has Grok 4.20 at 88 and Kimi K2.5 at 87.9, with Grok 4.20 ahead by 0.1 points; Humanity's Last Exam has Grok 4.20 at 32.2 and Kimi K2.5 at 50.2, with Kimi K2.5 ahead by 18 points. The largest visible gap is 18 points on Humanity's Last Exam, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.

The capability footprint differs most on reasoning mode: Grok 4.20 and tool use: Grok 4.20. Both models share vision, multimodal input, function calling, and structured outputs, 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, Grok 4.20 lists $1.25/1M input and $2.50/1M output tokens on the cheapest tracked provider, while Kimi K2.5 lists $0.44/1M input and $2/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Kimi K2.5 lower by about $0.72 per million blended tokens. Availability is 2 providers versus 10, so concentration risk also matters.

Choose Grok 4.20 when reasoning depth and larger context windows are central to the workload. Choose Kimi K2.5 when coding workflow support, lower input-token cost, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, Grok 4.20 or Kimi K2.5?

Grok 4.20 supports 1m tokens, while Kimi K2.5 supports 256k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Grok 4.20 or Kimi K2.5?

Kimi K2.5 is cheaper on tracked token pricing. Grok 4.20 costs $1.25/1M input and $2.50/1M output tokens. Kimi K2.5 costs $0.44/1M input and $2/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Grok 4.20 or Kimi K2.5 open source?

Grok 4.20 is listed under Proprietary. Kimi K2.5 is listed under Proprietary. 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, Grok 4.20 or Kimi K2.5?

Both Grok 4.20 and Kimi K2.5 expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, Grok 4.20 or Kimi K2.5?

Both Grok 4.20 and Kimi K2.5 expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Where can I run Grok 4.20 and Kimi K2.5?

Grok 4.20 is available on xAI Console and OpenRouter. Kimi K2.5 is available on Cloudflare Workers AI, Fireworks AI, OpenRouter, Together AI, and NVIDIA NIM. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-04. Data sourced from public model cards and provider documentation.