ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Sarvam 30B vs Tiny Aya Global vs Granite-4.0-H-Micro

Too close to call on our weighted score (Granite-4.0-H-Micro 31, Sarvam 30B 31, Tiny Aya Global 15). The right pick depends on what you value most.

  1. Sarvam AI

    Sarvam 30B

    Released Feb 18, 2026

    31/100
    • ECI—
    • Price$0.02 / $0.10
    • Context128K
  2. Cohere

    Tiny Aya Global

    Released Feb 17, 2026

    15/100
    • ECI—
    • Price—
    • Context8K
  3. IBM

    Granite-4.0-H-Micro

    Released Oct 2, 2025

    31/100
    • ECI—
    • Price$0.017 / $0.112
    • Context131K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Granite-4.0-H-Micro 31/100, Sarvam 30B 31/100, Tiny Aya Global 15/100), so choose by what matters most for your work: Sarvam 30B on price and Granite-4.0-H-Micro for long inputs. 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 priceSarvam 30BSarvam 30B $0.04 · Granite-4.0-H-Micro $0.041 per 1M tokens (3:1 blend) · Tiny Aya Global unpriced
  • Longest contextGranite-4.0-H-MicroGranite-4.0-H-Micro 131,072 · Sarvam 30B 128,000 · Tiny Aya Global 8,000 tokens
  • Widest inputsSame inputsSarvam 30B: Text · Tiny Aya Global: Text · Granite-4.0-H-Micro: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightSarvam 30BTiny Aya GlobalGranite-4.0-H-Micro
Inputs & features60%352535
Context window40%24024
Overall100%31/10015/10031/100

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.

Sarvam 30B vs Tiny Aya Global vs Granite-4.0-H-Micro specifications side by side
SpecificationSarvam 30BSarvam AITiny Aya GlobalCohereGranite-4.0-H-MicroIBM
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.02—$0.017 (best)
Output$0.10 (best)—$0.112
Cached input———
Blended (3:1)$0.04 (best)—$0.041
Long-context rateSame rate—Same rate
Price sourceMedian of 1 providers—Median of 1 providers
Limits
Context window128,000 tokens8,000 tokens131,072 tokens (best)
Max output128,000 tokens8,000 tokens131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYes · low · medium · highNoNo
Tool callingYesYesYes
Structured outputNoNoYes
Availability
WeightsOpenOpenCC-BY-NC-4.0Open
API model IDsarvam-30btiny-aya-global—
API providers2 (best)11
ReleasedFeb 18, 2026Feb 17, 2026Oct 2, 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 30B$0.40
  • Tiny Aya Global—
  • Granite-4.0-H-Micro$0.394
04 — Questions

Which should you choose?

Which is better: Sarvam 30B, Tiny Aya Global or Granite-4.0-H-Micro?

It is close. Our weighted score puts them within a point (Granite-4.0-H-Micro 31/100, Sarvam 30B 31/100, Tiny Aya Global 15/100), so choose by what matters most for your work: Sarvam 30B on price and Granite-4.0-H-Micro for long inputs. 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, Sarvam 30B, Tiny Aya Global or Granite-4.0-H-Micro?

Sarvam 30B is cheaper at $0.02 input / $0.10 output per million tokens (median across 1 API provider). Granite-4.0-H-Micro costs $0.017 input / $0.112 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 Sarvam 30B versus $0.041 for Granite-4.0-H-Micro (1× as much). Tiny Aya Global has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Sarvam 30B has not been scored yet, Tiny Aya Global has not been scored yet and Granite-4.0-H-Micro has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Sarvam 30B, Tiny Aya Global and Granite-4.0-H-Micro 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?

Granite-4.0-H-Micro has the largest context window at 131,072 tokens, against 128,000 for Sarvam 30B and 8,000 for Tiny Aya Global. Maximum output per response: Sarvam 30B up to 128,000, Tiny Aya Global up to 8,000, Granite-4.0-H-Micro up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Sarvam 30B accepts text; Tiny Aya Global accepts text; Granite-4.0-H-Micro accepts text. They handle the same number of input types.

Are any of these open source?

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

Which is newer?

Sarvam 30B is the newest, released Feb 18, 2026. Tiny Aya Global came out Feb 17, 2026; Granite-4.0-H-Micro came out Oct 2, 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.