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Comparison · 2 models · Updated Oct 4, 2026

Command A Reasoning vs Step 1 (32K)

Command A Reasoning comes out ahead, 27 to 18 on our weighted score, though Step 1 (32K) is 10% cheaper per token.

  1. Our pick

    Cohere

    Command A Reasoning

    Released Aug 21, 2025

    27/100
    • ECI—
    • Price$2.50 / $10.00
    • Context256K
  2. StepFun

    Step 1 (32K)

    Released Jan 1, 2025

    18/100
    • ECI—
    • Price$2.05 / $9.59
    • Context33K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Command A Reasoning is our pick

Command A Reasoning is the better all-round choice, scoring 27/100 against Step 1 (32K) (18). It leads on inputs & features and context window. Step 1 (32K) wins 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 priceStep 1 (32K)Step 1 (32K) $3.94 · Command A Reasoning $4.38 per 1M tokens (3:1 blend)
  • Longest contextCommand A ReasoningCommand A Reasoning 256,000 · Step 1 (32K) 32,768 tokens
  • Widest inputsSame inputsCommand A Reasoning: Text · Step 1 (32K): Text
  • Self-hostingCommand A ReasoningPublishes downloadable weights
How the score is built
MeasureWeightCommand A ReasoningStep 1 (32K)
Price50%1922
Inputs & features30%3525
Context window20%360
Overall100%27/10018/100

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 Reasoning vs Step 1 (32K) specifications side by side
SpecificationCommand A ReasoningCohereStep 1 (32K)StepFun
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$2.50$2.05 (best)
Output$10.00$9.59 (best)
Cached input—$0.41
Blended (3:1)$4.38$3.94 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Cohere APIOfficial StepFun (Global) API
Limits
Context window256,000 tokens (best)32,768 tokens
Max output32,000 tokens32,768 tokens (best)
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenProprietary
API model IDcommand-a-reasoning-08-2025step-1-32k
API providers3 (best)1
ReleasedAug 21, 2025Jan 1, 2025
Knowledge cutoffJun 1, 2024Jun 2024
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 Reasoning$45.00
  • Step 1 (32K)$39.68
04 — Questions

Which should you choose?

Which is better: Command A Reasoning or Step 1 (32K)?

Command A Reasoning is the better all-round choice, scoring 27/100 against Step 1 (32K) (18). It leads on inputs & features and context window. Step 1 (32K) wins 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 Reasoning or Step 1 (32K)?

Step 1 (32K) is cheaper at $2.05 input / $9.59 output per million tokens (official StepFun (Global) API price). Command A Reasoning 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 $3.94 per million tokens for Step 1 (32K) versus $4.38 for Command A Reasoning (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Command A Reasoning has not been scored yet and Step 1 (32K) has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Command A Reasoning and Step 1 (32K) 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?

Command A Reasoning has the largest context window at 256,000 tokens, against 32,768 for Step 1 (32K). Maximum output per response: Command A Reasoning up to 32,000, Step 1 (32K) up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Command A Reasoning accepts text; Step 1 (32K) accepts text. They handle the same number of input types.

Are any of these open source?

Command A Reasoning publishes its weights and can be self-hosted; Step 1 (32K) is proprietary.

Which is newer?

Command A Reasoning is the newest, released Aug 21, 2025. Step 1 (32K) came out Jan 1, 2025. Knowledge cutoff: Command A Reasoning Jun 1, 2024, Step 1 (32K) Jun 2024.

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.