ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Tiny Aya Water vs Voxtral Mini 3B 2507 vs Sarvam 30B

Sarvam 30B comes out ahead, 31 to 21 and 15 on our weighted score.

  1. Cohere

    Tiny Aya Water

    Released Feb 17, 2026

    15/100
    • ECI—
    • Price—
    • Context8K
  2. Mistral AI

    Voxtral Mini 3B 2507

    Released Jul 15, 2025

    21/100
    • ECI—
    • Price$0.04 / $0.04
    • Context33K
  3. Our pick

    Sarvam AI

    Sarvam 30B

    Released Feb 18, 2026

    31/100
    • ECI—
    • Price$0.02 / $0.10
    • Context128K
01 — Verdict

Sarvam 30B is our pick

Sarvam 30B is the better all-round choice, scoring 31/100 against Voxtral Mini 3B 2507 (21) and Tiny Aya Water (15). It leads on context window. The score weighs inputs & features 60%, context window 40%. 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 2507 and Sarvam 30BVoxtral Mini 3B 2507 $0.04 · Sarvam 30B $0.04 per 1M tokens (3:1 blend) · Tiny Aya Water unpriced
  • Longest contextSarvam 30BSarvam 30B 128,000 · Voxtral Mini 3B 2507 32,768 · Tiny Aya Water 8,000 tokens
  • Widest inputsVoxtral Mini 3B 2507Tiny Aya Water: Text · Voxtral Mini 3B 2507: Text, Audio · Sarvam 30B: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightTiny Aya WaterVoxtral Mini 3B 2507Sarvam 30B
Inputs & features60%253535
Context window40%0024
Overall100%15/10021/10031/100

Left out because at least one model lacks the data: capability and price. 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.

Tiny Aya Water vs Voxtral Mini 3B 2507 vs Sarvam 30B specifications side by side
SpecificationTiny Aya WaterCohereVoxtral Mini 3B 2507Mistral AISarvam 30BSarvam AI
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input—$0.04$0.02 (best)
Output—$0.04 (best)$0.10
Cached input———
Blended (3:1)—$0.04$0.04
Long-context rate—Same rateSame rate
Price source—Median of 2 providersMedian of 1 providers
Limits
Context window8,000 tokens32,768 tokens128,000 tokens (best)
Max output8,000 tokens32,768 tokens128,000 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoYesNo
VideoNoNoNo
ReasoningNoNoYes · low · medium · high
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsOpenCC-BY-NC-4.0OpenApache 2.0Open
API model IDtiny-aya-water—sarvam-30b
API providers12 (best)2 (best)
ReleasedFeb 17, 2026Jul 15, 2025Feb 18, 2026
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.

  • Tiny Aya Water—
  • Voxtral Mini 3B 2507$0.48
  • Sarvam 30B$0.40
04 — Questions

Which should you choose?

Which is better: Tiny Aya Water, Voxtral Mini 3B 2507 or Sarvam 30B?

Sarvam 30B is the better all-round choice, scoring 31/100 against Voxtral Mini 3B 2507 (21) and Tiny Aya Water (15). It leads on context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Tiny Aya Water, Voxtral Mini 3B 2507 or Sarvam 30B?

Voxtral Mini 3B 2507 is cheaper at $0.04 input / $0.04 output per million tokens (median across 2 API providers). Sarvam 30B costs $0.02 input / $0.10 output per million tokens (median across 1 API provider). 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 $0.04 for Sarvam 30B (1× as much). Tiny Aya Water has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Tiny Aya Water has not been scored yet, Voxtral Mini 3B 2507 has not been scored yet and Sarvam 30B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Tiny Aya Water, Voxtral Mini 3B 2507 and Sarvam 30B 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?

Sarvam 30B has the largest context window at 128,000 tokens, against 32,768 for Voxtral Mini 3B 2507 and 8,000 for Tiny Aya Water. Maximum output per response: Tiny Aya Water up to 8,000, Voxtral Mini 3B 2507 up to 32,768, Sarvam 30B up to 128,000 tokens.

Which can read images, PDFs, audio or video?

Tiny Aya Water accepts text; Voxtral Mini 3B 2507 accepts text and audio; Sarvam 30B accepts text. Voxtral Mini 3B 2507 handles the widest range of inputs.

Are any of these open source?

Yes, all three publish their weights (CC-BY-NC-4.0 and Apache 2.0), so you can self-host them.

Which is newer?

Sarvam 30B is the newest, released Feb 18, 2026. Tiny Aya Water came out Feb 17, 2026; 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.