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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 2/9
Rating
,
Reviews
0
From
Free

in MLOps

The Short Answer

Cognee vs Evidently AI, in 15 seconds

Choose Cognee if…

  • You prefer Cognee's approach and ecosystem

Choose Evidently AI if…

  • You want deeper AI and automation features
  • You have strict security & compliance needs

Head-to-Head Scorecard

How Cognee and Evidently AI score

Evidently AI leads on 2 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
    Free
  • Free Access

    Availability of a free plan and/or free trial

    Even
    Cognee
    Free plan + trial
    Evidently
    Free plan + trial
  • Integrations

    Number of listed third-party integrations

    Even
    Cognee
    6
    Evidently
    6
  • Features

    Number of listed product capabilities

    Even
    Cognee
    6
    Evidently
    6
  • 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
    4
    Evidently
    4

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
Subscription
Subscription
Starting price
Free
Free
Free version
Free trial
Features
Key capabilities
Graph-based memoryData ingestion pipelinesSemantic and graph retrievalOpen-source SDKDeveloper SDKsOpen-source components
LLM evalsData drift monitoringTest suitesOpen-source libraryOpen-source coreCloud and on-prem deployment
AI features
,
LLM evals
Integrations & API
Integrations
PythonTypeScriptOpenAIAnthropicLangChainREST APIs
PythonKubernetesAWS SageMakerDatabricksMLflowAirflow
Public API
Platforms
Deployment
CloudSaaS
CloudSaaS
Platforms
WebAPI
WebAPI
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
FreeFree
  • Limited monthly usage
  • Community support
  • Graph-based memory
ProCustom
  • Data ingestion pipelines
  • Higher usage limits
  • Graph-based memory
  • Integrations
EnterpriseCustom
  • Everything in Pro
  • Open-source SDK
  • SSO and admin controls
  • Dedicated support

Evidently AI

Free to start
FreeFree
  • Community support
  • Limited monthly usage
  • LLM evals
ProCustom
  • Integrations
  • LLM evals
  • Email support
  • Higher usage limits
EnterpriseCustom
  • Test suites
  • Dedicated support
  • SSO and admin controls
  • Open-source library

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
  • Free trial offered
  • Compliance: SOC 2
  • Public API available

Cons

    Evidently AI

    Pros

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

    Cons

      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

      Either

      Either connects to more tools for multi-client workflows.

      Enterprises

      Evidently AI

      Evidently AI leads on compliance and breadth for complex needs.

      Ecommerce

      Evidently AI

      Evidently AI integrates with more of the commerce stack.

      SaaS companies

      Evidently AI

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

      Integration overlap

      Shared integrations (1)

      Python

      Only in Cognee (5)

      TypeScriptOpenAIAnthropicLangChainREST APIs

      Only in Evidently AI (5)

      KubernetesAWS 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.

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      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 does offer a free trial.

      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?

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