ZMIME
Comparison · 2 models · Updated Oct 4, 2026

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.

  1. Our pick

    Google

    Gemini 2.5 Flash-Lite

    Released Jun 17, 2025

    71/100
    • ECI133.9
    • Price$0.10 / $0.40
    • Context1.05M
  2. OpenAI

    GPT-5.4 nano

    Released Mar 17, 2026

    68/100
    • ECI145.8
    • Price$0.20 / $1.25
    • Context400K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

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
How the score is built
MeasureWeightGemini 2.5 Flash-LiteGPT-5.4 nano
CapabilityCapabilities Index (ECI)50%5873
Price25%8666
Inputs & features15%10070
Context window10%6144
Overall100%71/10068/100
02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Gemini 2.5 Flash-Lite vs GPT-5.4 nano specifications side by side
SpecificationGemini 2.5 Flash-LiteGoogleGPT-5.4 nanoOpenAI
Capability
Capabilities Index (ECI)133.9145.8 (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 rateSame rateSame rate
Price sourceOfficial Google APIOfficial OpenAI API
Limits
Context window1,048,576 tokens (best)400,000 tokens
Max output65,536 tokens128,000 tokens (best)
Inputs and features
TextYesYes
ImagesYesYes
PDFsYesNo
AudioYesNo
VideoYesNo
ReasoningYesYeslow · medium · high · xhigh
Tool callingYesYes
Structured outputYesYes
Availability
WeightsProprietaryProprietary
API model IDgemini-2.5-flash-litegpt-5.4-nano
API providers2026 (best)
ReleasedJun 17, 2025Mar 17, 2026
Knowledge cutoffJan 2025Aug 31, 2025
03 — Cost

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
04 — Questions

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.