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Ragie vs Zep: 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

Rating
,
Reviews
0
From
Free

in MLOps

The Short Answer

Ragie vs Zep, in 15 seconds

Choose Ragie if…

  • You prefer Ragie's approach and ecosystem

Choose Zep if…

  • You prefer Zep's approach and ecosystem

Head-to-Head Scorecard

How Ragie and Zep score

It's evenly matched, each leads on 0 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    Ragie
    No reviews
    Zep
    No reviews
  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    Ragie
    0
    Zep
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    Ragie
    Free
    Zep
    Free
  • Free Access

    Availability of a free plan and/or free trial

    Even
    Ragie
    Free plan + trial
    Zep
    Free plan + trial
  • Integrations

    Number of listed third-party integrations

    Even
    Ragie
    6
    Zep
    6
  • Features

    Number of listed product capabilities

    Even
    Ragie
    6
    Zep
    6
  • AI Features

    Capabilities mentioning AI, automation or ML

    Even
    Ragie
    ,
    Zep
    ,
  • Security & Compliance

    Number of listed compliance certifications

    Even
    Ragie
    1
    Zep
    1
  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    Ragie
    4
    Zep
    4

Feature Comparison

Ragie vs Zep feature breakdown

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

Ragie
Zep
Overview
User rating
,
,
Pricing model
Subscription
Subscription
Starting price
Free
Free
Free version
Free trial
Features
Key capabilities
Managed connectorsAdvanced chunkingHybrid retrievalMultimodal indexingDeveloper SDKsOpen-source components
Temporal knowledge graphLong-term memoryContext retrievalOpen-source GraphitiOpen-source SDKTracing and evals
AI features
,
,
Integrations & API
Integrations
PythonTypeScriptOpenAIAnthropicLangChainREST APIs
PythonTypeScriptOpenAIAnthropicLangChainVercel
Public API
Platforms
Deployment
CloudSaaS
CloudSaaS
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
SOC 2
SOC 2
Vendor
Company
,
,
Verified
Founded
2024
2023
Headquarters
,
San Francisco, California, USA

Pricing Comparison

Ragie vs Zep pricing

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

Ragie

Free to start
FreeFree
  • Limited monthly usage
  • Community support
  • Managed connectors
ProCustom
  • Advanced chunking
  • Higher usage limits
  • Email support
  • Managed connectors
EnterpriseCustom
  • SSO and admin controls
  • Multimodal indexing
  • Dedicated support
  • Hybrid retrieval

Zep

Free to start
FreeFree
  • Limited monthly usage
  • Community support
  • Temporal knowledge graph
ProCustom
  • Temporal knowledge graph
  • Email support
  • Higher usage limits
  • Long-term memory
EnterpriseCustom
  • Everything in Pro
  • SSO and admin controls
  • Dedicated support
  • Context retrieval

Total cost of ownership factors

Free planRagie Zep
Free trial to evaluateRagie Zep
Transparent published pricingRagie Zep
Public API (build vs. buy add-ons)Ragie Zep

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

Pros & Cons

Ragie vs Zep: strengths and trade-offs

Ragie

Pros

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

Cons

    Zep

    Pros

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

    Cons

      Buyer Fit

      Who should use Ragie vs Zep?

      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

      Either

      Either leads on compliance and breadth for complex needs.

      Ecommerce

      Either

      Either integrates with more of the commerce stack.

      SaaS companies

      Either

      Either is the more developer- and automation-friendly choice.

      Integration overlap

      Shared integrations (5)

      PythonTypeScriptOpenAIAnthropicLangChain

      Only in Ragie (1)

      REST APIs

      Only in Zep (1)

      Vercel

      Keep Exploring

      Other alternatives worth considering

      Similar mlops products buyers compare alongside Ragie and Zep.

      Ask SIA which solution fits your business

      SIA, Saaskart's AI buying assistant, weighs Ragie and Zep 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

      Ragie vs Zep, Frequently Asked Questions

      What is the difference between Ragie and Zep?

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

      Which is better, Ragie or Zep?

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

      Which is cheaper, Ragie or Zep?

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

      Does Ragie or Zep have a free plan?

      Ragie offers a free plan. does not have a free tier but does offer a free trial.

      Can I switch from Ragie to Zep?

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

      Who should use Ragie vs Zep?

      Ragie is best suited for teams that prioritise enterprise features. Zep works well for teams looking to start free and scale.

      Our Verdict

      The bottom line on Ragie vs Zep

      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

      Either

      It's a tie leads on compliance and feature breadth.

      Best Value

      Either

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

      Best AI Features

      Either

      Comparable AI capabilities on both sides.

      Highest Rated

      Either

      Both earn equal user ratings.

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      Not sure which to choose?

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