Claude Haiku 4.5 vs GPT OSS 20B
GPT OSS 20B comes out ahead, 61 to 57 on our weighted score, and it is the cheaper option too.
Anthropic
Claude Haiku 4.5
57/100- ECI142.2
- Price$1.00 / $5.00
- Context200K
- Our pick
OpenAI
GPT OSS 20B
61/100- ECI137.8
- Price$0.07 / $0.25
- Context131K
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Make it a three-way comparison.
GPT OSS 20B is our pick
GPT OSS 20B is the better all-round choice, scoring 61/100 against Claude Haiku 4.5 (57). It leads on price. Claude Haiku 4.5 wins on capability, inputs & features and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityClaude Haiku 4.5Capabilities Index (ECI): Claude Haiku 4.5 142.2 · GPT OSS 20B 137.8
- Lowest priceGPT OSS 20BGPT OSS 20B $0.115 · Claude Haiku 4.5 $2.00 per 1M tokens (3:1 blend)
- Longest contextClaude Haiku 4.5Claude Haiku 4.5 200,000 · GPT OSS 20B 131,072 tokens
- Widest inputsClaude Haiku 4.5Claude Haiku 4.5: Text, Images, PDFs · GPT OSS 20B: Text
- Self-hostingGPT OSS 20BPublishes downloadable weights
| Measure | Weight | Claude Haiku 4.5 | GPT OSS 20B |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 67 | 61 |
| Price | 25% | 34 | 90 |
| Inputs & features | 15% | 80 | 35 |
| Context window | 10% | 32 | 25 |
| Overall | 100% | 57/100 | 61/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 142.2 (best) | 137.8 |
| ECI rank | #102 of 165 (best) | #122 of 165 |
| GPQA DiamondGraduate-level science questions | 71.2% (best) | 60.8% |
| OTIS Mock AIME 2024–2025Competition mathematics | 66.7% (best) | 65.3% |
| SimpleQA VerifiedShort factual questions | 13.2% | — |
| Price per million tokens | ||
| Input | $1.00 | $0.07 (best) |
| Output | $5.00 | $0.25 (best) |
| Cached input | $0.10 | — |
| Blended (3:1) | $2.00 | $0.115 (best) |
| Long-context rate | Same rate | Same rate |
| Price source | Official Anthropic API | Median of 37 providers |
| Limits | ||
| Context window | 200,000 tokens (best) | 131,072 tokens |
| Max output | 64,000 tokens (best) | 32,768 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | No |
| PDFs | Yes | No |
| Audio | No | No |
| Video | No | No |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Structured output | Yes | No |
| Availability | ||
| Weights | Proprietary | Open |
| API model ID | claude-haiku-4-5 | — |
| API providers | 48 (best) | 41 |
| Released | Oct 15, 2025 | Aug 5, 2025 |
| Knowledge cutoff | Feb 28, 2025 | Jun 2024 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
Claude Haiku 4.5$20.00
GPT OSS 20B$1.20
Which should you choose?
Which is better: Claude Haiku 4.5 or GPT OSS 20B?
GPT OSS 20B is the better all-round choice, scoring 61/100 against Claude Haiku 4.5 (57). It leads on price. Claude Haiku 4.5 wins on capability, inputs & features and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Claude Haiku 4.5 or GPT OSS 20B?
GPT OSS 20B is cheaper at $0.07 input / $0.25 output per million tokens (median across 37 API providers). Claude Haiku 4.5 costs $1.00 input / $5.00 output per million tokens (official Anthropic API price). At a typical mix of three input tokens to one output token, that is $0.115 per million tokens for GPT OSS 20B versus $2.00 for Claude Haiku 4.5 (17× as much).
Which scores higher on benchmarks?
Claude Haiku 4.5 scores higher on the Capabilities Index (ECI): Claude Haiku 4.5 142.2 (#102 of 165) and GPT OSS 20B 137.8 (#122 of 165). The confidence ranges of the top two overlap (139.4–143.9 vs 133.1–139.7), so treat the gap as small. On individual benchmarks: GPQA Diamond — Claude Haiku 4.5 71.2%, GPT OSS 20B 60.8%; OTIS Mock AIME 2024–2025 — Claude Haiku 4.5 66.7%, GPT OSS 20B 65.3%.
Which is better for coding?
There are no published SWE-bench Verified results for Claude Haiku 4.5 and GPT OSS 20B yet, so there is no like-for-like coding score. On overall capability, Claude Haiku 4.5 leads, which tends to carry over to coding, but test on your own codebase. Both support tool calling for agent workflows.
Which has the bigger context window?
Claude Haiku 4.5 has the largest context window at 200,000 tokens, against 131,072 for GPT OSS 20B. Maximum output per response: Claude Haiku 4.5 up to 64,000, GPT OSS 20B up to 32,768 tokens.
Which can read images, PDFs, audio or video?
Claude Haiku 4.5 accepts text, images and PDFs; GPT OSS 20B accepts text. Claude Haiku 4.5 handles the widest range of inputs.
Are any of these open source?
GPT OSS 20B publishes its weights and can be self-hosted; Claude Haiku 4.5 is proprietary.
Which is newer?
Claude Haiku 4.5 is the newest, released Oct 15, 2025. GPT OSS 20B came out Aug 5, 2025. Knowledge cutoff: Claude Haiku 4.5 Feb 28, 2025, GPT OSS 20B Jun 2024.
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 Nov 2, 2026.