Model comparison
GLM-5.3 Flash vs Cohere Command R7B
Compare GLM-5.3 Flash vs Cohere Command R7B API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.
GLM-5.3 Flash
cloudflare · glm-5.3-flash
- Input
- $0.15
- Output
- $0.5
- Context
- 1M
Cohere Command R7B
cohere_chat · command-r7b-12-2024
- Input
- $0.037
- Output
- $0.15
- Context
- 128K
Quick take
Cohere Command R7B has the lower input price at $0.037 per 1M input tokens. Cohere Command R7B is cheaper for the example blended workload below. GLM-5.3 Flash has the larger context window at 1M tokens.
Choose GLM-5.3 Flash if...
- GLM-5.3 Flash is safer for long documents, repository analysis, and RAG prompts because it has the larger context window.
- GLM-5.3 Flash is stronger when the same large prompt or document is reused because it supports prompt caching.
- GLM-5.3 Flash is required if images, screenshots, or visual documents are part of the workflow.
Choose Cohere Command R7B if...
- Cohere Command R7B is the better default for cost-sensitive traffic and repeated high-volume calls.
- Cohere Command R7B gives more room for long generated answers, reports, or code output.
Example workload cost
Estimates use input tokens plus 20% output tokens. They exclude provider discounts, cache hits, and tool/search surcharges.
| Workload | GLM-5.3 Flash | Cohere Command R7B | Cheaper |
|---|---|---|---|
| 1M input + 200K output | $0.25 | $0.07 | Cohere Command R7B |
| 10M input + 2M output | $2.50 | $0.68 | Cohere Command R7B |
| 100M input + 20M output | $25.00 | $6.75 | Cohere Command R7B |
Context, output, and capability fit
GLM-5.3 Flash provides the larger context window. Check max output separately when the task needs long reports, code generation, or full-document rewrites.
- GLM-5.3 Flash max output
- n/a
- Cohere Command R7B max output
- 4K
- GLM-5.3 Flash features
- prompt caching, function calling, vision
- Cohere Command R7B features
- function calling
Risk notes for GLM-5.3 Flash
- No major capability risk is flagged in this snapshot, but provider pages should still be verified before production routing.
Risk notes for Cohere Command R7B
- Smaller context window: long PDFs, codebases, or RAG prompts may need chunking.
- No prompt caching in this snapshot: repeated long-context calls may be more expensive.
Routing tags
frontierbudgetreasoningcodingagentslong-contextmultimodalopen-weightcache-friendlyraglocal-openhigh-volumeenterprise-rag