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BenchLM

Claude Opus 4.5 vs Gemini 3.7 Flash

Updated September 27, 2026. Rank says Gemini 3.7 Flash is ahead. Price, access, and your workload can each overturn that. Public scores include evidence status and uncertainty.

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Decision reading

Gemini 3.7 Flash has the higher public score estimate, 67.66 versus 55.09, but the 90% score intervals overlap. Treat that as a lead, not a settled winner. 1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.

Model A
Anthropic logo

Anthropic

55.09/100

Supported · Public rank #54

90% interval 42.9–67.3

Model B
Google logo

Google

67.66/100

Supported · Public rank #19

90% interval 63.0–72.3

Shared results
1
Claude Opus 4.5 only
44
Gemini 3.7 Flash only
24
Like-for-like categories
0 / 8
Supported: Claude Opus 4.5 and Gemini 3.7 FlashHow the comparison works

Which one for your work

Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.

  • Long documents

    Prompts that approach the documented context limit

    Gemini 3.7 Flash

    Gemini 3.7 Flash has the larger documented context window.

    Confidence: documented
  • Chat turn cost

    1K fresh input + 500 output tokens

    Gemini 3.7 Flash

    Gemini 3.7 Flash has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates
Show secondary and unsupported calls
  • Repository review cost

    50K fresh input + 3K output tokens

    Gemini 3.7 Flash

    Gemini 3.7 Flash has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates
  • Coding work

    Code generation, repair, and software-engineering tasks

    Not enough matched evidence

    Claude Opus 4.5 is scored on Estimated evidence for coding, so the reading is directional rather than like-for-like.

    Confidence: limited
  • Agentic work

    Tool use, computer use, and multi-step task completion

    Not enough matched evidence

    Claude Opus 4.5 is scored on Estimated evidence for agentic, so the reading is directional rather than like-for-like.

    Confidence: limited
  • Cache-heavy agent loop cost

    200K cached + 20K fresh input + 10K output tokens

    Not enough matched evidence

    The page does not recommend a cost winner because at least one model cannot fit the stated workload in one request. Claude Opus 4.5 does not fit this workload in one request. Claude Opus 4.5 has no published cached-input rate, so cached tokens use its listed input rate.

    Confidence: rate-fallback

Which one for a specific job

Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.

The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.

43.5Claude Opus 4.560.3Gemini 3.7 Flash

Directional only · BenchAlign v5.7

Gemini 3.7 Flash scores higher, but at least one score rests on Estimated evidence or a different benchmark set. Directional only, no winner.

Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.

Same basis rules as the category table below

What is actually comparable

Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.

4 categories rest on Estimated evidence or different evidence sets. Those rows remain visible for coverage context but do not name a winner.

Shape of the matched evidence

Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.

Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.

Bars run 0–100 on each benchmark’s normalized display scale

Category results, on a stated basis

Each row shows the public-lane category score for both models: the BenchAlign v5.7 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.

Agentic

Directional only
Claude Opus 4.5
30.9
Estimated · #65/105
Gemini 3.7 Flash
58.6
Supported · #20/105
Basis
BenchAlign v5.7 lane · 15 vs 7 public rows
Reading
Directional only

Coding

Directional only
Claude Opus 4.5
43.5
Estimated · #50/135
Gemini 3.7 Flash
60.3
Supported · #17/135
Basis
BenchAlign v5.7 lane · 5 vs 6 public rows
Reading
Directional only

Multimodal

Directional only
Claude Opus 4.5
23.5
#48/50
Gemini 3.7 Flash
82.6
#10/50
Basis
Provisional lane · 2 vs 1 weighted rows
Reading
Directional only

Knowledge

Directional only
Claude Opus 4.5
49.4
Estimated · #58/158
Gemini 3.7 Flash
71.1
Supported · #10/158
Basis
BenchAlign v5.7 lane · 6 vs 6 public rows
Reading
Directional only

Reasoning

Not comparable
Claude Opus 4.5
73.2
Unranked · 4 rankable rows
Gemini 3.7 Flash
77.8
Unranked · 5 rankable rows
Basis
Provisional lane · 1 vs 1 weighted rows
Reading
Not comparable

Multilingual

Not comparable
Claude Opus 4.5
82.9
#2/12
Gemini 3.7 Flash
Not ranked
Basis
Provisional lane · 1 vs 0 weighted rows
Reading
Not comparable

Instruction following

Not comparable
Claude Opus 4.5
30.6
#114/124
Gemini 3.7 Flash
Not ranked
Basis
Provisional lane · 1 vs 0 weighted rows
Reading
Not comparable

Math

Not comparable
Claude Opus 4.5
57.9
#6/7
Gemini 3.7 Flash
Not ranked
Basis
Provisional lane · 4 vs 0 weighted rows
Reading
Not comparable

Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.7) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.

Supported evidence per lane · bars run 0–100Methodology

What each workload costs

Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.

Chat turn

1K fresh input + 500 output tokens

Claude Opus 4.5
$0.0175
Fits in one request
Gemini 3.7 Flash
$0.00262
Fits in one request

Gemini 3.7 Flash has the lower modeled cost

Costs use the listed standard API rates.

Repository review

50K fresh input + 3K output tokens

Claude Opus 4.5
$0.325
Fits in one request
Gemini 3.7 Flash
$0.04875
Fits in one request

Gemini 3.7 Flash has the lower modeled cost

Costs use the listed standard API rates.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Claude Opus 4.5
$1.35
Does not fit in one request
Cached input priced at the published list-input rate
Gemini 3.7 Flash
$0.0675
Fits in one request

Claude Opus 4.5 does not fit this workload in one request. Claude Opus 4.5 has no published cached-input rate, so cached tokens use its listed input rate.

Cached input falls back to the list input rate only where a cached rate is unpublished

Specification differences

Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.

Cached-input rate

A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.

Claude Opus 4.5

Not published

Gemini 3.7 Flash

$0.075 per 1M cached input tokens

Google Gemini API pricing

Provider availability

Claude Opus 4.5

Not sourced

Gemini 3.7 Flash

Generally Available · Gemini API, Google AI Studio, Gemini App - Spark, Gemini Enterprise App, Gemini Enterprise Agent Platform, Google Antigravity

Google DeepMind Gemini 3.7 Flash model card

Reasoning profile

Claude Opus 4.5

Non-Reasoning

Gemini 3.7 Flash

Reasoning

Weight access

Claude Opus 4.5

Proprietary

Gemini 3.7 Flash

Proprietary

License

Claude Opus 4.5

Proprietary

Gemini 3.7 Flash

Proprietary

Release date

Claude Opus 4.5

2025-11-01

Gemini 3.7 Flash

2026-08-13

If you already use one of these models

Deployment change
The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
Quality signal
Gemini 3.7 Flash has the higher public score estimate, 67.66 versus 55.09, but the 90% score intervals overlap.
Workload cost
Repository review: $0.325 vs $0.04875. Cache-heavy agent loop: $1.35 vs $0.0675.
Context tradeoff
Gemini 3.7 Flash has the larger documented window (1M).
Run the same representative tasks against both endpoints before changing production traffic.

Questions

Which is better, Claude Opus 4.5 or Gemini 3.7 Flash?

Gemini 3.7 Flash has the higher public score estimate, 67.66 versus 55.09, but the 90% score intervals overlap. The higher estimate is not a decisive winner because the uncertainty ranges overlap.

Which is better for coding, Claude Opus 4.5 or Gemini 3.7 Flash?

Gemini 3.7 Flash scores higher for coding on the public lane, 60.3 to 43.5. Claude Opus 4.5 is scored on Estimated evidence for coding, so the reading is directional rather than like-for-like. BenchLM does not name a winner for coding from a directional reading; read the shared benchmark rows directly and test the models on the same task set.

Which is better for agentic tasks, Claude Opus 4.5 or Gemini 3.7 Flash?

Gemini 3.7 Flash scores higher for agentic tasks on the public lane, 58.6 to 30.9. Claude Opus 4.5 is scored on Estimated evidence for agentic tasks, so the reading is directional rather than like-for-like. BenchLM does not name a winner for agentic tasks from a directional reading; read the shared benchmark rows directly and test the models on the same task set.

Which costs less, Claude Opus 4.5 or Gemini 3.7 Flash?

For the stated presets, chat costs $0.0175 on Claude Opus 4.5 and $0.00263 on Gemini 3.7 Flash; repository review costs $0.325 and $0.04875; the cache-heavy agent loop costs $1.35 and $0.0675. Claude Opus 4.5 does not fit this workload in one request. Claude Opus 4.5 has no published cached-input rate, so cached tokens use its listed input rate.

Which has the larger context window, Claude Opus 4.5 or Gemini 3.7 Flash?

Gemini 3.7 Flash has the larger documented context window: 1M, compared with 200K.

Benchmark evidence

The full public result ledger is available for audit without forcing a wide desktop table onto a phone.

Browse raw public benchmark evidence69 rows

Agentic

  • Terminal-Bench 2.0

    Claude Opus 4.559.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • OSWorld-Verified

    Claude Opus 4.566.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • OSWorld

    Claude Opus 4.566.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • Claw-Eval

    Claude Opus 4.559.6%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • QwenClawBench

    Claude Opus 4.552.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • τ³-bench results

    Claude Opus 4.570.2%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • VITA-Bench

    Claude Opus 4.523.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • DeepPlanning

    Claude Opus 4.526.4%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • Toolathlon

    Claude Opus 4.543.5%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • MCP Atlas

    Claude Opus 4.542.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • MCP-Tasks

    Claude Opus 4.571.8%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • WideResearch

    Claude Opus 4.576.4%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • CyberGym

    Claude Opus 4.550.6%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • Gert Labs

    Claude Opus 4.564.23%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • JobBench

    Claude Opus 4.532.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • Terminal-Bench 2.1

    Claude Opus 4.5—
    Gemini 3.7 Flash85.8%
    Source

    Not directly comparable

  • Terminal-Bench 3.0

    Claude Opus 4.5—
    Gemini 3.7 Flash14.9%
    Source

    Not directly comparable

  • AutomationBench

    Claude Opus 4.5—
    Gemini 3.7 Flash30.4%
    Source

    Not directly comparable

  • OSWorld 2.0

    Claude Opus 4.5—
    Gemini 3.7 Flash47.9%
    Source

    Not directly comparable

  • Agents' Last Exam

    Claude Opus 4.5—
    Gemini 3.7 Flash26.3%
    Source

    Not directly comparable

  • Terminal-Bench 2.1 (Vals)

    Claude Opus 4.5—
    Gemini 3.7 Flash77.5%
    Source

    Not directly comparable

  • ApprenticeBench

    Claude Opus 4.5—
    Gemini 3.7 Flash16%
    Source

    Not directly comparable

Coding

  • SWE-bench Verified

    Claude Opus 4.580.9%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • LiveCodeBench v6

    Claude Opus 4.584.8%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • SWE-bench Pro

    Claude Opus 4.557.1%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • SWE Multilingual

    Claude Opus 4.577.5%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • NL2Repo

    Claude Opus 4.543.2%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • FrontierCode 1.1 Main

    Claude Opus 4.5—
    Gemini 3.7 Flash43.6%
    Source

    Not directly comparable

  • DeepSWE

    Claude Opus 4.5—
    Gemini 3.7 Flash65.3%
    Source

    Not directly comparable

  • Terminal-Bench 2.1

    Claude Opus 4.5—
    Gemini 3.7 Flash85.8%
    Source

    Not directly comparable

  • FrontierSWE v2

    Claude Opus 4.5—
    Gemini 3.7 Flash20.3%
    Source

    Not directly comparable

  • LiveCodeBench (Vals)

    Claude Opus 4.5—
    Gemini 3.7 Flash88.7%
    Source

    Not directly comparable

  • SWE-bench (Vals)

    Claude Opus 4.5—
    Gemini 3.7 Flash80.8%
    Source

    Not directly comparable

Reasoning

  • LongBench v2

    Claude Opus 4.564.4%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • AI-Needle

    Claude Opus 4.574%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • MRCR v2 64K-128K

    Claude Opus 4.5—
    Gemini 3.7 Flash97%
    Source

    Not directly comparable

  • ARC-AGI-1

    Claude Opus 4.5—
    Gemini 3.7 Flash95.50%
    Source

    Not directly comparable

  • ARC-AGI-2

    Claude Opus 4.5—
    Gemini 3.7 Flash84.6%
    Source

    Not directly comparable

Multimodal

  • MMMU-Pro

    Claude Opus 4.570.6%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • MathVision

    Claude Opus 4.574.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • CharXiv

    Claude Opus 4.568.5%
    Source
    Gemini 3.7 Flash88.7%
    Source

    Gemini 3.7 Flash leads this result

  • VideoMMMU

    Claude Opus 4.584.4%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • ScreenSpot Pro

    Claude Opus 4.545.7%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • V*

    Claude Opus 4.567.0%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • CharXiv w/o tools

    Claude Opus 4.5—
    Gemini 3.7 Flash84.5%
    Source

    Not directly comparable

  • LVBench

    Claude Opus 4.5—
    Gemini 3.7 Flash85.4%
    Source

    Not directly comparable

Knowledge

  • GPQA

    Claude Opus 4.587%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • SuperGPQA

    Claude Opus 4.570.6%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • MMLU-Pro

    Claude Opus 4.589.5%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • MMLU-Redux

    Claude Opus 4.596.6%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • C-Eval

    Claude Opus 4.592.2%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • HLE

    Claude Opus 4.530.8%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • HLE-Verified

    Claude Opus 4.5—
    Gemini 3.7 Flash53.6%
    Source

    Not directly comparable

  • LABBench2

    Claude Opus 4.5—
    Gemini 3.7 Flash82.1%
    Source

    Not directly comparable

  • BioMysteryBench (human-solvable)

    Claude Opus 4.5—
    Gemini 3.7 Flash87.1%
    Source

    Not directly comparable

  • BioMysteryBench (human-difficult)

    Claude Opus 4.5—
    Gemini 3.7 Flash43.5%
    Source

    Not directly comparable

  • GPQA Diamond (Vals)

    Claude Opus 4.5—
    Gemini 3.7 Flash93.9%
    Source

    Not directly comparable

  • MMLU-Pro (Vals)

    Claude Opus 4.5—
    Gemini 3.7 Flash90.1%
    Source

    Not directly comparable

Multilingual

  • MMLU-ProX

    Claude Opus 4.585.7%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • NOVA-63

    Claude Opus 4.556.7%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

Instruction following

  • IFEval

    Claude Opus 4.590.9%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • IFBench

    Claude Opus 4.558%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

Math

  • AIME26

    Claude Opus 4.595.1%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • HMMT Feb 2025

    Claude Opus 4.592.9%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • HMMT Nov 2025

    Claude Opus 4.593.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • HMMT Feb 2026

    Claude Opus 4.585.3%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • MMAnswerBench

    Claude Opus 4.584.0%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • FrontierMath v2 (Tiers 1-3)

    Claude Opus 4.520.690%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

  • FrontierMath v2 (Tier 4)

    Claude Opus 4.54.167%
    Source
    Gemini 3.7 Flash—

    Not directly comparable

69 public results · 1 shared

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Last updated September 27, 2026