GPU rankings
Qwen 3.8 Flash Next 176B-A6B

Cheapest GPU for Qwen3.8-Flash-Next

Measured on the AgentX agentic coding workload at a matched interactivity target of 50 tokens/s per user. Hardware without a measurement at this operating point is not ranked.

No benchmark measurements are available for Qwen3.8-Flash-Next at this operating point yet. The InferenceX fleet re-benchmarks continuously; this page fills in automatically as soon as runs land.

Optimizing for speed instead of cost? See the fastest GPU for Qwen3.8-Flash-Next

Methodology

Every number on this page is a measurement, not a spec-sheet estimate. The InferenceX fleet serves Qwen3.8-Flash-Next on real hardware with community serving engines, sweeping concurrency to trace each platform's throughput-versus-interactivity frontier.

Platforms are then read at the same operating point (50 tokens/s per user) so the comparison is iso-interactivity: a GPU cannot win by quoting throughput at an unusably slow per-user speed. Cost converts measured throughput to $ per million total tokens using $/GPU/hr rates from the SemiAnalysis AI Cloud TCO model.

The derivation is shared with the InferenceX overview leaderboard, and results re-run continuously, so this ranking updates as new engine releases and configs land.

Frequently asked questions

What is the cheapest GPU to run Qwen3.8-Flash-Next?
The ranking is refreshed continuously from InferenceX benchmark runs; check the table above for the current leader.
How is cost per million tokens calculated?
Measured throughput per GPU at the 50 tokens/s per user tier is converted to $ per million total (input plus output) tokens using hyperscaler $/GPU/hr rates from the SemiAnalysis AI Cloud TCO model. Slower interactivity targets or cheaper rental tiers change the absolute numbers but rarely the order.
How often is this ranking updated?
Benchmarks re-run continuously on the InferenceX cluster fleet; the newest result feeding this ranking landed on 2026-08-27. The page always renders the latest data.

Explore the data