Data points: 103
Model compare
Claude Opus 4.6 vs DeepSeek V4 Flash
The readout for Claude Opus 4.6 and DeepSeek V4 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 88 to 12.
Evidence depth
103 data points
Includes 19 benchmark rows, 0 audit samples, and 9 provider examples.
Selection signal
Start with Claude Opus 4.6
The charts below split 28 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 DeepSeek V4 Flash: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Claude Opus 4.6 | DeepSeek V4 Flash |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 88.0 pts | 12.0 pts |
| Benchmark category leads | 5 categories | 0 categories |
| Operational advantages | First-token latency, Provider coverage | Cheapest input price, Average speed, Free providers |
| Context window | 1M tokens | 1.0M tokens |
| Max output | 128K tokens | 384K tokens |
| Modalities | Input TextImageFile Output Text | Input Text Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text 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 | DeepSeek V4 Flash |
|---|---|---|
| Developer | Anthropic | DeepSeek |
| Released | Feb 2026 | Apr 2026 |
| Parameters | No data | No data |
| Tokenizer | Claude | DeepSeek |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | anthropic/claude-opus-4.6 | deepseek/deepseek-v4-flash |
| References | No data | No data |
When to choose each model
This report only uses LMSpeed data for Claude Opus 4.6 and DeepSeek V4 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, Provider coverage).
DeepSeek V4 Flash
DeepSeek V4 Flash has these operational advantages: Cheapest input price, Average speed, Free providers.
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
- 5 / 8
- Shared
- 5 shared categories
Avg. score
Claude Opus 4.6
51.8
Avg. score
DeepSeek V4 Flash
43.3
Agents
Claude Opus 4.6 leads by 8.9
Coding
Claude Opus 4.6 leads by 12.7
Reasoning
Claude Opus 4.6 leads by 0.1
Knowledge
Claude Opus 4.6 leads by 11.9
Math
Claude Opus 4.6 leads by 23.1
Multilingual
Claude Opus 4.6
Multimodal
Claude Opus 4.6
Instruction following
Claude Opus 4.6
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
DeepSeek V4 Flash
51.0
Rank #78/111 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
$25.00/M
Rank #169/186 · confidence 4
DeepSeek V4 Flash
winner$0.280/M
Rank #10/186 · confidence 4
Claude Opus 4.6
$10.00/M
Rank #169/186 · confidence 4
DeepSeek V4 Flash
winner$0.168/M
Rank #13/186 · confidence 4
Claude Opus 4.6
$5.00/M
Rank #168/186 · confidence 4
DeepSeek V4 Flash
winner$0.130/M
Rank #18/186 · confidence 4
Claude Opus 4.6
82.0%
Rank #50/129 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
winner86.4%
Rank #17/129 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
19.1%
Rank #89/216 · confidence 4
DeepSeek V4 Flash
winner30.3%
Rank #55/216 · confidence 4
Claude Opus 4.6
84.0%
Rank #75/218 · confidence 4
DeepSeek V4 Flash
winner86.7%
Rank #56/218 · confidence 4
Claude Opus 4.6
winner80.8
Rank #8/49 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
78.6
Rank #19/49 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner53.4
Rank #41/50 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
52.3
Rank #43/50 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner50.3
Rank #54/87 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
46.0
Rank #65/87 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
58.6
Rank #29/63 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
winner78.4
Rank #11/63 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner79.8
Rank #15/83 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
52.8
Rank #69/83 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner89.2
Rank #19/32 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
87.4
Rank #26/32 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner1306.0
Rank #14/78 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
1230.0
Rank #43/78 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner70.4
Rank #3/27 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
57.8
Rank #16/27 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner61.9
Rank #10/49 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
54.4
Rank #18/49 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner83.7
Rank #11/32 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
53.5
Rank #31/32 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner65.4
Rank #24/53 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
56.6
Rank #38/53 · confidence 2 · eval date 2026-07-31
Claude Opus 4.6
winner63.5
Rank #36/76 · confidence 4 · eval date 2026-02-01
DeepSeek V4 Flash
34.6
Rank #64/76 · confidence 2 · eval date 2026-07-31
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 | DeepSeek V4 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 | DeepSeek V4 Flash |
|---|---|---|
OpenCode210 tests | Claude Opus 4.6 speed / latency N/A / N/A input / output No data | DeepSeek V4 Flash speed / latency 81 tok/s / 12508ms input / output No data |
Jasper45 tests | Claude Opus 4.6 claude-opus-4-6 speed / latency N/A / N/A input / output $0.500/M/$2.50/M | DeepSeek V4 Flash deepseek-v4-flash speed / latency 96 tok/s / 7428ms input / output $0/M/$0/M |
小水管 API25 tests | Claude Opus 4.6 speed / latency 45 tok/s / 6167ms input / output No data | DeepSeek V4 Flash speed / latency 83 tok/s / 5114ms input / output No data |
钠 API25 tests | Claude Opus 4.6 speed / latency 42 tok/s / 2282ms input / output No data | DeepSeek V4 Flash speed / latency 85 tok/s / 6387ms input / output No data |
Rnglg2 API15 tests | Claude Opus 4.6 speed / latency 57 tok/s / 3926ms input / output No data | DeepSeek V4 Flash speed / latency N/A / N/A input / output No data |
Claude Opus 4.6 claude-opus-4-6 speed / latency No data input / output $0.169/M/$0.844/M | DeepSeek V4 Flash deepseek-v4-flash-free speed / latency No data input / output $0/M/$0/M | |
Claude Opus 4.6 claude-opus-4-6 speed / latency No data input / output $0.240/M/$1.20/M | DeepSeek V4 Flash deepseek-v4-flash speed / latency No data input / output $0/M/$0/M | |
Claude Opus 4.6 claude-opus-4-6 speed / latency No data input / output $0.773/M/$3.87/M | DeepSeek V4 Flash deepseek-v4-flash-0731-free speed / latency No data input / output $0/request | |
Claude Opus 4.6 claude-opus-4-6 speed / latency No data input / output $0.342/M/$1.71/M | DeepSeek V4 Flash deepseek-v4-flash-0731 speed / latency No data input / output $0/M/$0/M |
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.
