Claude Opus 5 vs GPT-5.4 vs GPT-5.6 Sol
Too close to call on our weighted score (GPT-5.6 Sol 66, Claude Opus 5 66, GPT-5.4 65). The right pick depends on what you value most.
AnthropicClaude Opus 5
66/100- ECI162.9
- Price$5.00 / $25.00
- Context1M
OpenAIGPT-5.4
65/100- ECI156.9
- Price$2.50 / $15.00
- Context1.05M
- OpenAI
GPT-5.6 Sol
66/100- ECI161.8
- Price$4.00 / $20.00
- Context1.05M
Too close to call
It is close. Our weighted score puts them within a point (GPT-5.6 Sol 66/100, Claude Opus 5 66/100, GPT-5.4 65/100), so choose by what matters most for your work: Claude Opus 5 for raw capability and GPT-5.4 on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityClaude Opus 5Capabilities Index (ECI): Claude Opus 5 162.9 · GPT-5.6 Sol 161.8 · GPT-5.4 156.9
- Lowest priceGPT-5.4GPT-5.4 $5.63 · GPT-5.6 Sol $8.00 · Claude Opus 5 $10.00 per 1M tokens (3:1 blend)
- Longest contextGPT-5.4 and GPT-5.6 SolGPT-5.4 1,050,000 · GPT-5.6 Sol 1,050,000 · Claude Opus 5 1,000,000 tokens
- Widest inputsSame inputsClaude Opus 5: Text, Images, PDFs · GPT-5.4: Text, Images, PDFs · GPT-5.6 Sol: Text, Images, PDFs
- Self-hostingNo open weightsAll three are available only through APIs
| Measure | Weight | Claude Opus 5 | GPT-5.4 | GPT-5.6 Sol |
|---|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 94 | 87 | 93 |
| Price | 25% | 2 | 14 | 7 |
| Inputs & features | 15% | 80 | 80 | 80 |
| Context window | 10% | 60 | 61 | 61 |
| Overall | 100% | 66/100 | 65/100 | 66/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Claude Opus 5Anthropic | GPT-5.4OpenAI | GPT-5.6 SolOpenAI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | 162.9 (best) | 156.9 | 161.8 |
| ECI rank | #5 of 148 (best) | #16 of 148 | #8 of 148 |
| GPQA DiamondGraduate-level science questions | 93.9% (best) | 93.3% | 93.5% |
| FrontierMath Tiers 1–3Research-level mathematics | 85.6% | 78.6% | 89.1% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 98.9% | 97.8% | 100% (best) |
| SWE-bench VerifiedFixing real GitHub issues | — | 76.9% | — |
| SimpleQA VerifiedShort factual questions | 59.9% | 45.1% | 69.7% (best) |
| Price per million tokens | |||
| Input | $5.00 | $2.50 (best) | $4.00 |
| Output | $25.00 | $15.00 (best) | $20.00 |
| Cached input | $0.50 | $0.25 (best) | $0.40 |
| Blended (3:1) | $10.00 | $5.63 (best) | $8.00 |
| Long-context rate | Same rate | Over 272K: $5.00 / $22.50 | Over 272K: $8.00 / $30.00 |
| Price source | Official Anthropic API | Official OpenAI API | Official OpenAI API |
| Limits | |||
| Context window | 1,000,000 tokens | 1,050,000 tokens (best) | 1,050,000 tokens (best) |
| Max output | 128,000 tokens | 128,000 tokens | 128,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | Yes |
| PDFs | Yes | Yes | Yes |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | Yeslow · medium · high · xhigh · max | Yeslow · medium · high · xhigh | Yeslow · medium · high · xhigh · max |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | Yes | Yes |
| Availability | |||
| Weights | Proprietary | Proprietary | Proprietary |
| API model ID | claude-opus-5 | gpt-5.4 | gpt-5.6-sol |
| API providers | 35 | 36 | 40 (best) |
| Released | Jul 24, 2026 | Mar 5, 2026 | Jul 9, 2026 |
| Knowledge cutoff | May 2026 | Aug 31, 2025 | Feb 16, 2026 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Claude Opus 5$100.00
- GPT-5.4$55.00
- GPT-5.6 Sol$80.00
Which should you choose?
Which is better: Claude Opus 5, GPT-5.4 or GPT-5.6 Sol?
It is close. Our weighted score puts them within a point (GPT-5.6 Sol 66/100, Claude Opus 5 66/100, GPT-5.4 65/100), so choose by what matters most for your work: Claude Opus 5 for raw capability and GPT-5.4 on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Claude Opus 5, GPT-5.4 or GPT-5.6 Sol?
GPT-5.4 is cheaper at $2.50 input / $15.00 output per million tokens (official OpenAI API price). GPT-5.6 Sol costs $4.00 input / $20.00 output per million tokens (official OpenAI API price); Claude Opus 5 costs $5.00 input / $25.00 output per million tokens (official Anthropic API price). At a typical mix of three input tokens to one output token, that is $5.63 per million tokens for GPT-5.4 versus $8.00 for GPT-5.6 Sol (1.4× as much) and $10.00 for Claude Opus 5 (1.8× as much).
Which scores higher on benchmarks?
Claude Opus 5 scores higher on the Capabilities Index (ECI): Claude Opus 5 162.9 (#5 of 148), GPT-5.6 Sol 161.8 (#8 of 148) and GPT-5.4 156.9 (#16 of 148). The confidence ranges of the top two overlap (160.2–166.7 vs 159.3–165.3), so treat the gap as small. On individual benchmarks: GPQA Diamond — Claude Opus 5 93.9%, GPT-5.6 Sol 93.5%, GPT-5.4 93.3%; FrontierMath Tiers 1–3 — GPT-5.6 Sol 89.1%, Claude Opus 5 85.6%, GPT-5.4 78.6%; OTIS Mock AIME 2024–2025 — GPT-5.6 Sol 100%, Claude Opus 5 98.9%, GPT-5.4 97.8%; SimpleQA Verified — GPT-5.6 Sol 69.7%, Claude Opus 5 59.9%, GPT-5.4 45.1%.
Which is better for coding?
There are no published SWE-bench Verified results for Claude Opus 5 and GPT-5.6 Sol yet, so there is no like-for-like coding score. On overall capability, Claude Opus 5 leads, which tends to carry over to coding, but test on your own codebase. All three support tool calling for agent workflows.
Which has the bigger context window?
GPT-5.4 and GPT-5.6 Sol have the largest context windows (1,050,000 and 1,050,000 tokens), against 1,000,000 for Claude Opus 5. Maximum output per response: Claude Opus 5 up to 128,000, GPT-5.4 up to 128,000, GPT-5.6 Sol up to 128,000 tokens.
Which can read images, PDFs, audio or video?
Claude Opus 5 accepts text, images and PDFs; GPT-5.4 accepts text, images and PDFs; GPT-5.6 Sol accepts text, images and PDFs. They handle the same number of input types.
Are any of these open source?
No. Claude Opus 5, GPT-5.4 and GPT-5.6 Sol are proprietary and only available through APIs and apps.
Which is newer?
Claude Opus 5 is the newest, released Jul 24, 2026. GPT-5.6 Sol came out Jul 9, 2026; GPT-5.4 came out Mar 5, 2026. Knowledge cutoff: Claude Opus 5 May 2026, GPT-5.4 Aug 31, 2025, GPT-5.6 Sol Feb 16, 2026.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
