Data points: 109
Model compare
Claude Opus 4.6 vs Gemini 2.5 Flash
The readout for Claude Opus 4.6 and Gemini 2.5 Flash, before the detailed comparison sheet.
Key Takeaways
Weighted outcome: Claude Opus 4.6. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
Claude Opus 4.6
Claude Opus 4.6 has the higher weighted result; Model A / B score 92 to 8.
Evidence depth
109 data points
Includes 22 benchmark rows, 0 audit samples, and 10 provider examples.
Selection signal
Start with Claude Opus 4.6
The charts below split 32 high-signal samples across speed, scores, and audit health.
Change comparison
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
Comparison sheet
This report only uses LMSpeed data for Claude Opus 4.6 and Gemini 2.5 Flash: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Claude Opus 4.6 | Gemini 2.5 Flash |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 92.0 pts | 8.0 pts |
| Benchmark category leads | 6 categories | 0 categories |
| Operational advantages | First-token latency, Free providers, Provider coverage | Cheapest input price, Average speed |
| Context window | 1M tokens | 1.0M tokens |
| Max output | 128K tokens | 65.5K tokens |
| Modalities | Input TextImageFile Output Text | Input FileImageTextAudiovideo Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputImage inputFile inputAudio inputText outputTool callingStructured outputsJSON modeReasoning |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
Model metadata
Model metadata
| Model compare | Claude Opus 4.6 | Gemini 2.5 Flash |
|---|---|---|
| Developer | Anthropic | |
| Released | Feb 2026 | Jun 2025 |
| Parameters | No data | No data |
| Tokenizer | Claude | Gemini |
| Knowledge cutoff | No data | 2025-01-31 |
| OpenRouter ID | anthropic/claude-opus-4.6 | google/gemini-2.5-flash |
| References | No data | No data |
When to choose each model
This report only uses LMSpeed data for Claude Opus 4.6 and Gemini 2.5 Flash: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
Claude Opus 4.6
Claude Opus 4.6 is stronger in benchmark categories (Agents, Coding, Reasoning, Knowledge, Math) and operational dimensions (First-token latency, Free providers, Provider coverage).
Gemini 2.5 Flash
Gemini 2.5 Flash has these operational advantages: Cheapest input price, Average speed.
Benchmark score comparison
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Category performance
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
- Model A coverage
- 8 / 8
- Model B coverage
- 6 / 8
- Shared
- 6 shared categories
Avg. score
Claude Opus 4.6
51.8
Avg. score
Gemini 2.5 Flash
43.8
Agents
Claude Opus 4.6 leads by 18.4
Coding
Claude Opus 4.6 leads by 13.0
Reasoning
Claude Opus 4.6 leads by 4.8
Knowledge
Claude Opus 4.6 leads by 12.6
Math
Claude Opus 4.6 leads by 5.1
Multilingual
Claude Opus 4.6
Multimodal
Claude Opus 4.6
Instruction following
Claude Opus 4.6 leads by 1.6
Professional benchmark details
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Professional benchmark details
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Claude Opus 4.6
winner62.0
Rank #41/111 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
45.0
Rank #94/111 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
$5.00/M
Rank #168/186 · confidence 4
Gemini 2.5 Flash
winner$0.300/M
Rank #55/186 · confidence 4
Claude Opus 4.6
$10.00/M
Rank #169/186 · confidence 4
Gemini 2.5 Flash
winner$0.850/M
Rank #82/186 · confidence 4
Claude Opus 4.6
$25.00/M
Rank #169/186 · confidence 4
Gemini 2.5 Flash
winner$2.50/M
Rank #89/186 · confidence 4
Claude Opus 4.6
82.0%
Rank #50/129 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
winner83.2%
Rank #42/129 · confidence 4
Claude Opus 4.6
winner2.8
Rank #57/88 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
1.4
Rank #65/88 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner67.0
Rank #71/106 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
48.0
Rank #89/106 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner84.0%
Rank #75/218 · confidence 4
Gemini 2.5 Flash
79.0%
Rank #100/218 · confidence 4
Claude Opus 4.6
winner19.1%
Rank #89/216 · confidence 4
Gemini 2.5 Flash
12.1%
Rank #113/216 · confidence 4
Claude Opus 4.6
winner45.7
Rank #54/113 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
29.1
Rank #104/113 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner40.7
Rank #10/47 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
4.8
Rank #38/47 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner22.9
Rank #11/36 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
4.2
Rank #24/36 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner58.6
Rank #29/63 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
28.9
Rank #51/63 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
80.1
Rank #43/106 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
winner93.0
Rank #6/106 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner45.8
Rank #23/106 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
26.1
Rank #67/106 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner26.4
Rank #57/117 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
14.2
Rank #102/117 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner84.0
Rank #67/113 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
68.3
Rank #92/113 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner19.1
Rank #74/114 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
4.7
Rank #98/114 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner1306.0
Rank #14/78 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
1127.0
Rank #67/78 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner72.5
Rank #45/68 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
65.5
Rank #52/68 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner44.6
Rank #59/84 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
39.0
Rank #72/84 · confidence 1 · eval date 2025-06-17
Claude Opus 4.6
winner84.8
Rank #46/82 · confidence 4 · eval date 2026-02-01
Gemini 2.5 Flash
14.9
Rank #82/82 · confidence 1 · eval date 2025-06-17
API audit comparison
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
API audit comparison
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Claude Opus 4.6 | Gemini 2.5 Flash |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Provider examples
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
Provider examples
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | Claude Opus 4.6 | Gemini 2.5 Flash |
|---|---|---|
Rnglg2 API20 tests | Claude Opus 4.6 speed / latency 57 tok/s / 3926ms input / output No data | Gemini 2.5 Flash speed / latency 189 tok/s / 11433ms input / output No data |
钠 API20 tests | Claude Opus 4.6 speed / latency 42 tok/s / 2282ms input / output No data | Gemini 2.5 Flash speed / latency N/A / N/A input / output No data |
CatClaw API10 tests | Claude Opus 4.6 speed / latency N/A / N/A input / output No data | Gemini 2.5 Flash speed / latency 54 tok/s / 10365ms input / output No data |
ModelPool10 tests | Claude Opus 4.6 speed / latency 84 tok/s / 3916ms input / output No data | Gemini 2.5 Flash speed / latency N/A / N/A input / output No data |
N1N10 tests | Claude Opus 4.6 speed / latency 46 tok/s / 2559ms input / output No data | Gemini 2.5 Flash speed / latency 200 tok/s / 8207ms input / output No data |
Claude Opus 4.6 claude-opus-4-6 speed / latency No data input / output $0.240/M/$1.20/M | Gemini 2.5 Flash gemini-2.5-flash speed / latency No data input / output $0/M/$0/M | |
Claude Opus 4.6 claude-opus-4-6-low speed / latency No data input / output $0/request | Gemini 2.5 Flash gemini-2.5-flash-nothinking speed / latency No data input / output $0/request | |
Claude Opus 4.6 claude-opus-4-6 speed / latency No data input / output $0.258/M/$1.29/M | Gemini 2.5 Flash [水]gemini-2.5-flash speed / latency No data input / output $0.0026/request | |
Claude Opus 4.6 claude-opus-4-6-c speed / latency No data input / output $0.027/request | Gemini 2.5 Flash gemini-2.5-flash-c speed / latency No data input / output $0.0027/request | |
Claude Opus 4.6 c/claude-opus-4-6 speed / latency No data input / output $0.090/request | Gemini 2.5 Flash gemini-2.5-flash speed / latency No data input / output $0.0030/request |
FAQ
Weighted outcome: Claude Opus 4.6. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
- Why is this comparison indexable?
- It has 6 verifiable comparison points, and both models have pricing or benchmark data.
- Are missing metrics invented?
- No. Metrics without LMSpeed data are omitted from this report.
