ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Command A vs Step 2 (16K) vs Step 1 (32K)

Command A comes out ahead, 24 to 18 and 11 on our weighted score, though Step 1 (32K) is 10% cheaper per token.

  1. Our pick

    Cohere

    Command A

    Released Mar 13, 2025

    24/100
    • ECI—
    • Price$2.50 / $10.00
    • Context256K
  2. StepFun

    Step 2 (16K)

    Released Jan 1, 2025

    11/100
    • ECI—
    • Price$5.21 / $16.44
    • Context16K
  3. StepFun

    Step 1 (32K)

    Released Jan 1, 2025

    18/100
    • ECI—
    • Price$2.05 / $9.59
    • Context33K
01 — Verdict

Command A is our pick

Command A is the better all-round choice, scoring 24/100 against Step 1 (32K) (18) and Step 2 (16K) (11). It leads on 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 $4.38 · Step 2 (16K) $8.02 per 1M tokens (3:1 blend)
  • Longest contextCommand ACommand A 256,000 · Step 1 (32K) 32,768 · Step 2 (16K) 16,384 tokens
  • Widest inputsSame inputsCommand A: Text · Step 2 (16K): Text · Step 1 (32K): Text
  • Self-hostingCommand APublishes downloadable weights
How the score is built
MeasureWeightCommand AStep 2 (16K)Step 1 (32K)
Price50%19722
Inputs & features30%252525
Context window20%3600
Overall100%24/10011/10018/100

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 vs Step 2 (16K) vs Step 1 (32K) specifications side by side
SpecificationCommand ACohereStep 2 (16K)StepFunStep 1 (32K)StepFun
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$2.50$5.21$2.05 (best)
Output$10.00$16.44$9.59 (best)
Cached input—$1.04$0.41 (best)
Blended (3:1)$4.38$8.02$3.94 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Cohere APIOfficial StepFun (Global) APIOfficial StepFun (Global) API
Limits
Context window256,000 tokens (best)16,384 tokens32,768 tokens
Max output8,000 tokens8,192 tokens32,768 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoNoNo
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsOpenProprietaryProprietary
API model IDcommand-a-03-2025step-2-16kstep-1-32k
API providers3 (best)11
ReleasedMar 13, 2025Jan 1, 2025Jan 1, 2025
Knowledge cutoffJun 1, 2024Jun 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$45.00
  • Step 2 (16K)$84.98
  • Step 1 (32K)$39.68
04 — Questions

Which should you choose?

Which is better: Command A, Step 2 (16K) or Step 1 (32K)?

Command A is the better all-round choice, scoring 24/100 against Step 1 (32K) (18) and Step 2 (16K) (11). It leads on 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, Step 2 (16K) 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 costs $2.50 input / $10.00 output per million tokens (official Cohere API price); Step 2 (16K) costs $5.21 input / $16.44 output per million tokens (official StepFun (Global) 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 (1.1× as much) and $8.02 for Step 2 (16K) (2× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Command A has not been scored yet, Step 2 (16K) 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, Step 2 (16K) and Step 1 (32K) 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?

Command A has the largest context window at 256,000 tokens, against 32,768 for Step 1 (32K) and 16,384 for Step 2 (16K). Maximum output per response: Command A up to 8,000, Step 2 (16K) up to 8,192, Step 1 (32K) up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Command A accepts text; Step 2 (16K) accepts text; Step 1 (32K) accepts text. They handle the same number of input types.

Are any of these open source?

Command A publishes its weights and can be self-hosted; Step 2 (16K) and Step 1 (32K) is proprietary.

Which is newer?

Command A is the newest, released Mar 13, 2025. Step 2 (16K) came out Jan 1, 2025; Step 1 (32K) came out Jan 1, 2025. Knowledge cutoff: Command A Jun 1, 2024, Step 2 (16K) Jun 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.