vioscaleAI
Comparison

Baseten vs Cohere

On the evidence we track, Baseten leads this comparison with a composite score of 77/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Baseten full profile →Cohere full profile →
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★Baseten77
Cohere70
Score
vioscaleAI score
Baseten77 / 100medium · 72%
Cohere70 / 100medium · 55%
Pricing
Free tier
Baseten✓
Cohere✓
Model
Basetenfreemium
Coherefreemium
Price level
Basetenlow
Coherelow
Starting price
Baseten–
Cohere$0.30
Transparent
Baseten✓
Cohere✓
Integrations
Count
Baseten6
Cohere4
Security
Certifications
Disclosure policy
Baseten✓
Cohere✓
Gdpr
Baseten✓
Cohere✓
Hipaa
Baseten✓
Cohere–
Iso27001
Baseten–
Cohere✓
Pci
Baseten✓
Cohere–
Soc2
Baseten✓
Cohere✓
Trust center
Reliability
Sla pct
Baseten99.99
Cohere–
Status page
Baseten✓
Cohere–
Market
Availability
Content
Faq
Baseten7 items
Cohere5 items

Capabilities

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

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

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

Cohere

A comprehensive enterprise AI platform featuring generative language models that can be deployed on your own infrastructure, through cloud providers, or as a managed dedicated service with end-to-end encryption and complete data autonomy.

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
Usage-basedFree tier

Pay-as-you-go model inference starting free. Model API pricing from $0.10–$4.40 per 1M tokens. GPU instances from $0.00058–$0.16633 per hour.

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

Cohere

from $0.30/input_tokensUsage-basedFree tier

Free tier for testing; production from $0.30/1M input tokens; dedicated Model Vault for enterprise

  • Test APIFree
    • Free API calls
    • Rate limited
  • Production API$0.30 per 1000000 input_tokens + $0.60 per 1000000 output_tokens
    • Access to all models
    • Production support
  • Model VaultContact sales
    • No shared resources
    • Private deployment
    • End-to-end encryption
    • Custom model optimization
as of verify ↗

Platform & deployment

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

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

Integrations

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

Baseten

Leader
9 total
  • Plotly
  • OpenAI-compatible endpoint
  • Truss
  • SageMaker
  • ComfyUI
  • Exa
  • Keenable
  • Parallel
  • You.com
Independently observed

Cohere

4 total
  • Amazon Web Services
  • Microsoft Azure
  • Google Cloud
  • Oracle Cloud Infrastructure
Independently observed
Still deciding?

Baseten or Cohere: 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.