Gemini 3.8 Flash vs Claude Haiku 5.5
Claude Haiku 5.5 comes out ahead, 83 to 74 on our weighted score, and it is the cheaper option too.
Google
Gemini 3.8 Flash
74/100- ECI157.6
- Price$0.75 / $3.75
- Context1.05M
- Our pick
Anthropic
Claude Haiku 5.5
83/100- ECI160.4
- Price$0.10 / $0.50
- Context1M
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Make it a three-way comparison.
Claude Haiku 5.5 is our pick
Claude Haiku 5.5 is the better all-round choice, scoring 83/100 against Gemini 3.8 Flash (74). It leads on capability and price. Gemini 3.8 Flash wins on inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityClaude Haiku 5.5Capabilities Index (ECI): Claude Haiku 5.5 160.4 · Gemini 3.8 Flash 157.6
- Lowest priceClaude Haiku 5.5Claude Haiku 5.5 $0.20 · Gemini 3.8 Flash $1.50 per 1M tokens (3:1 blend)
- Longest contextGemini 3.8 FlashGemini 3.8 Flash 1,048,576 · Claude Haiku 5.5 1,000,000 tokens
- Widest inputsGemini 3.8 FlashGemini 3.8 Flash: Text, Images, PDFs, Audio, Video · Claude Haiku 5.5: Text, Images, PDFs
- Self-hostingNo open weightsBoth are available only through APIs
| Measure | Weight | Gemini 3.8 Flash | Claude Haiku 5.5 |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 86 | 89 |
| Price | 25% | 40 | 80 |
| Inputs & features | 15% | 100 | 80 |
| Context window | 10% | 61 | 60 |
| Overall | 100% | 74/100 | 83/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 157.6 | 160.4 (best) |
| ECI rank | #23 of 165 | #14 of 165 (best) |
| GPQA DiamondGraduate-level science questions | 95.4% (best) | 89.7% |
| FrontierMath Tiers 1–3Research-level mathematics | 68.4% | 75.1% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 98.9% | 98.9% |
| SimpleQA VerifiedShort factual questions | 69.7% (best) | 23.8% |
| Price per million tokens | ||
| Input | $0.75 | $0.10 (best) |
| Output | $3.75 | $0.50 (best) |
| Cached input | $0.075 | $0.01 (best) |
| Blended (3:1) | $1.50 | $0.20 (best) |
| Long-context rate | Same rate | Over 100K: $0.50 / $2.50 |
| Price source | Official Google API | Official Anthropic API |
| Limits | ||
| Context window | 1,048,576 tokens (best) | 1,000,000 tokens |
| Max output | 65,536 tokens | 128,000 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | Yes | Yes |
| Audio | Yes | No |
| Video | Yes | No |
| Reasoning | Yeslow · medium · high | Yeslow · medium · high · xhigh · max |
| Tool calling | Yes | Yes |
| Structured output | Yes | Yes |
| Availability | ||
| Weights | Proprietary | Proprietary |
| API model ID | gemini-3.8-flash | claude-haiku-5-5 |
| API providers | 32 | 33 (best) |
| Released | Sep 2, 2026 | Oct 7, 2026 |
| Knowledge cutoff | — | Jun 2026 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
Gemini 3.8 Flash$15.00
Claude Haiku 5.5$2.00
Which should you choose?
Which is better: Gemini 3.8 Flash or Claude Haiku 5.5?
Claude Haiku 5.5 is the better all-round choice, scoring 83/100 against Gemini 3.8 Flash (74). It leads on capability and price. Gemini 3.8 Flash wins on inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Gemini 3.8 Flash or Claude Haiku 5.5?
Claude Haiku 5.5 is cheaper at $0.10 input / $0.50 output per million tokens (official Anthropic API price). Gemini 3.8 Flash costs $0.75 input / $3.75 output per million tokens (official Google API price). At a typical mix of three input tokens to one output token, that is $0.20 per million tokens for Claude Haiku 5.5 versus $1.50 for Gemini 3.8 Flash (7.5× as much).
Which scores higher on benchmarks?
Claude Haiku 5.5 scores higher on the Capabilities Index (ECI): Claude Haiku 5.5 160.4 (#14 of 165) and Gemini 3.8 Flash 157.6 (#23 of 165). The confidence ranges of the top two overlap (157.3–163.8 vs 155.5–160.9), so treat the gap as small. On individual benchmarks: GPQA Diamond — Gemini 3.8 Flash 95.4%, Claude Haiku 5.5 89.7%; FrontierMath Tiers 1–3 — Claude Haiku 5.5 75.1%, Gemini 3.8 Flash 68.4%; OTIS Mock AIME 2024–2025 — Gemini 3.8 Flash 98.9%, Claude Haiku 5.5 98.9%; SimpleQA Verified — Gemini 3.8 Flash 69.7%, Claude Haiku 5.5 23.8%.
Which is better for coding?
There are no published SWE-bench Verified results for Gemini 3.8 Flash and Claude Haiku 5.5 yet, so there is no like-for-like coding score. On overall capability, Claude Haiku 5.5 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?
Gemini 3.8 Flash has the largest context window at 1,048,576 tokens, against 1,000,000 for Claude Haiku 5.5. Maximum output per response: Gemini 3.8 Flash up to 65,536, Claude Haiku 5.5 up to 128,000 tokens.
Which can read images, PDFs, audio or video?
Gemini 3.8 Flash accepts text, images, PDFs, audio and video; Claude Haiku 5.5 accepts text, images and PDFs. Gemini 3.8 Flash handles the widest range of inputs.
Are any of these open source?
No. Gemini 3.8 Flash and Claude Haiku 5.5 are proprietary and only available through APIs and apps.
Which is newer?
Claude Haiku 5.5 is the newest, released Oct 7, 2026. Gemini 3.8 Flash came out Sep 2, 2026. Knowledge cutoff: Claude Haiku 5.5 Jun 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 Nov 2, 2026.