LLM Reference

Claude Sonnet 4.6 vs Gemini 2.5 Pro

Claude Sonnet 4.6 (2026) and Gemini 2.5 Pro (2025) are frontier-tier reasoning models from Anthropic and Google DeepMind. Claude Sonnet 4.6 ships a 1m-token context window, while Gemini 2.5 Pro ships a 1m-token context window. On MMLU PRO, Claude Sonnet 4.6 leads by 1.1 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Claude Sonnet 4.6 is safer overall; choose Gemini 2.5 Pro when coding workflow support matters.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.6Gemini 2.5 Pro
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m1m
Cheapest output$15/1M tokens$10/1M tokens
Provider routes6 tracked4 tracked
Shared benchmarksMMLU PRO leader10 shared

Decision tradeoffs

Choose Claude Sonnet 4.6 when...
  • Claude Sonnet 4.6 holds a shared-benchmark lead on MMLU PRO, ahead by 1.1 points.
  • Claude Sonnet 4.6 has broader tracked provider coverage for fallback and route flexibility.
  • Claude Sonnet 4.6 uniquely exposes Computer use and Parallel agents in local model data.
  • Local decision data tags Claude Sonnet 4.6 for Coding, RAG, and Agents.
Choose Gemini 2.5 Pro when...
  • Gemini 2.5 Pro has the lower cheapest tracked output price at $10/1M tokens.
  • Local decision data tags Gemini 2.5 Pro 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 Gemini 2.5 Pro

Claude Sonnet 4.6

$6,150

Cheapest tracked route/tier: OpenRouter

Gemini 2.5 Pro

$3,500

Cheapest tracked route/tier: Google AI Studio <=200K tokens

Estimated monthly gap: $2,650. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Sonnet 4.6 -> Gemini 2.5 Pro
  • Provider overlap exists on GCP Vertex AI, OpenRouter, and Vercel AI Gateway; start route-level A/B tests there.
  • Gemini 2.5 Pro is $5/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Computer use and Parallel agents before moving production traffic.
Gemini 2.5 Pro -> Claude Sonnet 4.6
  • Provider overlap exists on OpenRouter, GCP Vertex AI, and Vercel AI Gateway; start route-level A/B tests there.
  • Claude Sonnet 4.6 is $5/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Sonnet 4.6 adds Computer use and Parallel agents in local capability data.

Specs

Specification
Released2026-02-172025-06-17
Context window1m1m
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-082025-01

Pricing and availability

Pricing attributeClaude Sonnet 4.6Gemini 2.5 Pro
Input price$3/1M tokens
<=200K tokens
$1.25/1M tokens
Standard Gemini 2.5 Pro pricing for prompts up to 200K tokens.
>200K tokens
$2.50/1M tokens
Higher Gemini 2.5 Pro tier for prompts above 200K tokens.
Output price$15/1M tokens
<=200K tokens
$10/1M tokens
Standard Gemini 2.5 Pro pricing for prompts up to 200K tokens.
>200K tokens
$15/1M tokens
Higher Gemini 2.5 Pro tier for prompts above 200K tokens.
Providers

Capabilities

CapabilityClaude Sonnet 4.6Gemini 2.5 Pro
VisionYesYes
MultimodalYesYes
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useYesNo
Parallel agentsYesNo

Benchmarks

BenchmarkClaude Sonnet 4.6Gemini 2.5 Pro
MMLU PRO87.386.2
SWE-bench Verified79.663.8
Google-Proof Q&A89.986.4
AIME 202594.086.7
LiveCodeBench80.075.6
Massive Multi-discipline Multimodal Understanding83.681.7
Humanity's Last Exam33.218.8
HumanEval98.093.1
Chatbot Arena1459.01398.0
Terminal-Bench 2.059.132.6

Continue comparing

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