ZMIME
Comparison · 3 models · Updated Nov 2, 2026

Gemini 2.5 Flash-Lite Preview 06-17 vs Gemini 2.5 Flash-Lite Preview 09-2025 vs Ministral 14B

Too close to call on our weighted score (Gemini 2.5 Flash-Lite Preview 09-2025 81, Gemini 2.5 Flash-Lite Preview 06-17 78, Ministral 14B 63). The right pick depends on what you value most.

  1. Google

    Gemini 2.5 Flash-Lite Preview 06-17

    Released Jun 17, 2025

    78/100
    • ECI133.8
    • Price$0.12 / $0.48
    • Context1.05M
  2. Google

    Gemini 2.5 Flash-Lite Preview 09-2025

    Released Sep 25, 2025

    81/100
    • ECI—
    • Price$0.095 / $0.38
    • Context1.05M
  3. Mistral AI

    Ministral 14B

    Released Dec 2, 2025

    63/100
    • ECI—
    • Price$0.175 / $0.175
    • Context262K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 2 points (Gemini 2.5 Flash-Lite Preview 09-2025 81/100, Gemini 2.5 Flash-Lite Preview 06-17 78/100, Ministral 14B 63/100), so choose by what matters most for your work: Gemini 2.5 Flash-Lite Preview 09-2025 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 2.5 Flash-Lite Preview 09-2025Gemini 2.5 Flash-Lite Preview 09-2025 $0.166 · Ministral 14B $0.175 · Gemini 2.5 Flash-Lite Preview 06-17 $0.21 per 1M tokens (3:1 blend)
  • Longest contextGemini 2.5 Flash-Lite Preview 06-17 and Gemini 2.5 Flash-Lite Preview 09-2025Gemini 2.5 Flash-Lite Preview 06-17 1,048,576 · Gemini 2.5 Flash-Lite Preview 09-2025 1,048,576 · Ministral 14B 262,144 tokens
  • Widest inputsGemini 2.5 Flash-Lite Preview 06-17 and Gemini 2.5 Flash-Lite Preview 09-2025Gemini 2.5 Flash-Lite Preview 06-17: Text, Images, PDFs, Audio, Video · Gemini 2.5 Flash-Lite Preview 09-2025: Text, Images, PDFs, Audio, Video · Ministral 14B: Text, Images
  • Self-hostingMinistral 14BPublishes downloadable weights (Apache-2.0)
How the score is built
MeasureWeightGemini 2.5 Flash-Lite Preview 06-17Gemini 2.5 Flash-Lite Preview 09-2025Ministral 14B
Price50%798382
Inputs & features30%909050
Context window20%616137
Overall100%78/10081/10063/100

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 2.5 Flash-Lite Preview 06-17 vs Gemini 2.5 Flash-Lite Preview 09-2025 vs Ministral 14B specifications side by side
SpecificationGemini 2.5 Flash-Lite Preview 06-17GoogleGemini 2.5 Flash-Lite Preview 09-2025GoogleMinistral 14BMistral AI
Capability
Capabilities Index (ECI)133.8——
ECI rank#132 of 165——
Price per million tokens
Input$0.12$0.095 (best)$0.175
Output$0.48$0.38$0.175 (best)
Cached input———
Blended (3:1)$0.21$0.166 (best)$0.175
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 2 providersMedian of 2 providersMedian of 2 providers
Limits
Context window1,048,576 tokens (best)1,048,576 tokens (best)262,144 tokens
Max output65,536 tokens65,536 tokens262,144 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsYesYesNo
AudioYesYesNo
VideoYesYesNo
ReasoningYesYesNo
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsProprietaryProprietaryOpenApache-2.0
API model ID———
API providers222
ReleasedJun 17, 2025Sep 25, 2025Dec 2, 2025
Knowledge cutoffJan 2025Jan 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 Preview 06-17$2.16
  • Gemini 2.5 Flash-Lite Preview 09-2025$1.71
  • Ministral 14B$2.10
04 — Questions

Which should you choose?

Which is better: Gemini 2.5 Flash-Lite Preview 06-17, Gemini 2.5 Flash-Lite Preview 09-2025 or Ministral 14B?

It is close. Our weighted score puts them within 2 points (Gemini 2.5 Flash-Lite Preview 09-2025 81/100, Gemini 2.5 Flash-Lite Preview 06-17 78/100, Ministral 14B 63/100), so choose by what matters most for your work: Gemini 2.5 Flash-Lite Preview 09-2025 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 2.5 Flash-Lite Preview 06-17, Gemini 2.5 Flash-Lite Preview 09-2025 or Ministral 14B?

Gemini 2.5 Flash-Lite Preview 09-2025 is cheaper at $0.095 input / $0.38 output per million tokens (median across 2 API providers). Ministral 14B costs $0.175 input / $0.175 output per million tokens (median across 2 API providers); Gemini 2.5 Flash-Lite Preview 06-17 costs $0.12 input / $0.48 output per million tokens (median across 2 API providers). At a typical mix of three input tokens to one output token, that is $0.166 per million tokens for Gemini 2.5 Flash-Lite Preview 09-2025 versus $0.175 for Ministral 14B (1.1× as much) and $0.21 for Gemini 2.5 Flash-Lite Preview 06-17 (1.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Gemini 2.5 Flash-Lite Preview 06-17 has an ECI of 133.8, Gemini 2.5 Flash-Lite Preview 09-2025 has not been scored yet and Ministral 14B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Gemini 2.5 Flash-Lite Preview 06-17, Gemini 2.5 Flash-Lite Preview 09-2025 and Ministral 14B 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 2.5 Flash-Lite Preview 06-17 and Gemini 2.5 Flash-Lite Preview 09-2025 have the largest context windows (1,048,576 and 1,048,576 tokens), against 262,144 for Ministral 14B. Maximum output per response: Gemini 2.5 Flash-Lite Preview 06-17 up to 65,536, Gemini 2.5 Flash-Lite Preview 09-2025 up to 65,536, Ministral 14B up to 262,144 tokens.

Which can read images, PDFs, audio or video?

Gemini 2.5 Flash-Lite Preview 06-17 accepts text, images, PDFs, audio and video; Gemini 2.5 Flash-Lite Preview 09-2025 accepts text, images, PDFs, audio and video; Ministral 14B accepts text and images. Gemini 2.5 Flash-Lite Preview 06-17 handles the widest range of inputs.

Are any of these open source?

Ministral 14B publishes its weights (Apache-2.0) and can be self-hosted; Gemini 2.5 Flash-Lite Preview 06-17 and Gemini 2.5 Flash-Lite Preview 09-2025 is proprietary.

Which is newer?

Ministral 14B is the newest, released Dec 2, 2025. Gemini 2.5 Flash-Lite Preview 09-2025 came out Sep 25, 2025; Gemini 2.5 Flash-Lite Preview 06-17 came out Jun 17, 2025. Knowledge cutoff: Gemini 2.5 Flash-Lite Preview 06-17 Jan 2025, Gemini 2.5 Flash-Lite Preview 09-2025 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 Nov 2, 2026.