Skip to main content

Cognee vs Evidently AI: Which MLOps Is Better in 2026?

Compare pricing, features, integrations, verified reviews, AI capabilities, security, and customer satisfaction, side by side, with no marketing spin.

Rating
,
Reviews
0
From
Free

in MLOps

Leads 3/9
Rating
,
Reviews
0
From
$0/mo

in MLOps

The Short Answer

Cognee vs Evidently AI, in 15 seconds

Choose Cognee if…

  • You depend on a broad integration ecosystem

Choose Evidently AI if…

  • You want deeper AI and automation features
  • You have strict security & compliance needs
  • You need the broader feature set

Head-to-Head Scorecard

How Cognee and Evidently AI score

Evidently AI leads on 3 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    Cognee
    No reviews
    Evidently
    No reviews
  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    Cognee
    0
    Evidently
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    Cognee
    Free
    Evidently
    $0/mo
  • Free Access

    Availability of a free plan and/or free trial

    Even
    Cognee
    Free plan
    Evidently
    Free plan
  • Integrations

    Number of listed third-party integrations

    Cognee
    Cognee
    8
    Evidently
    6
  • Features

    Number of listed product capabilities

    Evidently AI
    Cognee
    7
    Evidently
    8
  • AI Features

    Capabilities mentioning AI, automation or ML

    Evidently AI
    Cognee
    ,
    Evidently
    1
  • Security & Compliance

    Number of listed compliance certifications

    Evidently AI
    Cognee
    1
    Evidently
    2
  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    Cognee
    7
    Evidently
    7

Feature Comparison

Cognee vs Evidently AI feature breakdown

Search or filter the full feature matrix, core features, AI, integrations, APIs, security and compliance.

Cognee
Evidently AI
Overview
User rating
,
,
Pricing model
OPEN_SOURCE
OPEN_SOURCE
Starting price
Free
$0/mo
Free version
Free trial
Features
Key capabilities
RememberRecallImproveCustom ontologiesCross-tool knowledgePermissions control+1
LLM evaluationRAG quality evaluationHallucination and factuality checksPII and toxicity detectionSynthetic test data generationData drift monitoring+2
AI features
,
LLM evaluation
Integrations & API
Integrations
Claude CodeCursorLangGraphCodexCrewAISlack+2
PythonKubernetesAWS SageMakerDatabricksMLflowAirflow
Public API
Platforms
Deployment
CloudSelf-hostedOn-premise
CloudSelf-hosted
Platforms
APILinuxmacOSWindows
WebAPILinuxmacOSWindows
Mobile support
Security & Compliance
Compliance
SOC 2
SOC 2GDPR
Vendor
Company
,
,
Verified
Founded
2023
2020
Headquarters
Berlin, Germany
San Francisco, California, USA

Pricing Comparison

Cognee vs Evidently AI pricing

Entry pricing, plan tiers and the cost factors that shape total cost of ownership.

Cognee

Free to start
Open sourceFree
  • Install with pip install cognee
  • Run locally or in your own cloud
Hosted and enterpriseCustom
  • Pricing on vendor pricing page

Evidently AI

$0/mo to start
Open sourceFree
  • Apache 2.0 Python library
  • 100+ built-in metrics
  • Self-hosted
CloudCustom
  • Hosted monitoring and dashboards
  • Pricing set by vendor

Total cost of ownership factors

Free planCognee Evidently
Free trial to evaluateCognee Evidently
Transparent published pricingCognee Evidently
Public API (build vs. buy add-ons)Cognee Evidently

Beyond list price, factor in implementation, training, add-ons and per-seat scaling when estimating total cost of ownership.

Pros & Cons

Cognee vs Evidently AI: strengths and trade-offs

Cognee

Pros

  • Free plan available
  • Broad integration ecosystem (8)
  • Compliance: SOC 2
  • Public API available

Cons

    Evidently AI

    Pros

    • Free plan available
    • Compliance: SOC 2, GDPR
    • Stronger AI / automation features
    • Public API available

    Cons

    • Fewer native integrations than the alternative

    Buyer Fit

    Who should use Cognee vs Evidently AI?

    Startups

    Either

    Either keeps early-stage costs lowest with its entry tier.

    Small businesses

    Either

    Either offers the most accessible pricing for lean teams.

    Agencies

    Cognee

    Cognee connects to more tools for multi-client workflows.

    Enterprises

    Evidently AI

    Evidently AI leads on compliance and breadth for complex needs.

    Ecommerce

    Cognee

    Cognee integrates with more of the commerce stack.

    SaaS companies

    Evidently AI

    Evidently AI is the more developer- and automation-friendly choice.

    Integration overlap

    Only in Cognee (8)

    Claude CodeCursorLangGraphCodexCrewAISlackGitHubLinear

    Only in Evidently AI (6)

    PythonKubernetesAWS SageMakerDatabricksMLflowAirflow

    Keep Exploring

    Other alternatives worth considering

    Similar mlops products buyers compare alongside Cognee and Evidently AI.

    Ask SIA which solution fits your business

    SIA, Saaskart's AI buying assistant, weighs Cognee and Evidently AI against your team size, budget, integrations and compliance needs, then recommends the right fit and the questions to ask each vendor.

    Get a personalised recommendation

    Cognee vs Evidently AI, Frequently Asked Questions

    What is the difference between Cognee and Evidently AI?

    Cognee and Evidently AI are both MLOps solutions. Cognee is rated 0.0/5 by 0 users, while Evidently AI is rated 0.0/5 by 0 users. The main differences lie in pricing, features, and target audience.

    Which is better, Cognee or Evidently AI?

    Based on user ratings, Cognee scores higher at 0.0/5. The best choice depends on your team size, budget, and specific requirements.

    Which is cheaper, Cognee or Evidently AI?

    Cognee is the more affordable option with a free plan available.

    Does Cognee or Evidently AI have a free plan?

    Cognee offers a free plan. does not have a free tier but offers paid plans.

    Can I switch from Cognee to Evidently AI?

    Switching between Cognee and Evidently AI is possible. Both support data export. Check integration compatibility and plan for data migration to minimise disruption to your team.

    Who should use Cognee vs Evidently AI?

    Cognee is best suited for teams that prioritise enterprise features. Evidently AI works well for teams looking to start free and scale.

    Our Verdict

    The bottom line on Cognee vs Evidently AI

    Best Overall

    Either

    It's a tie balances user satisfaction and proven adoption.

    Best for Startups

    Either

    It's a tie has the friendliest entry point for new teams.

    Best for Enterprise

    Evidently AI

    Evidently AI leads on compliance and feature breadth.

    Best Value

    Either

    It's a tie delivers the lowest cost to get started.

    Best AI Features

    Evidently AI

    Evidently AI ships more AI and automation.

    Highest Rated

    Either

    Both earn equal user ratings.

    Ready to decide between Cognee and Evidently AI?

    Get a recommendation

    Not sure which to choose?

    Tell us your requirements and our advisors will help you compare and shortlist the best-fit options, free and unbiased.

    • A real human, fast

      Someone on our team replies within one business day, no bots, no ticket queue.

    • Routed to the right team

      Buying, selling, partnering, or investing, you reach the people who can actually help.

    • Independent & unbiased

      No pushy sales. Just honest guidance grounded in the ecosystem.

    • Tailored to your context

      Tell us what you need and we shape the next steps around it.

    Replies within 1 business day No spam, ever Free to reach out
    1. 1You
    2. 2Details
    3. 3Contact

    Who are you? Pick the option that fits best.