Agentic
Directional only- Claude Opus 4.7 (Adaptive)
- 75.1
- Gemini 3.5 Flash
- 77.2
- Weighted basis
- 3 vs 2 rows
- Reading
- Directional only
Claude Opus 4.7 (Adaptive) vs Gemini 3.5 Flash
Updated August 17, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.
Decision reading
Claude Opus 4.7 (Adaptive) has the higher public score estimate, 72.13 versus 64.67, but the 90% score intervals overlap. Treat that as a lead, not a settled winner.
9 results are shared. Category rows based on different benchmark sets are marked directional and do not name a winner.
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.
Chat turn cost
1K fresh input + 500 output tokens
Gemini 3.5 Flash
Gemini 3.5 Flash has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.
Confidence: listed-rates
Cache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Gemini 3.5 Flash
Gemini 3.5 Flash has the lower estimated token cost for this stated workload. Claude Opus 4.7 (Adaptive) has no published cached-input rate, so cached tokens use its listed input rate.
Confidence: rate-fallback
Show secondary and unsupported calls
Repository review cost
50K fresh input + 3K output tokens
Gemini 3.5 Flash
Gemini 3.5 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
The category averages use different weighted benchmark sets, so they are directional rather than like-for-like.
Confidence: limited
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
The category averages use different weighted benchmark sets, so they are directional rather than like-for-like.
Confidence: limited
Long documents
Prompts that approach the documented context limit
No clear pick
The documented context windows are equal.
Confidence: documented
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
12 Claude Opus 4.7 (Adaptive) only
9 Shared
14 Gemini 3.5 Flash only
- Shared results
- 9
- Claude Opus 4.7 (Adaptive) only
- 12
- Gemini 3.5 Flash only
- 14
- Like-for-like categories
- 0 / 8
5 categories use different evidence sets. Those rows remain visible for coverage context but do not name a winner.
Category results, on a stated basis
Each row states whether both averages use the same weighted benchmark set. Directional and not-comparable rows remain visible, but they never receive a winner in this template.
Coding
Directional only- Claude Opus 4.7 (Adaptive)
- 78.6
- Gemini 3.5 Flash
- 55.1
- Weighted basis
- 2 vs 1 rows
- Reading
- Directional only
Reasoning
Directional only- Claude Opus 4.7 (Adaptive)
- 75.8
- Gemini 3.5 Flash
- 74.7
- Weighted basis
- 1 vs 2 rows
- Reading
- Directional only
Knowledge
Directional only- Claude Opus 4.7 (Adaptive)
- 60.0
- Gemini 3.5 Flash
- 40.2
- Weighted basis
- 2 vs 1 rows
- Reading
- Directional only
Multimodal
Directional only- Claude Opus 4.7 (Adaptive)
- 65.1
- Gemini 3.5 Flash
- 83.8
- Weighted basis
- 2 vs 2 rows
- Reading
- Directional only
Math
Not comparable- Claude Opus 4.7 (Adaptive)
- Not measured
- Gemini 3.5 Flash
- 32.9
- Weighted basis
- 0 vs 2 rows
- Reading
- Not comparable
Multilingual
Not comparable- Claude Opus 4.7 (Adaptive)
- Not measured
- Gemini 3.5 Flash
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Instruction following
Not comparable- Claude Opus 4.7 (Adaptive)
- Not measured
- Gemini 3.5 Flash
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
| Category | Claude Opus 4.7 (Adaptive) | Gemini 3.5 Flash | Weighted basis | Reading |
|---|---|---|---|---|
| Agentic | 75.1 | 77.2 | Directional only3 vs 2 rows | Directional only |
| Coding | 78.6 | 55.1 | Directional only2 vs 1 rows | Directional only |
| Reasoning | 75.8 | 74.7 | Directional only1 vs 2 rows | Directional only |
| Knowledge | 60.0 | 40.2 | Directional only2 vs 1 rows | Directional only |
| Multimodal | 65.1 | 83.8 | Directional only2 vs 2 rows | Directional only |
| Math | Not measured | 32.9 | Not comparable0 vs 2 rows | Not comparable |
| Multilingual | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Instruction following | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
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.
HLE
Knowledge
Claude Opus 4.7 (Adaptive): 54.7%Gemini 3.5 Flash: 40.2%Normalized gap 14.5Claude Opus 4.7 (Adaptive) source Gemini 3.5 Flash sourceSWE-bench Pro
Coding
Claude Opus 4.7 (Adaptive): 64.3%Gemini 3.5 Flash: 55.1%Normalized gap 9.2Claude Opus 4.7 (Adaptive) source Gemini 3.5 Flash sourceTerminal-Bench 2.0
Agentic
Claude Opus 4.7 (Adaptive): 69.4%Gemini 3.5 Flash: 76.2%Normalized gap 6.8Claude Opus 4.7 (Adaptive) source Gemini 3.5 Flash sourceCharXiv
Multimodal
Claude Opus 4.7 (Adaptive): 91%Gemini 3.5 Flash: 84.2%Normalized gap 6.8Claude Opus 4.7 (Adaptive) source Gemini 3.5 Flash sourceARC-AGI-2
Reasoning
Claude Opus 4.7 (Adaptive): 75.8%Gemini 3.5 Flash: 72.1%Normalized gap 3.7Claude Opus 4.7 (Adaptive) source Gemini 3.5 Flash source
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 4.7 (Adaptive)
- $0.0175
- Fits in one request
- Gemini 3.5 Flash
- $0.006
- Fits in one request
Gemini 3.5 Flash has the lower modeled cost
Costs use the listed standard API rates.
Repository review
50K fresh input + 3K output tokens
- Claude Opus 4.7 (Adaptive)
- $0.325
- Fits in one request
- Gemini 3.5 Flash
- $0.102
- Fits in one request
Gemini 3.5 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 4.7 (Adaptive)
- $1.35
- Fits in one request
- Cached input priced at the published list-input rate
- Gemini 3.5 Flash
- $0.15
- Fits in one request
Gemini 3.5 Flash has the lower modeled cost
Claude Opus 4.7 (Adaptive) has no published cached-input rate, so cached tokens use its listed input rate.
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationClaude Opus 4.7 (Adaptive)Gemini 3.5 Flash
Context window
Maximum documented context; output-token limits may be lower.
Claude Opus 4.7 (Adaptive)
1M
Gemini 3.5 Flash
API model ID
Claude Opus 4.7 (Adaptive)
Not sourced
Gemini 3.5 Flash
gemini-3.5-flash
Google Gemini API pricingCached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Claude Opus 4.7 (Adaptive)
Not published
Gemini 3.5 Flash
$0.15 per 1M cached input tokens
Google Gemini API pricingDocumented inputs
Claude Opus 4.7 (Adaptive)
Not sourced
Gemini 3.5 Flash
Not sourced
Documented outputs
Claude Opus 4.7 (Adaptive)
Not sourced
Gemini 3.5 Flash
Not sourced
Provider availability
Claude Opus 4.7 (Adaptive)
Not sourced
Gemini 3.5 Flash
Not sourced
Reasoning profile
Claude Opus 4.7 (Adaptive)
Reasoning
Gemini 3.5 Flash
Reasoning
Weight access
Claude Opus 4.7 (Adaptive)
Proprietary
Gemini 3.5 Flash
Proprietary
License
Claude Opus 4.7 (Adaptive)
Proprietary
Gemini 3.5 Flash
Proprietary
Release date
Claude Opus 4.7 (Adaptive)
2026-04-16
Gemini 3.5 Flash
2026-05-19
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
- Claude Opus 4.7 (Adaptive) has the higher public score estimate, 72.13 versus 64.67, but the 90% score intervals overlap.
- Workload cost
- Repository review: $0.325 vs $0.102. Cache-heavy agent loop: $1.35 vs $0.15.
- Context tradeoff
- Both models list 1M.
Run the same representative tasks against both endpoints before changing production traffic.
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence35 rows
Agentic
Terminal-Bench 2.0
Claude Opus 4.7 (Adaptive)69.4%SourceGemini 3.5 Flash76.2%SourceGemini 3.5 Flash leads this result
BrowseComp
Claude Opus 4.7 (Adaptive)79.3%SourceGemini 3.5 Flash—Not directly comparable
MCP Atlas
Claude Opus 4.7 (Adaptive)77.3%SourceGemini 3.5 Flash83.6%SourceGemini 3.5 Flash leads this result
OSWorld-Verified
Claude Opus 4.7 (Adaptive)78%SourceGemini 3.5 Flash78.4%SourceGemini 3.5 Flash leads this result
CyberGym
Claude Opus 4.7 (Adaptive)73.1%SourceGemini 3.5 Flash—Not directly comparable
OSWorld 2.0
Claude Opus 4.7 (Adaptive)18.2%SourceGemini 3.5 Flash—Not directly comparable
JobBench
Claude Opus 4.7 (Adaptive)45.9%SourceGemini 3.5 Flash—Not directly comparable
Toolathlon
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash56.5%SourceNot directly comparable
Finance Agent v2
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash57.9%SourceNot directly comparable
Gert Labs
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash61.85%SourceNot directly comparable
ResearchClawBench
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash18.0%SourceNot directly comparable
Coding
SWE-bench Verified
Claude Opus 4.7 (Adaptive)87.6%SourceGemini 3.5 Flash—Not directly comparable
SWE-bench Pro
Claude Opus 4.7 (Adaptive)64.3%SourceGemini 3.5 Flash55.1%SourceClaude Opus 4.7 (Adaptive) leads this result
Terminal-Bench 2.0
Claude Opus 4.7 (Adaptive)69.4%SourceGemini 3.5 Flash76.2%SourceGemini 3.5 Flash leads this result
Vibe Code Bench
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash48.68%SourceNot directly comparable
cursorBench31
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash49.8%SourceNot directly comparable
cursorBench32
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash48.8%SourceNot directly comparable
EEBench
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash34.3%SourceNot directly comparable
Reasoning
MRCR v2 128K-256K
Claude Opus 4.7 (Adaptive)59.2%SourceGemini 3.5 Flash—Not directly comparable
ARC-AGI-2
Claude Opus 4.7 (Adaptive)75.8%SourceGemini 3.5 Flash72.1%SourceClaude Opus 4.7 (Adaptive) leads this result
ARC-AGI-3
Claude Opus 4.7 (Adaptive)0.2%SourceGemini 3.5 Flash—Not directly comparable
MRCRv2
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash77.3%SourceNot directly comparable
MRCR 1M
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash26.6%SourceNot directly comparable
Knowledge
GPQA
Claude Opus 4.7 (Adaptive)94.2%SourceGemini 3.5 Flash—Not directly comparable
GPQA-D
Claude Opus 4.7 (Adaptive)94.2%SourceGemini 3.5 Flash92.7%SourceClaude Opus 4.7 (Adaptive) leads this result
HLE
Claude Opus 4.7 (Adaptive)54.7%SourceGemini 3.5 Flash40.2%SourceClaude Opus 4.7 (Adaptive) leads this result
HLE w/o tools
Claude Opus 4.7 (Adaptive)46.9%SourceGemini 3.5 Flash—Not directly comparable
Math
FrontierMath (legacy)
Claude Opus 4.7 (Adaptive)43.8%SourceGemini 3.5 Flash—Not directly comparable
FrontierMath v2 (Tiers 1-3)
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash38.966%SourceNot directly comparable
FrontierMath v2 (Tier 4)
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash14.583%SourceNot directly comparable
Multimodal
OfficeQA Pro
Claude Opus 4.7 (Adaptive)43.6%SourceGemini 3.5 Flash—Not directly comparable
CharXiv
Claude Opus 4.7 (Adaptive)91%SourceGemini 3.5 Flash84.2%SourceClaude Opus 4.7 (Adaptive) leads this result
CharXiv w/o tools
Claude Opus 4.7 (Adaptive)82.1%SourceGemini 3.5 Flash—Not directly comparable
MMMU-Pro
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash83.6%SourceNot directly comparable
Blueprint-Bench 2
Claude Opus 4.7 (Adaptive)—Gemini 3.5 Flash33.6%SourceNot directly comparable
Frequently asked questions
Which is better, Claude Opus 4.7 (Adaptive) or Gemini 3.5 Flash?
Claude Opus 4.7 (Adaptive) has the higher public score estimate, 72.13 versus 64.67, 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 4.7 (Adaptive) or Gemini 3.5 Flash?
The current coding averages use different weighted benchmark sets, so BenchLM does not name a winner from them. Read the shared benchmark rows directly and test the models on the same task set.
Which is better for agentic tasks, Claude Opus 4.7 (Adaptive) or Gemini 3.5 Flash?
The current agentic tasks averages use different weighted benchmark sets, so BenchLM does not name a winner from them. Read the shared benchmark rows directly and test the models on the same task set.
Which costs less, Claude Opus 4.7 (Adaptive) or Gemini 3.5 Flash?
For the stated presets, chat costs $0.0175 on Claude Opus 4.7 (Adaptive) and $0.006 on Gemini 3.5 Flash; repository review costs $0.325 and $0.102; the cache-heavy agent loop costs $1.35 and $0.15. Claude Opus 4.7 (Adaptive) has no published cached-input rate, so cached tokens use its listed input rate.
Which has the larger context window, Claude Opus 4.7 (Adaptive) or Gemini 3.5 Flash?
Both models list the same context window, 1M.
Related comparisons
Last updated August 17, 2026
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