Gemini 2.5 Flash-Lite vs GPT-5.4 nano
Gemini 2.5 Flash-Lite comes out ahead, 71 to 68 on our weighted score, and it is the cheaper option too.
- Our pick
Google
Gemini 2.5 Flash-Lite
71/100- ECI133.9
- Price$0.10 / $0.40
- Context1.05M
OpenAI
GPT-5.4 nano
68/100- ECI145.8
- Price$0.20 / $1.25
- Context400K
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Make it a three-way comparison.
Gemini 2.5 Flash-Lite is our pick
Gemini 2.5 Flash-Lite is the better all-round choice, scoring 71/100 against GPT-5.4 nano (68). It leads on price, inputs & features and context window. GPT-5.4 nano wins on capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGPT-5.4 nanoCapabilities Index (ECI): GPT-5.4 nano 145.8 · Gemini 2.5 Flash-Lite 133.9
- Lowest priceGemini 2.5 Flash-LiteGemini 2.5 Flash-Lite $0.175 · GPT-5.4 nano $0.463 per 1M tokens (3:1 blend)
- Longest contextGemini 2.5 Flash-LiteGemini 2.5 Flash-Lite 1,048,576 · GPT-5.4 nano 400,000 tokens
- Widest inputsGemini 2.5 Flash-LiteGemini 2.5 Flash-Lite: Text, Images, PDFs, Audio, Video · GPT-5.4 nano: Text, Images
- Self-hostingNo open weightsBoth are available only through APIs
| Measure | Weight | Gemini 2.5 Flash-Lite | GPT-5.4 nano |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 58 | 73 |
| Price | 25% | 86 | 66 |
| Inputs & features | 15% | 100 | 70 |
| Context window | 10% | 61 | 44 |
| Overall | 100% | 71/100 | 68/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 133.9 | 145.8 (best) |
| ECI rank | #118 of 148 | #75 of 148 (best) |
| GPQA DiamondGraduate-level science questions | — | 78.5% |
| FrontierMath Tiers 1–3Research-level mathematics | — | 44.9% |
| OTIS Mock AIME 2024–2025Competition mathematics | — | 87.8% |
| SimpleQA VerifiedShort factual questions | — | 11.7% |
| Price per million tokens | ||
| Input | $0.10 (best) | $0.20 |
| Output | $0.40 (best) | $1.25 |
| Cached input | $0.01 (best) | $0.02 |
| Blended (3:1) | $0.175 (best) | $0.463 |
| Long-context rate | Same rate | Same rate |
| Price source | Official Google API | Official OpenAI API |
| Limits | ||
| Context window | 1,048,576 tokens (best) | 400,000 tokens |
| Max output | 65,536 tokens | 128,000 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | Yes |
| PDFs | Yes | No |
| Audio | Yes | No |
| Video | Yes | No |
| Reasoning | Yes | Yeslow · medium · high · xhigh |
| Tool calling | Yes | Yes |
| Structured output | Yes | Yes |
| Availability | ||
| Weights | Proprietary | Proprietary |
| API model ID | gemini-2.5-flash-lite | gpt-5.4-nano |
| API providers | 20 | 26 (best) |
| Released | Jun 17, 2025 | Mar 17, 2026 |
| Knowledge cutoff | Jan 2025 | Aug 31, 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
Gemini 2.5 Flash-Lite$1.80
GPT-5.4 nano$4.50
Which should you choose?
Which is better: Gemini 2.5 Flash-Lite or GPT-5.4 nano?
Gemini 2.5 Flash-Lite is the better all-round choice, scoring 71/100 against GPT-5.4 nano (68). It leads on price, inputs & features and context window. GPT-5.4 nano wins on capability. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Gemini 2.5 Flash-Lite or GPT-5.4 nano?
Gemini 2.5 Flash-Lite is cheaper at $0.10 input / $0.40 output per million tokens (official Google API price). GPT-5.4 nano costs $0.20 input / $1.25 output per million tokens (official OpenAI API price). At a typical mix of three input tokens to one output token, that is $0.175 per million tokens for Gemini 2.5 Flash-Lite versus $0.463 for GPT-5.4 nano (2.6× as much).
Which scores higher on benchmarks?
GPT-5.4 nano scores higher on the Capabilities Index (ECI): GPT-5.4 nano 145.8 (#75 of 148) and Gemini 2.5 Flash-Lite 133.9 (#118 of 148). Their confidence ranges do not overlap (143.2–147.7 vs 129.8–136.3), so the gap is a real one.
Which is better for coding?
There are no published SWE-bench Verified results for Gemini 2.5 Flash-Lite and GPT-5.4 nano yet, so there is no like-for-like coding score. On overall capability, GPT-5.4 nano 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 2.5 Flash-Lite has the largest context window at 1,048,576 tokens, against 400,000 for GPT-5.4 nano. Maximum output per response: Gemini 2.5 Flash-Lite up to 65,536, GPT-5.4 nano up to 128,000 tokens.
Which can read images, PDFs, audio or video?
Gemini 2.5 Flash-Lite accepts text, images, PDFs, audio and video; GPT-5.4 nano accepts text and images. Gemini 2.5 Flash-Lite handles the widest range of inputs.
Are any of these open source?
No. Gemini 2.5 Flash-Lite and GPT-5.4 nano are proprietary and only available through APIs and apps.
Which is newer?
GPT-5.4 nano is the newest, released Mar 17, 2026. Gemini 2.5 Flash-Lite came out Jun 17, 2025. Knowledge cutoff: Gemini 2.5 Flash-Lite Jan 2025, GPT-5.4 nano Aug 31, 2025.
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.