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Comparison · 3 models · Updated Oct 4, 2026

Tiny Aya Global vs MiniMax-M2.5-highspeed vs Sarvam 30B

MiniMax-M2.5-highspeed comes out ahead, 34 to 31 and 15 on our weighted score, though Sarvam 30B is 26× cheaper per token.

  1. Cohere

    Tiny Aya Global

    Released Feb 17, 2026

    15/100
    • ECI—
    • Price—
    • Context8K
  2. Our pick

    MiniMax

    MiniMax-M2.5-highspeed

    Released Feb 13, 2026

    34/100
    • ECI—
    • Price$0.60 / $2.40
    • Context205K
  3. Sarvam AI

    Sarvam 30B

    Released Feb 18, 2026

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

MiniMax-M2.5-highspeed is our pick

MiniMax-M2.5-highspeed is the better all-round choice, scoring 34/100 against Sarvam 30B (31) and Tiny Aya Global (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 priceSarvam 30BSarvam 30B $0.04 · MiniMax-M2.5-highspeed $1.05 per 1M tokens (3:1 blend) · Tiny Aya Global unpriced
  • Longest contextMiniMax-M2.5-highspeedMiniMax-M2.5-highspeed 204,800 · Sarvam 30B 128,000 · Tiny Aya Global 8,000 tokens
  • Widest inputsSame inputsTiny Aya Global: Text · MiniMax-M2.5-highspeed: Text · 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 GlobalMiniMax-M2.5-highspeedSarvam 30B
Inputs & features60%253535
Context window40%03224
Overall100%15/10034/10031/100

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 Global vs MiniMax-M2.5-highspeed vs Sarvam 30B specifications side by side
SpecificationTiny Aya GlobalCohereMiniMax-M2.5-highspeedMiniMaxSarvam 30BSarvam AI
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input—$0.60$0.02 (best)
Output—$2.40$0.10 (best)
Cached input—$0.06—
Blended (3:1)—$1.05$0.04 (best)
Long-context rate—Same rateSame rate
Price source—Official MiniMax (minimax.io) APIMedian of 1 providers
Limits
Context window8,000 tokens204,800 tokens (best)128,000 tokens
Max output8,000 tokens131,072 tokens (best)128,000 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoYesYes · low · medium · high
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsOpenCC-BY-NC-4.0OpenOpen
API model IDtiny-aya-globalMiniMax-M2.5-highspeedsarvam-30b
API providers17 (best)2
ReleasedFeb 17, 2026Feb 13, 2026Feb 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 Global—
  • MiniMax-M2.5-highspeed$10.80
  • Sarvam 30B$0.40
04 — Questions

Which should you choose?

Which is better: Tiny Aya Global, MiniMax-M2.5-highspeed or Sarvam 30B?

MiniMax-M2.5-highspeed is the better all-round choice, scoring 34/100 against Sarvam 30B (31) and Tiny Aya Global (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 Global, MiniMax-M2.5-highspeed or Sarvam 30B?

Sarvam 30B is cheaper at $0.02 input / $0.10 output per million tokens (median across 1 API provider). MiniMax-M2.5-highspeed costs $0.60 input / $2.40 output per million tokens (official MiniMax (minimax.io) API price). At a typical mix of three input tokens to one output token, that is $0.04 per million tokens for Sarvam 30B versus $1.05 for MiniMax-M2.5-highspeed (26× 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. Tiny Aya Global has not been scored yet, MiniMax-M2.5-highspeed 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 Global, MiniMax-M2.5-highspeed 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?

MiniMax-M2.5-highspeed has the largest context window at 204,800 tokens, against 128,000 for Sarvam 30B and 8,000 for Tiny Aya Global. Maximum output per response: Tiny Aya Global up to 8,000, MiniMax-M2.5-highspeed up to 131,072, Sarvam 30B up to 128,000 tokens.

Which can read images, PDFs, audio or video?

Tiny Aya Global accepts text; MiniMax-M2.5-highspeed accepts text; Sarvam 30B 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; MiniMax-M2.5-highspeed came out Feb 13, 2026.

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.