← Edge-colocated LLM inference
Cloudflare Workers AI vs Groq for Edge-colocated LLM inference (Oct 2026)
Depot Pick for this job: Cloudflare Workers AI. Groq is a ranked runner-up. Both have a sourced price in usd_per_million_input_tokens, so this comparison is like for like on price. Prices are each provider's lowest sourced SKU in that unit only (no blending across units, input/output or context tiers), not quality-adjusted.
Scores as of 2026-09-14 / 2026-09-14 (43 / 43 days; stale after 30). Prices carry their own dates.
| Cloudflare Workers AI (Depot Pick) | Groq | |
|---|---|---|
| Job-weighted overall | 7.69 | 7.95 |
| Capability fit | 6.8 | 7.8 |
| Price / performance | 8.5 | 9 |
| Latency / reliability | 8.2 | 8.2 |
| Developer & agent DX | 8.4 | 8.8 |
| Privacy / data retention | 8 | 7 |
| Lock-in risk (higher = worse) | 4.5 | 5 |
| Maturity / track record | 7.8 | 7.8 |
| Lowest sourced SKU (usd_per_million_input_tokens) | $0.017 (@cf/ibm-granite/granite-4.0-h-micro) source · as of 2026-10-03 · re-checked 2026-10-27 | $0.075 (openai/gpt-oss-20b) source · as of 2026-10-03 · re-checked 2026-10-27 |
| Free option for this job | Cloudflare Workers AI daily neurons (free) — source | none listed |
| Score kind / confidence | curated_estimate / high | curated_estimate / high |
When not to use Cloudflare Workers AI
Need frontier reasoning quality — use Anthropic/OpenAI and accept hop latency.
Lock-in
Stored lock-in risk (0–10, higher = more lock-in): Cloudflare Workers AI 4.5, Groq 5. Self-host fallback for this job: llama.cpp.
Agents: GET /api/compare?providers=cloudflare-workers-ai,groq&jtbd=edge-llm-inference · full job page · methodology