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Comparison · 3 models · Updated Oct 4, 2026

Command A Plus vs Pareto vs Qwen3.8 2.4T A95B

Too close to call on our weighted score (Command A Plus 35, Qwen3.8 2.4T A95B 34, Pareto 34). The right pick depends on what you value most.

  1. Cohere

    Command A Plus

    Released May 20, 2026

    35/100
    • ECI—
    • Price$2.50 / $10.00
    • Context128K
  2. Unbiased

    Pareto

    Released Sep 17, 2026

    34/100
    • ECI—
    • Price$2.50 / $7.50
    • Context262K
  3. Alibaba (Qwen)

    Qwen3.8 2.4T A95B

    Released Aug 12, 2026

    34/100
    • ECI—
    • Price$2.00 / $6.00
    • Context262K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 1 points (Command A Plus 35/100, Qwen3.8 2.4T A95B 34/100, Pareto 34/100), so choose by what matters most for your work: Qwen3.8 2.4T A95B 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 priceQwen3.8 2.4T A95BQwen3.8 2.4T A95B $3.00 · Pareto $3.75 · Command A Plus $4.38 per 1M tokens (3:1 blend)
  • Longest contextPareto and Qwen3.8 2.4T A95BPareto 262,144 · Qwen3.8 2.4T A95B 262,144 · Command A Plus 128,000 tokens
  • Widest inputsCommand A Plus and ParetoCommand A Plus: Text, Images · Pareto: Text, Images · Qwen3.8 2.4T A95B: Text
  • Self-hostingCommand A Plus and Qwen3.8 2.4T A95BPublishes downloadable weights (qwen3.8-max)
How the score is built
MeasureWeightCommand A PlusParetoQwen3.8 2.4T A95B
Price50%192327
Inputs & features30%705045
Context window20%243737
Overall100%35/10034/10034/100

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.

Command A Plus vs Pareto vs Qwen3.8 2.4T A95B specifications side by side
SpecificationCommand A PlusCohereParetoUnbiasedQwen3.8 2.4T A95BAlibaba (Qwen)
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$2.50$2.50$2.00 (best)
Output$10.00$7.50$6.00 (best)
Cached input———
Blended (3:1)$4.38$3.75$3.00 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Cohere APIMedian of 4 providersMedian of 21 providers
Limits
Context window128,000 tokens262,144 tokens (best)262,144 tokens (best)
Max output64,000 tokens131,072 tokens (best)131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesNoYes
Tool callingYesYesYes
Structured outputYesNoYes
Availability
WeightsOpenProprietaryOpenqwen3.8-max
API model IDcommand-a-plus-05-2026——
API providers1421 (best)
ReleasedMay 20, 2026Sep 17, 2026Aug 12, 2026
Knowledge cutoffApr 1, 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.

  • Command A Plus$45.00
  • Pareto$40.00
  • Qwen3.8 2.4T A95B$32.00
04 — Questions

Which should you choose?

Which is better: Command A Plus, Pareto or Qwen3.8 2.4T A95B?

It is close. Our weighted score puts them within 1 points (Command A Plus 35/100, Qwen3.8 2.4T A95B 34/100, Pareto 34/100), so choose by what matters most for your work: Qwen3.8 2.4T A95B 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, Command A Plus, Pareto or Qwen3.8 2.4T A95B?

Qwen3.8 2.4T A95B is cheaper at $2.00 input / $6.00 output per million tokens (median across 21 API providers). Pareto costs $2.50 input / $7.50 output per million tokens (median across 4 API providers); Command A Plus costs $2.50 input / $10.00 output per million tokens (official Cohere API price). At a typical mix of three input tokens to one output token, that is $3.00 per million tokens for Qwen3.8 2.4T A95B versus $3.75 for Pareto (1.3× as much) and $4.38 for Command A Plus (1.5× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Command A Plus has not been scored yet, Pareto has not been scored yet and Qwen3.8 2.4T A95B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Command A Plus, Pareto and Qwen3.8 2.4T A95B 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?

Pareto and Qwen3.8 2.4T A95B have the largest context windows (262,144 and 262,144 tokens), against 128,000 for Command A Plus. Maximum output per response: Command A Plus up to 64,000, Pareto up to 131,072, Qwen3.8 2.4T A95B up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Command A Plus accepts text and images; Pareto accepts text and images; Qwen3.8 2.4T A95B accepts text. Command A Plus handles the widest range of inputs.

Are any of these open source?

Command A Plus and Qwen3.8 2.4T A95B publishes its weights (qwen3.8-max) and can be self-hosted; Pareto is proprietary.

Which is newer?

Pareto is the newest, released Sep 17, 2026. Qwen3.8 2.4T A95B came out Aug 12, 2026; Command A Plus came out May 20, 2026. Knowledge cutoff: Command A Plus Apr 1, 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.