Cohere: Command R7B (12-2024) vs StepFun: Step 5 Preview: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Cohere: Command R7B (12-2024) (cohere/command-r7b-12-2024) vs StepFun: Step 5 Preview (stepfun/step-5-preview). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
Cohere: Command R7B (12-2024) (cohere/command-r7b-12-2024) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Cohere: Command R7B (12-2024): Activate ephemeral prefix caching to slash input costs by 50% (down to $0.0187/1M) or route via asynchronous Batch API for 50% off standard token rates.
StepFun: Step 5 Preview (stepfun/step-5-preview) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for StepFun: Step 5 Preview: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.5/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Cohere: Command R7B (12-2024) (API ID: cohere/command-r7b-12-2024) vs StepFun: Step 5 Preview (API ID: stepfun/step-5-preview), Cohere: Command R7B (12-2024) offers lower standard input pricing at $0.0375/1M tokens ($0.15/1M output), while Cohere: Command R7B (12-2024) leads in cached prefix economics at $0.0187/1M tokens (50% discount). Cohere: Command R7B (12-2024) achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).
Auto-discovered via live global telemetry registry.
Auto-discovered via live global telemetry registry.
| Specification / FinOps Dimension | Cohere: Command R7B (12-2024) | StepFun: Step 5 Preview | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | cohere/command-r7b-12-2024 | stepfun/step-5-preview | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.0375 / $0.15 | $1 / $2.7 | Cohere: Command R7B (12-2024) |
| Cache Read Price (per 1M) | $0.0187/1M (50% Off) | $0.5/1M (50% Off) | Cohere: Command R7B (12-2024) |
| Context Window / Max Output | 125K In / 4K Out | 1024K In / 63K Out | StepFun: Step 5 Preview |
| P90 First-Token / Edge Latency | 280ms | 280ms | Cohere: Command R7B (12-2024) (-0ms) |
Command R7B (12-2024) is a small, fast update of the Command R+ model, delivered in December 2024. It excels at RAG, tool use, agents, and similar tasks requiring complex reasoning
Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture (27B active / 600B total parameters). It performs strongly in softwar
Real-Time Stack Cost & Hidden-Fee Simulator (MAU / Token / Egress / GMV)
Calibrated with Reddit r/FinOps & r/devops telemetry: Includes Context Caching, Bandwidth Egress, and MoR Tax
🛰️Switch from Cohere: Command R7B (12-2024) to StepFun: Step 5 Preview
Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture (27B active / 600B total parameters). It performs strongly in softwar Verified P90 latency of 280ms.