Best Fireworks AI Alternatives in 2026
30 AI tools that can replace Fireworks AI, ranked by how much of what Fireworks AI does they cover. The percentage is a match score, not a popularity score.
Replacing: Fireworks AI — Production AI infrastructureInput: text, images, code · Output: text, code
1
Open-source models without infrastructure
Open-source model hosting with a trial; usage priced from $1.99
Input: text, images, audio, code · Output: text, images, audio, video, code
Free trialFrom $1.99/mo
94%Near drop-in replacement · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Also tagged for
Open Source Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
2
Cheap AI inference
Pay-per-use inference with low cost as the pitch, API access
Input: text, images, audio · Output: text, images, audio, video
Free planAPI
90%Near drop-in replacement · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
3
Enterprise teams running open-source AI models in production get infrastructure that handles the heavy lifting without MLOps expertise
Enterprise setup for running open-source models in production; free tier, Hugging Face link
Input: text, code · Output: text, code
Free planAPI
88%Strong alternative · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
4
Models to production fast
Gets models into production quickly, API with a free tier
Input: text, audio · Output: text, images, audio
Free planAPI
86%Strong alternative · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
5
AI inference at unprecedented speed
Inference built around raw speed; trial available
Input: text, audio · Output: text, audio
Free trial
84%Strong alternative · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
6
Run open-source AI without managing servers
Run open models through a hosted API, no servers to manage
Input: text, images · Output: text, images, audio, video
Free plan
80%Strong alternative · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Also tagged for
Open Source Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
7
SambaNova Cloud is an inference service where developers call open-source models through an API that follows the OpenAI chat completions format.
OpenAI-style inference API for open models; Python SDK, free tier
Input: text, images · Output: text
Free planAPI
80%Strong alternative · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
8
Cerebras Inference is a cloud API for running large language models at very high speed on the Cerebras Wafer-Scale Engine.
Fast LLM inference on Cerebras wafer-scale hardware, OpenAI-compatible API
Input: text, code · Output: text, code
API
80%Strong alternative · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
9
Cerebrium is a serverless GPU platform for running AI workloads in production.
Serverless GPU platform for production workloads; free tier, from $100
Input: code · Output: apps
Free planFrom $100/moAPITeams
72%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
10
Amazon Bedrock is a managed AWS service for building generative AI applications and agents.
Managed AWS service for generative apps and agents, ties into other AWS services
Input: text, images, audio, documents · Output: text, images, audio, video
APITeams
72%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
AI Agents
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
11
fal is an inference service for generative media.
Inference service specialized in generative media
Input: text, images · Output: images, audio, video, 3D
APITeams
70%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
12
This LLM gateway lets teams tap into over 100 AI models through one API endpoint
LLM gateway giving one endpoint to over 100 models, free tier
Input: text, images, audio · Output: text, images, audio, video
Free planFrom $199/moAPITeams
66%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
13
One marketplace for all the AI models your app needs
One marketplace of models for app builders; free tier, from $10
Input: text, images, video · Output: images, audio, video
Free planFrom $10/mo
62%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
Score set by our editors after reviewing both products; the overlap below is what they weighed.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
14
Every model, one endpoint
Input: text, images, audio, video · Output: text, images, audio, video
Free planAPI
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity8/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Language Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
15
The API powering the AI ecosystem
Input: text, images, audio, documents · Output: text, images, audio, video, code
Free trial
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity6/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Language Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
16
Build on Claude's capabilities
Input: text, images, documents, code · Output: text, code
Free planFrom $17/mo
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity6/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Language Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
17
Microsoft's pay-as-you-go model covers hundreds of AI services
Input: text, images, audio, documents, code · Output: text, images, audio, code
Free plan
61%Partial replacement — covers the main need with gaps
00
How the score adds up
- Each lists the other's core category39/55
- Covers Fireworks AI's goals19/25
- Feature description similarity8/20
Capped below the editor-ranked picks above it.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
18
61%Partial replacement — covers the main need with gaps
00
How the score adds up
- Each lists the other's core category39/55
- Covers Fireworks AI's goals19/25
- Feature description similarity10/20
Capped below the editor-ranked picks above it.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
19
WaveSpeedAI is a media generation platform that puts more than 1,000 image, video, audio, 3D and language models behind one API key.
Input: text, images, video · Output: text, images, audio, video, 3D
Free planAPI
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity7/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Image GenerationVideo GenerationImage to Video
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
20
Google DeepMind's Veo 3 model gets API access through Kie
Input: text, images · Output: video
API
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity5/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Video Generation
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
21
Blackbox AI is an inference platform built around privacy and speed.
Input: text, code · Output: text, code
Free planAPI
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity8/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Coding
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
22
A training API that hands control of model fine-tuning to researchers while someone else deals with the servers and scaling headaches
Input: data, code · Output: text
Free planAPI
61%Partial replacement — covers the main need with gaps
00
How the score adds up
- Each lists the other's core category39/55
- Covers Fireworks AI's goals19/25
- Feature description similarity14/20
Capped below the editor-ranked picks above it.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
23
61%Partial replacement — covers the main need with gaps
00
How the score adds up
- Each lists the other's core category39/55
- Covers Fireworks AI's goals19/25
- Feature description similarity12/20
Capped below the editor-ranked picks above it.
Shared goals 2 of the 2 we tag Fireworks AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
24
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity3/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Web ScrapingSearchResearchChatbots
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
25
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity4/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Web ScrapingSearchResearch
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
26
You're building an AI app and need to run inference without spinning up your own GPU servers
Input: text, images, code · Output: text, images, video, code
Free planAPI
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity11/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Open Source Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
27
Developers wanting to build AI-powered apps usually face a messy reality
Input: text, images, audio, video · Output: text, images, audio, video, code
Free planFrom $10/moAPI
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity4/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
Video Generation
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
28
Nexos AI is an AI platform with two sides.
Input: text, documents, code · Output: text, images, code
Free planAPITeams
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity4/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Also tagged for
AI AgentsMonitoringChatbots
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
29
Developers wanting access to hundreds of AI models without juggling multiple API keys need something different than ChatGPT's single-model approach
Input: text, images · Output: text, images, audio, video
Free planAPI
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity8/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
30
MuAPI consolidates access to over 500 AI models for image, video, and audio generation through a single API endpoint, eliminating the need to manage separate integrations with dozens of providers
Input: text, images · Output: images, audio, video
From $10/moAPI
61%Partial replacement — covers the main need with gaps · same core category as Fireworks AI
00
How the score adds up
- Same core category55/55
- Covers Fireworks AI's goals16/25
- Feature description similarity5/20
Capped below the editor-ranked picks above it.
Shared goals 1 of the 2 we tag Fireworks AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
Can it really replace Fireworks AI? Vote on each alternative — no account needed. Votes gently reorder the list; they never change the match score.
Missing an alternative? Suggest it
Best Fireworks AI alternatives by goal
Every goal has its own ranked list — the match score is recomputed for that job alone.
At a glance: top Fireworks AI alternatives
| Tool | Match | Input | Output | Pricing | Free plan | Rating | Category |
|---|---|---|---|---|---|---|---|
| Together AI | 94% | text, images, audio, code | text, images, audio, video, code | From $1.99/mo | No | — | AI API |
| DeepInfra | 90% | text, images, audio | text, images, audio, video | Freemium | Yes | — | AI API |
| Nebius Token Factory | 88% | text, code | text, code | Freemium | Yes | — | AI API |
| Baseten | 86% | text, audio | text, images, audio | Freemium | Yes | — | AI API |
| Groq | 84% | text, audio | text, audio | Paid | No | — | AI API |
| Replicate | 80% | text, images | text, images, audio, video | Freemium | Yes | — | AI API |
Frequently asked
What is the best Fireworks AI alternative?
Together AI (94% match) is the closest alternative to Fireworks AI: Open-source models without infrastructure. DeepInfra (90% match) and Nebius Token Factory (88% match) come next.
Is there a free alternative to Fireworks AI?
Yes. 22 of the 30 ranked alternatives have a free plan or free tier, including DeepInfra, Nebius Token Factory, Baseten.
What is the best Fireworks AI alternative for software development?
Modal ranks first for software development at 76% match. See the full list of Fireworks AI alternatives for Software Development.
How is the match percentage calculated?
It measures how much of Fireworks AI's job a tool can take over: shared core category, how many of the same use cases it covers and how similar its feature set is. Popularity and ratings never change the percentage; they only break ties in the order. Lists are recomputed nightly and reviewed by editors for the most-visited tools.
How this list is ranked
The match score measures how much of Fireworks AI's job each tool can take over: shared core category, how many of the same use cases it covers, and how similar its feature set is. Popularity and ratings do not change the score; they only break ties in the order.
Lists are recomputed nightly from the live catalog and reviewed by our editors for the most-visited tools. Sponsored placements are marked and sit outside the ranking.