LLM Reference

Gemini 2.5 Pro vs Gemini 3.5 Flash

Gemini 2.5 Pro (2025) and Gemini 3.5 Flash (2026) are frontier-tier reasoning models from Google DeepMind. Gemini 2.5 Pro ships a 1m-token context window, while Gemini 3.5 Flash ships a 1.05m-token context window. On SWE-bench Verified, Gemini 3.5 Flash leads by 14.2 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Pick Gemini 3.5 Flash for coding; Gemini 2.5 Pro is better when coding workflow support matters more.

Decision scorecard

Local evidence first
SignalGemini 2.5 ProGemini 3.5 Flash
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 window1m1.05m
Cheapest output$10/1M tokens$9/1M tokens
Provider routes4 tracked4 tracked
Shared benchmarks6 sharedSWE-bench Verified leader

Decision tradeoffs

Choose Gemini 2.5 Pro when...
  • Gemini 2.5 Pro holds a shared-benchmark lead on HumanEval, ahead by 1.1 points.
  • Local decision data tags Gemini 2.5 Pro for Coding, RAG, and Agents.
Choose Gemini 3.5 Flash when...
  • Gemini 3.5 Flash holds a shared-benchmark lead on SWE-bench Verified, ahead by 14.2 points.
  • Gemini 3.5 Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 3.5 Flash has the lower cheapest tracked output price at $9/1M tokens.
  • Local decision data tags Gemini 3.5 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 3.5 Flash

Gemini 2.5 Pro

$3,500

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

Gemini 3.5 Flash

$3,450

Cheapest tracked route/tier: Google AI Studio

Estimated monthly gap: $50.00. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 2.5 Pro -> Gemini 3.5 Flash
  • Provider overlap exists on Google AI Studio, GCP Vertex AI, and Vercel AI Gateway; start route-level A/B tests there.
  • Gemini 3.5 Flash is $1/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Gemini 3.5 Flash -> Gemini 2.5 Pro
  • Provider overlap exists on Google AI Studio, GCP Vertex AI, and OpenRouter; start route-level A/B tests there.
  • Gemini 2.5 Pro is $1/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2025-06-172026-05-19
Context window1m1.05m
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-012025-01

Pricing and availability

Pricing attributeGemini 2.5 ProGemini 3.5 Flash
Input price
<=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.
$1.50/1M tokens
Output price
<=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.
$9/1M tokens
Providers

Capabilities

CapabilityGemini 2.5 ProGemini 3.5 Flash
VisionYesYes
MultimodalYesYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGemini 2.5 ProGemini 3.5 Flash
SWE-bench Verified63.878.0
Google-Proof Q&A86.492.2
Massive Multi-discipline Multimodal Understanding81.783.6
Humanity's Last Exam18.840.2
HumanEval93.192.0
Terminal-Bench 2.032.676.2

Deep dive

On shared benchmark coverage, SWE-bench Verified has Gemini 2.5 Pro at 63.8 and Gemini 3.5 Flash at 78, with Gemini 3.5 Flash ahead by 14.2 points; Google-Proof Q&A has Gemini 2.5 Pro at 86.4 and Gemini 3.5 Flash at 92.2, with Gemini 3.5 Flash ahead by 5.8 points; Massive Multi-discipline Multimodal Understanding has Gemini 2.5 Pro at 81.7 and Gemini 3.5 Flash at 83.6, with Gemini 3.5 Flash ahead by 1.9 points. The largest visible gap is 14.2 points on SWE-bench Verified, 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 is close: both models cover vision, multimodal input, reasoning mode, function calling, and tool use. That makes context budget, benchmark fit, and provider maturity more important than a simple checklist. If your application depends on one integration detail, verify it against the provider route you plan to use, not just the base model listing.

For cost, Gemini 2.5 Pro lists tiered pricing: <=200K tokens is $1.25/1M input and $10/1M output; >200K tokens is $2.50/1M input and $15/1M output, while Gemini 3.5 Flash lists $1.50/1M input and $9/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Gemini 3.5 Flash lower by about $0.13 per million blended tokens. For tiered rows, this cheapest-track view can understate interactive or fast-lane spend, so compare the tier you will actually use. Availability is 4 providers versus 4, so concentration risk also matters.

Choose Gemini 2.5 Pro when coding workflow support and lower cheapest-tier input-token cost are central to the workload. Choose Gemini 3.5 Flash 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.

FAQ

Which has a larger context window, Gemini 2.5 Pro or Gemini 3.5 Flash?

Gemini 3.5 Flash supports 1.05m tokens, while Gemini 2.5 Pro supports 1m tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Gemini 2.5 Pro or Gemini 3.5 Flash?

Gemini 2.5 Pro lists tiered pricing: <=200K tokens is $1.25/1M input and $10/1M output; >200K tokens is $2.50/1M input and $15/1M output. Gemini 3.5 Flash lists $1.50/1M input and $9/1M output tokens on the cheapest tracked provider. Compare the tier you will actually use; cheap async pricing can overstate savings for interactive workflows. Provider discounts or batch pricing can still change the final bill.

Is Gemini 2.5 Pro or Gemini 3.5 Flash open source?

Gemini 2.5 Pro is listed under Proprietary. Gemini 3.5 Flash 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, Gemini 2.5 Pro or Gemini 3.5 Flash?

Both Gemini 2.5 Pro and Gemini 3.5 Flash 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, Gemini 2.5 Pro or Gemini 3.5 Flash?

Both Gemini 2.5 Pro and Gemini 3.5 Flash 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 Gemini 2.5 Pro and Gemini 3.5 Flash?

Gemini 2.5 Pro is available on Google AI Studio, GCP Vertex AI, OpenRouter, and Vercel AI Gateway. Gemini 3.5 Flash is available on Google AI Studio, GCP Vertex AI, Vercel AI Gateway, and OpenRouter. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.