vioscale
Comparison

Baseten vs Cohere

No clear leader: Cohere (79.3) and Baseten (76.3) 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.

Baseten full profile →Cohere full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Baseten76
Cohere79
Score
Vioscale score
Baseten76 / 100medium · 73%updating
Cohere79 / 100low · 45%updating
Pricing
Free tier
Baseten✓
Cohere✓
Model
Basetenfreemium
Coherefreemium
Price level
Basetenlow
Coherelow
Starting price
Baseten–
Cohere$0.30
Transparent
Baseten✓
Cohere✓
Integrations
Count
Baseten3
Cohere–
Security
Disclosure policy
Baseten✓
Cohere✓
Gdpr
Baseten✓
Cohere✓
Hipaa
Baseten✓
Cohere–
Pci
Baseten✓
Cohere–
Soc2
Baseten✓
Cohere✓
Reliability
Sla pct
Baseten99.99
Cohere–
Status page
Baseten✓
Cohere–
Market
Availability

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

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 suite of AI tools including high-performance language models, semantic search and discovery, speech-to-text, and embedding services. Designed to run securely on your own infrastructure or via a managed cloud service, with options to train custom models on proprietary data.

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

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 ↗

Cohere

from $0.30/inputHybridFree tier

Free trial tier; pay-per-token from $0.30–$10.00 per 1M tokens depending on model

  • API - Command$1.00–$2.00 per 1M tokens
  • API - Command-light$0.30–$0.60 per 1M tokens
  • API - Command R$0.50–$1.50 per 1M tokens
  • API - Command R+ (latest)$2.50–$10.00 per 1M tokens
  • Model VaultContact sales
  • EnterpriseContact sales
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✓
macOS
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

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

Cohere

Not documented yet.

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