vioscaleAI
Comparison

DVC vs Portkey

On the evidence we track, Portkey leads this comparison with a composite score of 79/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

DVC full profile →Portkey full profile →
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DVC44
★Portkey79
Score
vioscaleAI score
DVC44 / 100low · 44%
Portkey79 / 100medium · 74%
Pricing
Free tier
DVC✓
Portkey✓
Model
Price level
DVCfree
Portkeymid
Starting price
DVC–
Portkey$49
Transparent
DVC✓
Portkey✓
Integrations
Count
DVC9
Portkey1,600
Security
Certifications
Gdpr
DVC–
Portkey✓
Hipaa
DVC–
Portkey✓
Iso27001
DVC–
Portkey✓
Scorecard
DVC4.9
Portkey–
Soc2
DVC–
Portkey✓
Trust center
Vulnerabilities
Reliability
Status page
DVC–
Portkey✓
Adoption
Dependent repos
DVC12
Portkey–
Github stars
DVC15,924
Portkey–
Activity
Commits last 30d
DVC0
Portkey–
Release
Cadence days
DVC25
Portkey–
History
DVC20 items
Portkey–
License
Spdx
DVCApache-2.0
Portkey–
Language
Primary
DVCPython
Portkey–
Market
Availability
Content
Faq
DVC6 items
Portkey6 items

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Core
Tool role
DVCAgent / RAG framework
PortkeyModel gateway / router
Deployment
Self-hostable / OSS core
DVC✓
Portkey✓
Managed cloud available
DVC✓
Portkey✓
On-prem / VPC deployment
DVC✓
Portkey✓
Observability
LLM tracing / observability
DVC-
Portkey✓
Evaluation (offline / LLM-judge / human)
DVC-
Portkey✓
Dev
Prompt management + versioning
DVC-
Portkey✓
Tracking
Experiment tracking / model registry
DVC✓
Portkey✓
Serving
Model serving / inference endpoint
DVC-
Portkey✓
Interop
OpenTelemetry / OpenLLMetry compatible
DVC-
Portkey-
Framework-agnostic
DVC✓
Portkey✓
Gateway
Multi-provider model support
DVC✓
Portkey✓
Data
No-train-on-customer-data guarantee
DVC-
PortkeyUnknown

What each one is

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

DVC

A command-line tool that applies Git-based version control and experiment management to data and ML models, enabling reproducible workflows within Git repositories with support for multiple cloud and on-premise storage backends.

Independently observed

Portkey

Leader

Platform providing API gateway functionality, observability with logging and traces, safety guardrails, access governance, and prompt version management for teams deploying AI applications at scale.

Independently observed

Pricing

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

DVC

Open sourceFree tier

Free and open source

as of verify ↗

Portkey

Leader
from $49/moHybridFree tier

Free tier with 10k logs/month. Production at $49/month with usage overages. Enterprise custom pricing for compliance-focused organizations.

  • DeveloperFree
    • Universal API & Key Management
    • Routing, Fallbacks, Load Balancing, Retries
    • 3 Prompt Templates with Playground, Versioning, Variables
    • Logs, Traces, Feedback, Custom Metadata, Filters
    • Simple Caching
    • +3 more
  • Production$49/month + $9 per 100k request overage
    • Universal API, Fallbacks, Load Balancing, Retries
    • Unlimited Prompt Templates with Playground, API Deployment, Versioning, Variables
    • Logs, Traces, Feedback, Metadata, Filters, Alerts
    • LLM & Partner Guardrails
    • Role-Based Access Control, Service Account API Keys
    • +3 more
  • EnterpriseContact sales
    • Custom retention periods for logs and metrics
    • Advanced Evaluation Templates with custom guardrail hooks
    • Role-Based Access Control, SSO (Okta), Granular Budget & Rate Limits
    • Private Cloud Deployment, VPC Hosting, Data Export to Data Lakes
    • SOC2 Type 2, GDPR, HIPAA compliance certifications
    • +3 more
as of verify ↗

Platform & deployment

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

Platforms
Web
DVC✗
Portkey✓
macOS
DVC✓
Portkey✗
Windows
DVC✓
Portkey✗
Linux
DVC✓
Portkey✗
CLI
DVC✓
Portkey✓
Deployment
Cloud / SaaS
DVC✓
Portkey✓
Self-hosted
DVC✗
Portkey✓
On-premise
DVC✓
Portkey✓
Hybrid
DVC✗
Portkey✓

Integrations

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

In common (1)
  • Azure

DVC

16 total - 15 not shared
  • S3
  • Google Cloud Storage
  • Hydra
  • WebDAV
  • SSH
  • Amazon S3
  • Microsoft Azure
  • Google Drive
  • Alibaba OSS
  • GitHub
  • GitLab
  • VS Code
  • AWS S3
  • Alibaba Cloud Object Storage Service
  • Amazon SageMaker
Independently observed

Portkey

Leader
16 total - 15 not shared
  • OpenAI
  • Google Cloud (Vertex AI, Gemini)
  • AWS
  • GCP
  • Langgraph
  • CrewAI
  • Strands Agents
  • Google ADK
  • Anthropic
  • Claude
  • Mistral
  • Google
  • MongoDB
  • Vertex AI
  • Claude Code
Independently observed
Still deciding?

DVC or Portkey: 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.