vioscale
Comparison

Baseten vs Fireworks AI

On the evidence we track, Baseten leads this comparison with a composite score of 76/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Baseten full profile →Fireworks AI full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
★Baseten76
Fireworks AI66
Score
Vioscale score
Baseten76 / 100medium · 73%
Fireworks AI66 / 100medium · 55%
Pricing
Free tier
Baseten✓
Fireworks AI✗
Model
Basetenfreemium
Fireworks AIcommercial
Price level
Basetenlow
Fireworks AIlow
Starting price
Baseten–
Fireworks AI$0.55
Transparent
Baseten✓
Fireworks AI✓
Integrations
Count
Baseten3
Fireworks AI4
Security
Disclosure policy
Baseten✓
Fireworks AI–
Gdpr
Baseten✓
Fireworks AI–
Hipaa
Baseten✓
Fireworks AI✓
Pci
Baseten✓
Fireworks AI–
Soc2
Baseten✓
Fireworks AI✓
Reliability
Sla pct
Baseten99.99
Fireworks AI–
Status page
Baseten✓
Fireworks AI–
Market
Availability

Capabilities

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

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

What each one is

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

Baseten

Leader

An infrastructure platform that handles serving, optimizing, and scaling machine learning models across multiple clouds. Offers both managed cloud and self-hosted deployment options with built-in performance tuning, autoscaling, and 99.99% uptime reliability.

Independently observed

Fireworks AI

An AI inference platform that hosts and serves open-source models and fine-tuned versions with serverless or dedicated deployment options, optimized for speed and cost. Supports multiple LLMs, function calling, multimodal capabilities, and integrates with popular development tools.

Independently observed

Pricing

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

Baseten

Leader
HybridFree tier

Free tier with pay-as-you-go compute ($0.01/min for basic instances). Pro and Enterprise plans available via quote with volume discounts.

  • BasicFree
    • Dedicated deployments
    • Model APIs
    • Training
    • Fast cold starts
    • SOC 2 Type II and HIPAA compliant
    • +1 more
  • ProContact sales
    • Everything in Basic
    • Priority access to high-demand GPUs
    • Dedicated compute
    • Higher Model API rate limits
    • Hands-on engineering expertise
    • +1 more
  • EnterpriseContact sales
    • Everything in Pro
    • Custom SLAs
    • Self-host deployments
    • On-demand flex compute
    • Use existing cloud commitments
    • +4 more
as of verify ↗

Fireworks AI

from $0.55/tokensHybrid

Serverless pay-per-token starting at $0.55/million tokens; dedicated deployments available

  • ServerlessFrom $0.55/million tokens (DeepSeek pricing example)
    • Sub-500ms response times
    • Streaming support
    • Function calling
    • JSON/Grammar modes
  • On-Demand DedicatedContact sales
    • Dedicated GPU instances
    • Multi-region support
    • Custom models
    • Priority throughput
as of verify ↗

Platform & deployment

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

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

Integrations

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

Baseten

Leader
3 total
  • Plotly
  • OpenAI-compatible endpoint
  • Truss
Independently observed

Fireworks AI

4 total
  • OpenCode
  • Cline
  • Aider
  • External APIs via function calling
Independently observed

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

Baseten vs Fireworks AI: an evidence-based comparison · Vioscale