ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Gemini 2.5 Flash vs Gemini 3 Flash Preview vs DeepSeek-V3.1

Gemini 3 Flash Preview comes out ahead, 73 to 68 and 55 on our weighted score, though DeepSeek-V3.1 is 47% cheaper per token.

  1. Google

    Gemini 2.5 Flash

    Released Jun 17, 2025

    68/100
    • ECI140.8
    • Price$0.30 / $2.50
    • Context1.05M
  2. Our pick

    Google

    Gemini 3 Flash Preview

    Released Dec 17, 2025

    73/100
    • ECI151.8
    • Price$0.50 / $3.00
    • Context1.05M
  3. DeepSeek

    DeepSeek-V3.1

    Released Aug 21, 2025

    55/100
    • ECI139.9
    • Price$0.385 / $1.25
    • Context131K
01 — Verdict

Gemini 3 Flash Preview is our pick

Gemini 3 Flash Preview is the better all-round choice, scoring 73/100 against Gemini 2.5 Flash (68) and DeepSeek-V3.1 (55). It leads on capability. DeepSeek-V3.1 wins on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGemini 3 Flash PreviewCapabilities Index (ECI): Gemini 3 Flash Preview 151.8 · Gemini 2.5 Flash 140.8 · DeepSeek-V3.1 139.9
  • Lowest priceDeepSeek-V3.1DeepSeek-V3.1 $0.601 · Gemini 2.5 Flash $0.85 · Gemini 3 Flash Preview $1.13 per 1M tokens (3:1 blend)
  • Longest contextGemini 2.5 Flash and Gemini 3 Flash PreviewGemini 2.5 Flash 1,048,576 · Gemini 3 Flash Preview 1,048,576 · DeepSeek-V3.1 131,072 tokens
  • Widest inputsGemini 2.5 Flash and Gemini 3 Flash PreviewGemini 2.5 Flash: Text, Images, PDFs, Audio, Video · Gemini 3 Flash Preview: Text, Images, PDFs, Audio, Video · DeepSeek-V3.1: Text
  • Self-hostingDeepSeek-V3.1Publishes downloadable weights (MIT License)
How the score is built
MeasureWeightGemini 2.5 FlashGemini 3 Flash PreviewDeepSeek-V3.1
CapabilityCapabilities Index (ECI)50%678065
Price25%534760
Inputs & features15%10010035
Context window10%616124
Overall100%68/10073/10055/100
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 vs Gemini 3 Flash Preview vs DeepSeek-V3.1 specifications side by side
SpecificationGemini 2.5 FlashGoogleGemini 3 Flash PreviewGoogleDeepSeek-V3.1DeepSeek
Capability
Capabilities Index (ECI)140.8151.8 (best)139.9
ECI rank#97 of 148#43 of 148 (best)#100 of 148
GPQA DiamondGraduate-level science questions—89.4%—
FrontierMath Tiers 1–3Research-level mathematics—51.2%—
OTIS Mock AIME 2024–2025Competition mathematics—95.6%—
SWE-bench VerifiedFixing real GitHub issues—75.4%—
SimpleQA VerifiedShort factual questions—66.8%—
Price per million tokens
Input$0.30 (best)$0.50$0.385
Output$2.50$3.00$1.25 (best)
Cached input$0.03 (best)$0.05—
Blended (3:1)$0.85$1.13$0.601 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Google APIOfficial Google APIMedian of 8 providers
Limits
Context window1,048,576 tokens (best)1,048,576 tokens (best)131,072 tokens
Max output65,536 tokens (best)65,536 tokens (best)8,192 tokens
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsYesYesNo
AudioYesYesNo
VideoYesYesNo
ReasoningYesYesminimal · low · medium · highYes
Tool callingYesYesYes
Structured outputYesYesNo
Availability
WeightsProprietaryProprietaryOpenMIT License
API model IDgemini-2.5-flashgemini-3-flash-preview—
API providers22 (best)208
ReleasedJun 17, 2025Dec 17, 2025Aug 21, 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$8.00
  • Gemini 3 Flash Preview$11.00
  • DeepSeek-V3.1$6.35
04 — Questions

Which should you choose?

Which is better: Gemini 2.5 Flash, Gemini 3 Flash Preview or DeepSeek-V3.1?

Gemini 3 Flash Preview is the better all-round choice, scoring 73/100 against Gemini 2.5 Flash (68) and DeepSeek-V3.1 (55). It leads on capability. DeepSeek-V3.1 wins on price. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, Gemini 2.5 Flash, Gemini 3 Flash Preview or DeepSeek-V3.1?

DeepSeek-V3.1 is cheaper at $0.385 input / $1.25 output per million tokens (median across 8 API providers). Gemini 2.5 Flash costs $0.30 input / $2.50 output per million tokens (official Google API price); Gemini 3 Flash Preview costs $0.50 input / $3.00 output per million tokens (official Google API price). At a typical mix of three input tokens to one output token, that is $0.601 per million tokens for DeepSeek-V3.1 versus $0.85 for Gemini 2.5 Flash (1.4× as much) and $1.13 for Gemini 3 Flash Preview (1.9× as much).

Which scores higher on benchmarks?

Gemini 3 Flash Preview scores higher on the Capabilities Index (ECI): Gemini 3 Flash Preview 151.8 (#43 of 148), Gemini 2.5 Flash 140.8 (#97 of 148) and DeepSeek-V3.1 139.9 (#100 of 148). Their confidence ranges do not overlap (150.4–153.7 vs 138.5–142.3), 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 and DeepSeek-V3.1 yet, so there is no like-for-like coding score. On overall capability, Gemini 3 Flash Preview leads, which tends to carry over to coding, but test on your own codebase. All three support tool calling for agent workflows.

Which has the bigger context window?

Gemini 2.5 Flash and Gemini 3 Flash Preview have the largest context windows (1,048,576 and 1,048,576 tokens), against 131,072 for DeepSeek-V3.1. Maximum output per response: Gemini 2.5 Flash up to 65,536, Gemini 3 Flash Preview up to 65,536, DeepSeek-V3.1 up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Gemini 2.5 Flash accepts text, images, PDFs, audio and video; Gemini 3 Flash Preview accepts text, images, PDFs, audio and video; DeepSeek-V3.1 accepts text. Gemini 2.5 Flash handles the widest range of inputs.

Are any of these open source?

DeepSeek-V3.1 publishes its weights (MIT License) and can be self-hosted; Gemini 2.5 Flash and Gemini 3 Flash Preview is proprietary.

Which is newer?

Gemini 3 Flash Preview is the newest, released Dec 17, 2025. DeepSeek-V3.1 came out Aug 21, 2025; Gemini 2.5 Flash came out Jun 17, 2025. Knowledge cutoff: Gemini 2.5 Flash Jan 2025, Gemini 3 Flash 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.