ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Granite-4.0-H-Small vs Voxtral Small 24B 2507 vs Apertus 8B

Granite-4.0-H-Small comes out ahead, 63 to 56 and 55 on our weighted score, and it is the cheaper option too.

  1. Our pick

    IBM

    Granite-4.0-H-Small

    Released Oct 2, 2025

    63/100
    • ECI—
    • Price$0.064 / $0.265
    • Context131K
  2. Mistral AI

    Voxtral Small 24B 2507

    Released Jul 15, 2025

    55/100
    • ECI—
    • Price$0.10 / $0.30
    • Context33K
  3. Swiss AI

    Apertus 8B

    Released Sep 2, 2025

    56/100
    • ECI—
    • Price$0.10 / $0.20
    • Context66K
01 — Verdict

Granite-4.0-H-Small is our pick

Granite-4.0-H-Small is the better all-round choice, scoring 63/100 against Apertus 8B (56) and Voxtral Small 24B 2507 (55). It leads on price 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 priceGranite-4.0-H-SmallGranite-4.0-H-Small $0.114 · Apertus 8B $0.125 · Voxtral Small 24B 2507 $0.15 per 1M tokens (3:1 blend)
  • Longest contextGranite-4.0-H-SmallGranite-4.0-H-Small 131,072 · Apertus 8B 65,536 · Voxtral Small 24B 2507 32,768 tokens
  • Widest inputsVoxtral Small 24B 2507Granite-4.0-H-Small: Text · Voxtral Small 24B 2507: Text, Audio · Apertus 8B: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightGranite-4.0-H-SmallVoxtral Small 24B 2507Apertus 8B
Price50%958993
Inputs & features30%353525
Context window20%24012
Overall100%63/10055/10056/100

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.

Granite-4.0-H-Small vs Voxtral Small 24B 2507 vs Apertus 8B specifications side by side
SpecificationGranite-4.0-H-SmallIBMVoxtral Small 24B 2507Mistral AIApertus 8BSwiss AI
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.064 (best)$0.10$0.10
Output$0.265$0.30$0.20 (best)
Cached input———
Blended (3:1)$0.114 (best)$0.15$0.125
Long-context rateSame rateSame rateSame rate
Price sourceOfficial watsonx.ai APIOfficial Mistral APIMedian of 1 providers
Limits
Context window131,072 tokens (best)32,768 tokens65,536 tokens
Max output131,072 tokens (best)32,768 tokens8,192 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoYesNo
VideoNoNoNo
ReasoningNoNoNo
Tool callingYesYesYes
Structured outputYesNoNo
Availability
WeightsOpenOpenApache 2.0OpenApache-2.0
API model IDibm/granite-4-h-smallvoxtral-small-latest—
API providers17 (best)1
ReleasedOct 2, 2025Jul 15, 2025Sep 2, 2025
Knowledge cutoff——Sep 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.

  • Granite-4.0-H-Small$1.17
  • Voxtral Small 24B 2507$1.60
  • Apertus 8B$1.40
04 — Questions

Which should you choose?

Which is better: Granite-4.0-H-Small, Voxtral Small 24B 2507 or Apertus 8B?

Granite-4.0-H-Small is the better all-round choice, scoring 63/100 against Apertus 8B (56) and Voxtral Small 24B 2507 (55). It leads on price 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, Granite-4.0-H-Small, Voxtral Small 24B 2507 or Apertus 8B?

Granite-4.0-H-Small is cheaper at $0.064 input / $0.265 output per million tokens (official watsonx.ai API price). Apertus 8B costs $0.10 input / $0.20 output per million tokens (median across 1 API provider); Voxtral Small 24B 2507 costs $0.10 input / $0.30 output per million tokens (official Mistral API price). At a typical mix of three input tokens to one output token, that is $0.114 per million tokens for Granite-4.0-H-Small versus $0.125 for Apertus 8B (1.1× as much) and $0.15 for Voxtral Small 24B 2507 (1.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Granite-4.0-H-Small has not been scored yet, Voxtral Small 24B 2507 has not been scored yet and Apertus 8B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Granite-4.0-H-Small, Voxtral Small 24B 2507 and Apertus 8B 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-Small has the largest context window at 131,072 tokens, against 65,536 for Apertus 8B and 32,768 for Voxtral Small 24B 2507. Maximum output per response: Granite-4.0-H-Small up to 131,072, Voxtral Small 24B 2507 up to 32,768, Apertus 8B up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Granite-4.0-H-Small accepts text; Voxtral Small 24B 2507 accepts text and audio; Apertus 8B accepts text. Voxtral Small 24B 2507 handles the widest range of inputs.

Are any of these open source?

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

Which is newer?

Granite-4.0-H-Small is the newest, released Oct 2, 2025. Apertus 8B came out Sep 2, 2025; Voxtral Small 24B 2507 came out Jul 15, 2025. Knowledge cutoff: Apertus 8B Sep 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.