← Edge-colocated LLM inference
Cloudflare Workers AI vs Fireworks AI for Edge-colocated LLM inference (Oct 2026)
Depot Pick for this job: Cloudflare Workers AI. Fireworks AI 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.
| Cloudflare Workers AI (Depot Pick) | Fireworks AI | |
|---|---|---|
| Job-weighted overall | 7.69 | 8.35 |
| Capability fit | 6.8 | 8.6 |
| Price / performance | 8.5 | 8.8 |
| Latency / reliability | 8.2 | 8.4 |
| Developer & agent DX | 8.4 | 9 |
| Privacy / data retention | 8 | 7.5 |
| Lock-in risk (higher = worse) | 4.5 | 3.5 |
| Maturity / track record | 7.8 | 8 |
| Lowest sourced SKU (usd_per_million_input_tokens) | $0.017 (@cf/ibm-granite/granite-4.0-h-micro · usd_per_million_input_tokens) source · as of 2026-10-27 · re-checked 2026-10-28 | $0.15 (Fireworks Serverless: GLM 5.3 Flash Input ($0.15 / 1M input tokens) · usd_per_million_input_tokens) source · as of 2026-10-28 |
| 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, Fireworks AI 3.5. Self-host fallback for this job: llama.cpp.
Agents: GET /api/compare?providers=cloudflare-workers-ai,fireworks&jtbd=edge-llm-inference · full job page · methodology