ZMIME
Comparison · 2 models · Updated Nov 2, 2026

GPT-6 Astra (Fast) vs Granite 4.2 8B

Granite 4.2 8B comes out ahead, 64 to 33 on our weighted score, and it is the cheaper option too.

  1. OpenAI

    GPT-6 Astra (Fast)

    Released Sep 4, 2026New

    33/100
    • ECI—
    • Price$20.00 / $100.00
    • Context1.05M
    Full specs Remove GPT-6 Astra (Fast)
  2. Our pick

    IBM

    Granite 4.2 8B

    Released Aug 25, 2026

    64/100
    • ECI—
    • Price$0.06 / $0.15
    • Context131K
    Full specs Remove Granite 4.2 8B

  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Granite 4.2 8B is our pick

Granite 4.2 8B is the better all-round choice, scoring 64/100 against GPT-6 Astra (Fast) (33). It leads on price. GPT-6 Astra (Fast) wins on inputs & features 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 4.2 8BGranite 4.2 8B $0.083 · GPT-6 Astra (Fast) $40.00 per 1M tokens (3:1 blend)
  • Longest contextGPT-6 Astra (Fast)GPT-6 Astra (Fast) 1,050,000 · Granite 4.2 8B 131,072 tokens
  • Widest inputsGPT-6 Astra (Fast)GPT-6 Astra (Fast): Text, Images, PDFs · Granite 4.2 8B: Text
  • Self-hostingGranite 4.2 8BPublishes downloadable weights
How the score is built
MeasureWeightGPT-6 Astra (Fast)Granite 4.2 8B
Price50%097
Inputs & features30%7035
Context window20%6125
Overall100%33/10064/100

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.

GPT-6 Astra (Fast) vs Granite 4.2 8B specifications side by side
SpecificationGPT-6 Astra (Fast)OpenAIGranite 4.2 8BIBM
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$20.00$0.06 (best)
Output$100.00$0.15 (best)
Cached input——
Blended (3:1)$40.00$0.083 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 7 providers
Limits
Context window1,050,000 tokens (best)131,072 tokens
Max output128,000 tokens (best)117,964 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsYesNo
AudioNoNo
VideoNoNo
ReasoningYesYes
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryOpen
API model ID——
API providers17 (best)
ReleasedSep 4, 2026Aug 25, 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.

  • GPT-6 Astra (Fast)$400.00
  • Granite 4.2 8B$0.90
04 — Questions

Which should you choose?

Which is better: GPT-6 Astra (Fast) or Granite 4.2 8B?

Granite 4.2 8B is the better all-round choice, scoring 64/100 against GPT-6 Astra (Fast) (33). It leads on price. GPT-6 Astra (Fast) wins on inputs & features 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, GPT-6 Astra (Fast) 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). GPT-6 Astra (Fast) costs $20.00 input / $100.00 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 $40.00 for GPT-6 Astra (Fast) (485× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. GPT-6 Astra (Fast) 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 GPT-6 Astra (Fast) and Granite 4.2 8B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

GPT-6 Astra (Fast) has the largest context window at 1,050,000 tokens, against 131,072 for Granite 4.2 8B. Maximum output per response: GPT-6 Astra (Fast) up to 128,000, Granite 4.2 8B up to 117,964 tokens.

Which can read images, PDFs, audio or video?

GPT-6 Astra (Fast) accepts text, images and PDFs; Granite 4.2 8B accepts text. GPT-6 Astra (Fast) handles the widest range of inputs.

Are any of these open source?

Granite 4.2 8B publishes its weights and can be self-hosted; GPT-6 Astra (Fast) is proprietary.

Which is newer?

GPT-6 Astra (Fast) is the newest, released Sep 4, 2026. Granite 4.2 8B came out Aug 25, 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 Nov 2, 2026.

05 — Keep comparing

Related comparisons