vioscaleAI
Comparison

Fireworks AI vs Replicate

No clear leader: Replicate (64.6) and Fireworks AI (61.1) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Fireworks AI full profile →Replicate full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Fireworks AI61
Replicate65
Score
vioscaleAI score
Fireworks AI61 / 100medium · 55%
Replicate65 / 100low · 40%
Pricing
Free tier
Fireworks AI✗
Replicate✓
Model
Fireworks AIcommercial
Replicatecommercial
Price level
Fireworks AIlow
Replicateunknown
Starting price
Fireworks AI$0.01
Replicate–
Transparent
Fireworks AI✓
Replicate✓
Integrations
Count
Fireworks AI2
Replicate8
Security
Certifications
Fireworks AISOC 2 Type II, HIPAA
Replicate–
Disclosure policy
Fireworks AI✓
Replicate–
Gdpr
Fireworks AI✓
Replicate–
Hipaa
Fireworks AI✓
Replicate–
Soc2
Fireworks AI✓
Replicate–
Trust center
Reliability
Status page
Fireworks AI–
Replicate✓
Market
Availability
Content
Faq
Fireworks AI7 items
Replicate6 items

Capabilities

Feature-by-feature on the axes that matter for inference providers. “-” means undocumented, not absent.

Capabilities
Compute model
Fireworks AIMulti tenant hybrid
ReplicateServerless per token
Zero data retention training opt out enterprise
Fireworks AI✓
Replicate-
Openai compatible rest API schema
Fireworks AI✓
Replicate-
Native function calling and strict json mode
Fireworks AI✓
Replicate-
Multimodal vision and audio in out support
Fireworks AI✓
Replicate✓
Streaming server sent events sse token yield
Fireworks AI✓
Replicate-
Massive context window support 100k plus
Fireworks AI✓
Replicate-
Lpu or custom silicon for extreme low latency
Fireworks AI✓
Replicate✗
Bring your own weights byow hosting
Fireworks AI✓
Replicate✓
Dynamic batching and kv cache management
Fireworks AI✓
Replicate-
SOC2 type ii
Fireworks AI✓
Replicate-
HIPAA baa compliance for medical inference
Fireworks AI✓
Replicate-
Pricing model
Fireworks AIPer million tokens
ReplicatePer compute hour

What each one is

The product in its own terms, so the numbers below have context.

Fireworks AI

Fireworks provides serverless and on-demand inference for open source models and custom trained versions, with tools for model fine-tuning, optimization, and deployment. It supports per-token and per-GPU billing with API compatibility for existing model clients.

Independently observed

Replicate

A platform for deploying and running machine learning models and custom code via a simple API. Supports packaging models with Cog, then deploying to Replicate's managed cloud or your own infrastructure.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Fireworks AI

from $0.01/tokensUsage-based

Usage-based pay-per-token for serverless; managed training at $0.50–$12/1M tokens; dedicated GPU from $0.134–$0.334/minute

  • Serverless InferenceUsage-based per-token pricing
    • Pay per input token
    • Pay per output token
    • Pay per cached token
    • OpenAI and Anthropic compatible API
    • Priority and Fast serving options
  • Embeddings$0.008–$0.1 per 1M input tokens
    • Multiple embedding models
    • Tiered by model size
  • Managed Training$0.50–$12 per 1M training tokens depending on model size and method
    • LoRA SFT
    • LoRA DPO
    • Full Parameter SFT
    • Full Parameter DPO
    • Quantization-aware training
  • Serverless Training APIUsage-based pricing per 1M tokens for prefill, cached prefill, sample, and train
    • Shared trainer pool
    • No provisioning required
    • No idle costs
    • Cached prefill option
  • On-Demand DeploymentsContact sales
    • H100, B200, B300, GB300 GPU options
    • Multi-region support
    • Post-trained model support
as of verify ↗

Replicate

from $0.00/moUsage-basedFree tier

Usage-based: public models from $0.01–$0.25 per output token/image/second; private models from $0.09–$40.32/hr. Free tier available.

  • Public ModelsPer-token or per-output pricing varies by model
    • Run public models
    • Text-to-image generation
    • Image editing and restoration
    • Video generation
    • Speech generation
    • +2 more
  • Private Models$0.09–$20.16/hr depending on hardware
    • Dedicated hardware (no shared queue)
    • Auto-scaling
    • Custom model deployment
    • Hourly billing available
  • Fast Booting Fine-TunesActive processing time only
    • Fine-tuned model deployment
    • No idle time billing
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Fireworks AI✓
Replicate✓
CLI
Fireworks AI✓
Replicate✓
Deployment
Cloud / SaaS
Fireworks AI✓
Replicate✓
Self-hosted
Fireworks AI✗
Replicate✓
On-premise
Fireworks AI✓
Replicate✗
Hybrid
Fireworks AI✓
Replicate✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (2)
  • OpenAI
  • Anthropic

Fireworks AI

6 total - 4 not shared
  • OpenCode
  • Cline
  • Aider
  • External APIs via function calling
Independently observed

Replicate

10 total - 8 not shared
  • Google
  • ByteDance
  • Black Forest Labs
  • HuggingFace
  • Alibaba
  • Krea
  • GitHub
  • Docker
Independently observed
Still deciding?

Fireworks AI or Replicate: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.