ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Gemini 3.5 Flash Lite vs Gemini 3.1 Flash Lite Preview vs Nemotron 3 Ultra 550B A55B

Gemini 3.1 Flash Lite Preview comes out ahead, 73 to 69 and 50 on our weighted score, and it is the cheaper option too.

  1. Google

    Gemini 3.5 Flash Lite

    Released Jul 21, 2026

    69/100
    • ECI145.1
    • Price$0.30 / $2.50
    • Context1.05M
  2. Our pick

    Google

    Gemini 3.1 Flash Lite Preview

    Released Mar 3, 2026Deprecated

    73/100
    • ECI—
    • Price$0.25 / $1.50
    • Context1.05M
  3. NVIDIA

    Nemotron 3 Ultra 550B A55B

    Released Jun 4, 2026

    50/100
    • ECI146.2
    • Price$0.50 / $2.50
    • Context1M
01 — Verdict

Gemini 3.1 Flash Lite Preview is our pick

Gemini 3.1 Flash Lite Preview is the better all-round choice, scoring 73/100 against Gemini 3.5 Flash Lite (69) and Nemotron 3 Ultra 550B A55B (50). It leads on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceGemini 3.1 Flash Lite PreviewGemini 3.1 Flash Lite Preview $0.563 · Gemini 3.5 Flash Lite $0.85 · Nemotron 3 Ultra 550B A55B $1.00 per 1M tokens (3:1 blend)
  • Longest contextGemini 3.5 Flash Lite and Gemini 3.1 Flash Lite PreviewGemini 3.5 Flash Lite 1,048,576 · Gemini 3.1 Flash Lite Preview 1,048,576 · Nemotron 3 Ultra 550B A55B 1,000,000 tokens
  • Widest inputsGemini 3.5 Flash Lite and Gemini 3.1 Flash Lite PreviewGemini 3.5 Flash Lite: Text, Images, PDFs, Audio, Video · Gemini 3.1 Flash Lite Preview: Text, Images, PDFs, Audio, Video · Nemotron 3 Ultra 550B A55B: Text
  • Self-hostingNemotron 3 Ultra 550B A55BPublishes downloadable weights
How the score is built
MeasureWeightGemini 3.5 Flash LiteGemini 3.1 Flash Lite PreviewNemotron 3 Ultra 550B A55B
Price50%536250
Inputs & features30%10010045
Context window20%616160
Overall100%69/10073/10050/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

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

Gemini 3.5 Flash Lite vs Gemini 3.1 Flash Lite Preview vs Nemotron 3 Ultra 550B A55B specifications side by side
SpecificationGemini 3.5 Flash LiteGoogleGemini 3.1 Flash Lite PreviewGoogleNemotron 3 Ultra 550B A55BNVIDIA
Capability
Capabilities Index (ECI)145.1—146.2 (best)
ECI rank#79 of 148—#70 of 148 (best)
GPQA DiamondGraduate-level science questions83.3%—85.4% (best)
FrontierMath Tiers 1–3Research-level mathematics26.0%——
OTIS Mock AIME 2024–2025Competition mathematics71.1%—86.7% (best)
Price per million tokens
Input$0.30$0.25 (best)$0.50
Output$2.50$1.50 (best)$2.50
Cached input$0.03$0.025 (best)$0.15
Blended (3:1)$0.85$0.563 (best)$1.00
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Google APIOfficial Google APIOfficial Nvidia API
Limits
Context window1,048,576 tokens (best)1,048,576 tokens (best)1,000,000 tokens
Max output65,536 tokens65,536 tokens128,000 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsYesYesNo
AudioYesYesNo
VideoYesYesNo
ReasoningYesminimal · low · medium · highYesminimal · low · medium · highYes
Tool callingYesYesYes
Structured outputYesYesYes
Availability
WeightsProprietaryProprietaryOpen
API model IDgemini-3.5-flash-litegemini-3.1-flash-lite-previewnvidia/nemotron-3-ultra-550b-a55b
API providers26 (best)1021
ReleasedJul 21, 2026Mar 3, 2026Jun 4, 2026
Knowledge cutoffMar 2026Jan 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 3.5 Flash Lite$8.00
  • Gemini 3.1 Flash Lite Preview$5.50
  • Nemotron 3 Ultra 550B A55B$10.00
04 — Questions

Which should you choose?

Which is better: Gemini 3.5 Flash Lite, Gemini 3.1 Flash Lite Preview or Nemotron 3 Ultra 550B A55B?

Gemini 3.1 Flash Lite Preview is the better all-round choice, scoring 73/100 against Gemini 3.5 Flash Lite (69) and Nemotron 3 Ultra 550B A55B (50). It leads on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Gemini 3.5 Flash Lite, Gemini 3.1 Flash Lite Preview or Nemotron 3 Ultra 550B A55B?

Gemini 3.1 Flash Lite Preview is cheaper at $0.25 input / $1.50 output per million tokens (official Google API price). Gemini 3.5 Flash Lite costs $0.30 input / $2.50 output per million tokens (official Google API price); Nemotron 3 Ultra 550B A55B costs $0.50 input / $2.50 output per million tokens (official Nvidia API price). At a typical mix of three input tokens to one output token, that is $0.563 per million tokens for Gemini 3.1 Flash Lite Preview versus $0.85 for Gemini 3.5 Flash Lite (1.5× as much) and $1.00 for Nemotron 3 Ultra 550B A55B (1.8× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Gemini 3.5 Flash Lite has an ECI of 145.1, Gemini 3.1 Flash Lite Preview has not been scored yet and Nemotron 3 Ultra 550B A55B has an ECI of 146.2.

Which is better for coding?

There are no published SWE-bench Verified results for Gemini 3.5 Flash Lite, Gemini 3.1 Flash Lite Preview and Nemotron 3 Ultra 550B A55B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

Gemini 3.5 Flash Lite and Gemini 3.1 Flash Lite Preview have the largest context windows (1,048,576 and 1,048,576 tokens), against 1,000,000 for Nemotron 3 Ultra 550B A55B. Maximum output per response: Gemini 3.5 Flash Lite up to 65,536, Gemini 3.1 Flash Lite Preview up to 65,536, Nemotron 3 Ultra 550B A55B up to 128,000 tokens.

Which can read images, PDFs, audio or video?

Gemini 3.5 Flash Lite accepts text, images, PDFs, audio and video; Gemini 3.1 Flash Lite Preview accepts text, images, PDFs, audio and video; Nemotron 3 Ultra 550B A55B accepts text. Gemini 3.5 Flash Lite handles the widest range of inputs.

Are any of these open source?

Nemotron 3 Ultra 550B A55B publishes its weights and can be self-hosted; Gemini 3.5 Flash Lite and Gemini 3.1 Flash Lite Preview is proprietary.

Which is newer?

Gemini 3.5 Flash Lite is the newest, released Jul 21, 2026. Nemotron 3 Ultra 550B A55B came out Jun 4, 2026; Gemini 3.1 Flash Lite Preview came out Mar 3, 2026. Knowledge cutoff: Gemini 3.5 Flash Lite Mar 2026, Gemini 3.1 Flash Lite Preview Jan 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.