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Comparison · 3 models · Updated Nov 2, 2026

Apertus 8B vs Granite-4.0-H-Small vs Granite 4.2 8B

Granite 4.2 8B comes out ahead, 64 to 61 and 54 on our weighted score, and it is the cheaper option too.

  1. Swiss AI

    Apertus 8B

    Released Sep 2, 2025

    54/100
    • ECI—
    • Price$0.10 / $0.20
    • Context66K
  2. IBM

    Granite-4.0-H-Small

    Released Oct 2, 2025

    61/100
    • ECI—
    • Price$0.064 / $0.265
    • Context131K
  3. Our pick

    IBM

    Granite 4.2 8B

    Released Aug 25, 2026

    64/100
    • ECI—
    • Price$0.06 / $0.15
    • Context131K
01 — Verdict

Granite 4.2 8B is our pick

Granite 4.2 8B is the better all-round choice, scoring 64/100 against Granite-4.0-H-Small (61) and Apertus 8B (54). It leads on price. 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 4.2 8BGranite 4.2 8B $0.083 · Granite-4.0-H-Small $0.114 · Apertus 8B $0.125 per 1M tokens (3:1 blend)
  • Longest contextGranite-4.0-H-Small and Granite 4.2 8BGranite-4.0-H-Small 131,072 · Granite 4.2 8B 131,072 · Apertus 8B 65,536 tokens
  • Widest inputsSame inputsApertus 8B: Text · Granite-4.0-H-Small: Text · Granite 4.2 8B: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightApertus 8BGranite-4.0-H-SmallGranite 4.2 8B
Price50%899197
Inputs & features30%253535
Context window20%122525
Overall100%54/10061/10064/100

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.

Apertus 8B vs Granite-4.0-H-Small vs Granite 4.2 8B specifications side by side
SpecificationApertus 8BSwiss AIGranite-4.0-H-SmallIBMGranite 4.2 8BIBM
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.10$0.064$0.06 (best)
Output$0.20$0.265$0.15 (best)
Cached input———
Blended (3:1)$0.125$0.114$0.083 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersOfficial watsonx.ai APIMedian of 7 providers
Limits
Context window65,536 tokens131,072 tokens (best)131,072 tokens (best)
Max output8,192 tokens131,072 tokens (best)117,964 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoNoYes
Tool callingYesYesYes
Structured outputNoYesNo
Availability
WeightsOpenApache-2.0OpenOpen
API model ID—ibm/granite-4-h-small—
API providers117 (best)
ReleasedSep 2, 2025Oct 2, 2025Aug 25, 2026
Knowledge cutoffSep 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.

  • Apertus 8B$1.40
  • Granite-4.0-H-Small$1.17
  • Granite 4.2 8B$0.90
04 — Questions

Which should you choose?

Which is better: Apertus 8B, Granite-4.0-H-Small or Granite 4.2 8B?

Granite 4.2 8B is the better all-round choice, scoring 64/100 against Granite-4.0-H-Small (61) and Apertus 8B (54). It leads on price. 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, Apertus 8B, Granite-4.0-H-Small or Granite 4.2 8B?

Granite 4.2 8B is cheaper at $0.06 input / $0.15 output per million tokens (median across 7 API providers). Granite-4.0-H-Small costs $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). At a typical mix of three input tokens to one output token, that is $0.083 per million tokens for Granite 4.2 8B versus $0.114 for Granite-4.0-H-Small (1.4× as much) and $0.125 for Apertus 8B (1.5× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Apertus 8B has not been scored yet, Granite-4.0-H-Small has not been scored yet and Granite 4.2 8B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Apertus 8B, Granite-4.0-H-Small and Granite 4.2 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 and Granite 4.2 8B have the largest context windows (131,072 and 131,072 tokens), against 65,536 for Apertus 8B. Maximum output per response: Apertus 8B up to 8,192, Granite-4.0-H-Small up to 131,072, Granite 4.2 8B up to 117,964 tokens.

Which can read images, PDFs, audio or video?

Apertus 8B accepts text; Granite-4.0-H-Small accepts text; Granite 4.2 8B accepts text. They handle the same number of input types.

Are any of these open source?

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

Which is newer?

Granite 4.2 8B is the newest, released Aug 25, 2026. Granite-4.0-H-Small came out Oct 2, 2025; Apertus 8B came out Sep 2, 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 Nov 2, 2026.