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← Hosted open-weight model inference

Fireworks AI vs Chutes for Hosted open-weight model inference (Oct 2026)

Depot Pick for this job: Fireworks AI. Chutes is the provider with the cheapest sourced SKU in this job's unit. 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.

Fireworks AI (Depot Pick)Chutes
Job-weighted overall8.357.29
Capability fit8.67.4
Price / performance8.89.2
Latency / reliability8.46.8
Developer & agent DX97.6
Privacy / data retention7.55.8
Lock-in risk (higher = worse)3.54
Maturity / track record86.2
Lowest sourced SKU (usd_per_million_input_tokens)$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
$0.039 (Qwen3.8-27B (Qwen/Qwen3.8-27B-TEE) · usd_per_million_input_tokens)
source · as of 2026-10-27
Free option for this jobnone listednone listed
Score kind / confidencecurated_estimate / highcurated_estimate / high

When not to use Fireworks AI

Need Hub-native custom model endpoints (HF) or ultra-low latency on narrow SKUs (Groq).

Lock-in

Stored lock-in risk (0–10, higher = more lock-in): Fireworks AI 3.5, Chutes 4. Self-host fallback for this job: Qwen3-0.6B-Base, DeepSeek-V3.2 weights, Gemma models under the Gemma Terms of Use.

Agents: GET /api/compare?providers=fireworks,chutes&jtbd=open-model-inference · full job page · methodology