LLM Reference

Claude Sonnet 4.6 vs Gemini 2.5 Flash

Claude Sonnet 4.6 (2026) and Gemini 2.5 Flash (2025) are frontier reasoning models from Anthropic and Google DeepMind. Claude Sonnet 4.6 ships a 1m-token context window, while Gemini 2.5 Flash ships a 1m-token context window. On MMLU PRO, Gemini 2.5 Flash 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.

Gemini 2.5 Flash is ~900% cheaper at $0.30/1M; pay for Claude Sonnet 4.6 only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude Sonnet 4.6Gemini 2.5 Flash
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsmultimodal apps, tool-calling agents, and long-context analysis
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m1m
Cheapest output$15/1M tokens$2.50/1M tokens
Provider routes6 tracked6 tracked
Shared benchmarks6 sharedMMLU PRO leader

Decision tradeoffs

Choose Claude Sonnet 4.6 when...
  • Claude Sonnet 4.6 holds a shared-benchmark lead on Google-Proof Q&A, ahead by 7.1 points.
  • Claude Sonnet 4.6 uniquely exposes Reasoning, 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 Flash when...
  • Gemini 2.5 Flash holds a shared-benchmark lead on MMLU PRO, ahead by 1.1 points.
  • Gemini 2.5 Flash has the lower cheapest tracked output price at $2.50/1M tokens.
  • Local decision data tags Gemini 2.5 Flash 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 Flash

Claude Sonnet 4.6

$6,150

Cheapest tracked route/tier: OpenRouter

Gemini 2.5 Flash

$865

Cheapest tracked route/tier: Google AI Studio

Estimated monthly gap: $5,285. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Claude Sonnet 4.6 -> Gemini 2.5 Flash
  • Provider overlap exists on GCP Vertex AI, OpenRouter, and Vercel AI Gateway; start route-level A/B tests there.
  • Gemini 2.5 Flash is $12.50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning, Computer use, and Parallel agents before moving production traffic.
Gemini 2.5 Flash -> 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 $12.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude Sonnet 4.6 adds Reasoning, 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 Flash
Input price$3/1M tokens$0.30/1M tokens
Output price$15/1M tokens$2.50/1M tokens
Providers

Capabilities

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

Benchmarks

BenchmarkClaude Sonnet 4.6Gemini 2.5 Flash
MMLU PRO87.388.4
Google-Proof Q&A89.982.8
LiveCodeBench80.076.2
Massive Multi-discipline Multimodal Understanding83.679.7
HumanEval98.090.1
Chatbot Arena1459.01320.0

Continue comparing

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