Fireworks AI

Cloud inference platform serving open-weights AI models through a pay-as-you-go API.

HN commenters like Fireworks as a fast, low-cost way to run open-weights models12345, with cheap cached tokens and US-based zero data retention.678 Complaints are scattered, with recent ones about slower new-model availability and deprecated models910, plus a billing and support dispute and occasional reliability issues.1112
The HN verdict, written from 12 cited comments
9recommend
2warn against
Jun 5, 2026first mention
Oct 19, 2026latest mention
Nov 25 – Oct 26
Used forfor production appsfor coding agentsfor open-weights modelszero data retentionmodel inference providermodel inference hosting

Why people recommend it

Speed · 3

Commenters describe inference as really fast, without rate limits in daily use.

“I use it all the time through Fireworks.”

“with the Fireworks.ai API and properly configured OpenCode to be very good”

Show 1 more

“But is really fast (fireworks.ai).”

Low cost · 3

Users report small bills, cheap per-token pricing, and cache hits billed at 20%.

“On Fireworks AI, for example, if it hits the cache, you pay only 20%.”

“I pay as I go on FireWorks.ai for open model inferencing and no matter how much I use this service my monthly bill is between $10 and $40”

runs local models on a Mac minion “Apple introduces M6 and M5 Ultra”
Show 1 more

“I use it on fireworks which is US/ZDR and pretty reliable.”

runs a few hundred million tokens/dayon “Grok 4.7”

Open-weights access · 3

Used as a host for open models like Kimi, GLM and DeepSeek, sometimes alongside Together.ai.

“I’ve mostly settled on using a mixture of open weights models through Together.ai and Fireworks.ai”

Show 1 more

“Opencode+Fireworks+Kimi2.5 and git worktrees mainly”

Production use · 3

Several commenters run production apps or user-facing platforms on it.

“I use Fireworks for a production app.”

“I love fireworks.ai! They launched it couple of hours ago and we have it now already live on our platform”

Show 1 more

“Fireworks is a great provider but we still ran into issues here and there”

Data retention · 2

Chosen as a US provider offering zero data retention.

“we use Fireworks.ai, and American company with ZDR”

company use with zero data retentionon “Sonnet 5.5”

“I use it on fireworks which is US/ZDR and pretty reliable.”

runs a few hundred million tokens/dayon “Grok 4.7”

Caveats and dissent

New model lag · 1

One user says new models now arrive slowly and must be requested on Discord.

“Fireworks is not keeping up with new models the last few months.”

Model deprecations · 2

Users note deprecated on-demand Flux models and a single, expensive reranking model.

“I love fireworks.ai! They launched it couple of hours ago and we have it now already live on our platform”

“I use Fireworks for a production app.”

Billing and support · 1

One commenter was charged during a supposedly free trial and got no email responses.

Occasional issues · 1

A production user hit issues here and there and moved to OpenAI.

“Fireworks is a great provider but we still ran into issues here and there”

Ember-1 quality · 1

One user says the Ember-1 model hallucinates heavily.

“Fireworks is not keeping up with new models the last few months.”

Often compared with

Who recommends it in their own words

All comments 20

“Fireworks is not keeping up with new models the last few months.”

“But is really fast (fireworks.ai).”

“To iterate quickly, I rely on an inference provider such as Fireworks.”

“we use Fireworks.ai, and American company with ZDR”

company use with zero data retentionon “Sonnet 5.5”

“I use it on fireworks which is US/ZDR and pretty reliable.”

runs a few hundred million tokens/dayon “Grok 4.7”

“I use Fireworks for a production app.”

“I pay as I go on FireWorks.ai for open model inferencing and no matter how much I use this service my monthly bill is between $10 and $40”

runs local models on a Mac minion “Apple introduces M6 and M5 Ultra”

“I’ve mostly settled on using a mixture of open weights models through Together.ai and Fireworks.ai”

“There have been plenty of other applications (Corel, Paint Shop Pro, Fireworks, Krita etc) with their own workflows and keybindings that weren't confusing for users.”

“hardwired to use deepseek-v4-flash-0731 via FireWorks.ai”

“On Fireworks AI, for example, if it hits the cache, you pay only 20%.”

“I buy tokens mostly from FireWorks.ai in the US”

“Fireworks is a great provider but we still ran into issues here and there”

“I love fireworks.ai! They launched it couple of hours ago and we have it now already live on our platform”

“I use it all the time through Fireworks.”

“with the Fireworks.ai API and properly configured OpenCode to be very good”

“I use the US company Fireworks.ai”

“Opencode+Fireworks+Kimi2.5 and git worktrees mainly”

Threads where it came up

Also written as Fireworks, Fireworks.ai. Data: fireworks-ai.json. Quotes are verbatim; the verdict and theme labels are written by a model from these comments, and every clause links to its sources.

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