LLM Reference

Claude 3.7 Sonnet vs Gemini 2.5 Flash

Claude 3.7 Sonnet (2024) and Gemini 2.5 Flash (2025) are frontier reasoning models from Anthropic and Google DeepMind. Claude 3.7 Sonnet ships a 200k-token context window, while Gemini 2.5 Flash ships a 1m-token context window. On MMLU PRO, Gemini 2.5 Flash leads by 8.1 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 3.7 Sonnet only for coding workflow support.

Decision scorecard

Local evidence first
SignalClaude 3.7 SonnetGemini 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 window200k1m
Cheapest output$15/1M tokens$2.50/1M tokens
Provider routes6 tracked6 tracked
Shared benchmarks5 sharedMMLU PRO leader

Decision tradeoffs

Choose Claude 3.7 Sonnet when...
  • Claude 3.7 Sonnet holds a shared-benchmark lead on HumanEval, ahead by 2.9 points.
  • Claude 3.7 Sonnet uniquely exposes Reasoning in local model data.
  • Local decision data tags Claude 3.7 Sonnet 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 8.1 points.
  • Gemini 2.5 Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • 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 3.7 Sonnet

$6,150

Cheapest tracked route/tier: GCP Vertex AI

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 3.7 Sonnet -> Gemini 2.5 Flash
  • Provider overlap exists on GCP Vertex AI, Replicate API, and OpenRouter; 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 before moving production traffic.
Gemini 2.5 Flash -> Claude 3.7 Sonnet
  • Provider overlap exists on GCP Vertex AI, Replicate API, and OpenRouter; start route-level A/B tests there.
  • Claude 3.7 Sonnet is $12.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Claude 3.7 Sonnet adds Reasoning in local capability data.

Specs

Specification
Released2024-03-042025-06-17
Context window200k1m
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2024-112025-01

Pricing and availability

Pricing attributeClaude 3.7 SonnetGemini 2.5 Flash
Input price$3/1M tokens$0.30/1M tokens
Output price$15/1M tokens$2.50/1M tokens
Providers

Capabilities

CapabilityClaude 3.7 SonnetGemini 2.5 Flash
VisionYesYes
MultimodalYesYes
ReasoningYesNo
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkClaude 3.7 SonnetGemini 2.5 Flash
MMLU PRO80.388.4
LiveCodeBench68.976.2
Massive Multi-discipline Multimodal Understanding75.079.7
HumanEval93.090.1
Aider Polyglot64.955.1

Continue comparing

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