ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Sarvam 105B vs Voxtral Mini 3B 2507 vs Seed 1.6 Flash

Seed 1.6 Flash comes out ahead, 78 to 65 and 61 on our weighted score, though Voxtral Mini 3B 2507 is 45% cheaper per token.

  1. Sarvam AI

    Sarvam 105B

    Released Sep 1, 2025

    65/100
    • ECI—
    • Price$0.047 / $0.186
    • Context131K
  2. Mistral AI

    Voxtral Mini 3B 2507

    Released Jul 15, 2025

    61/100
    • ECI—
    • Price$0.04 / $0.04
    • Context33K
  3. Our pick

    ByteDance Seed

    Seed 1.6 Flash

    Released Aug 28, 2025

    78/100
    • ECI—
    • Price$0.022 / $0.223
    • Context256K
01 — Verdict

Seed 1.6 Flash is our pick

Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Sarvam 105B (65) and Voxtral Mini 3B 2507 (61). It leads on inputs & features and context window. 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 priceVoxtral Mini 3B 2507Voxtral Mini 3B 2507 $0.04 · Seed 1.6 Flash $0.072 · Sarvam 105B $0.082 per 1M tokens (3:1 blend)
  • Longest contextSeed 1.6 FlashSeed 1.6 Flash 256,000 · Sarvam 105B 131,072 · Voxtral Mini 3B 2507 32,768 tokens
  • Widest inputsVoxtral Mini 3B 2507 and Seed 1.6 FlashSarvam 105B: Text · Voxtral Mini 3B 2507: Text, Audio · Seed 1.6 Flash: Text, Images
  • Self-hostingSarvam 105B and Voxtral Mini 3B 2507Publishes downloadable weights (Apache 2.0)
How the score is built
MeasureWeightSarvam 105BVoxtral Mini 3B 2507Seed 1.6 Flash
Price50%100100100
Inputs & features30%353570
Context window20%24036
Overall100%65/10061/10078/100

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.

Sarvam 105B vs Voxtral Mini 3B 2507 vs Seed 1.6 Flash specifications side by side
SpecificationSarvam 105BSarvam AIVoxtral Mini 3B 2507Mistral AISeed 1.6 FlashByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.047$0.04$0.022 (best)
Output$0.186$0.04 (best)$0.223
Cached input——$0.0044
Blended (3:1)$0.082$0.04 (best)$0.072
Long-context rateSame rateSame rateOver 32K: $0.045 / $0.445
Price sourceMedian of 2 providersMedian of 2 providersOfficial Volcengine Ark API
Limits
Context window131,072 tokens32,768 tokens256,000 tokens (best)
Max output131,072 tokens (best)32,768 tokens32,000 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoYesNo
VideoNoNoNo
ReasoningYes · low · medium · highNoYes
Tool callingYesYesYes
Structured outputNoNoYes
Availability
WeightsOpenOpenApache 2.0Proprietary
API model IDsarvam-105b—doubao-seed-1-6-flash-250828
API providers3 (best)22
ReleasedSep 1, 2025Jul 15, 2025Aug 28, 2025
Knowledge cutoff———
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.

  • Sarvam 105B$0.842
  • Voxtral Mini 3B 2507$0.48
  • Seed 1.6 Flash$0.668
04 — Questions

Which should you choose?

Which is better: Sarvam 105B, Voxtral Mini 3B 2507 or Seed 1.6 Flash?

Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Sarvam 105B (65) and Voxtral Mini 3B 2507 (61). It leads on inputs & features and context window. 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, Sarvam 105B, Voxtral Mini 3B 2507 or Seed 1.6 Flash?

Voxtral Mini 3B 2507 is cheaper at $0.04 input / $0.04 output per million tokens (median across 2 API providers). Seed 1.6 Flash costs $0.022 input / $0.223 output per million tokens (official Volcengine Ark API price); Sarvam 105B costs $0.047 input / $0.186 output per million tokens (median across 2 API providers). At a typical mix of three input tokens to one output token, that is $0.04 per million tokens for Voxtral Mini 3B 2507 versus $0.072 for Seed 1.6 Flash (1.8× as much) and $0.082 for Sarvam 105B (2× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Sarvam 105B has not been scored yet, Voxtral Mini 3B 2507 has not been scored yet and Seed 1.6 Flash has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Sarvam 105B, Voxtral Mini 3B 2507 and Seed 1.6 Flash 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?

Seed 1.6 Flash has the largest context window at 256,000 tokens, against 131,072 for Sarvam 105B and 32,768 for Voxtral Mini 3B 2507. Maximum output per response: Sarvam 105B up to 131,072, Voxtral Mini 3B 2507 up to 32,768, Seed 1.6 Flash up to 32,000 tokens.

Which can read images, PDFs, audio or video?

Sarvam 105B accepts text; Voxtral Mini 3B 2507 accepts text and audio; Seed 1.6 Flash accepts text and images. Voxtral Mini 3B 2507 handles the widest range of inputs.

Are any of these open source?

Sarvam 105B and Voxtral Mini 3B 2507 publishes its weights (Apache 2.0) and can be self-hosted; Seed 1.6 Flash is proprietary.

Which is newer?

Sarvam 105B is the newest, released Sep 1, 2025. Seed 1.6 Flash came out Aug 28, 2025; Voxtral Mini 3B 2507 came out Jul 15, 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.