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Weights & Biases 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
$125/mo

in MLOps

The Short Answer

Weights & Biases vs Zep, in 15 seconds

Choose Weights & Biases if…

  • You have strict security & compliance needs

Choose Zep if…

  • You depend on a broad integration ecosystem

Head-to-Head Scorecard

How Weights & Biases and Zep score

It's evenly matched, each leads on 1 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    Weights
    No reviews
    Zep
    No reviews
  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    Weights
    0
    Zep
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    Weights
    Free
    Zep
    $125/mo
  • Free Access

    Availability of a free plan and/or free trial

    Even
    Weights
    Free plan
    Zep
    Free plan
  • Integrations

    Number of listed third-party integrations

    Zep
    Weights
    2
    Zep
    6
  • Features

    Number of listed product capabilities

    Even
    Weights
    6
    Zep
    6
  • AI Features

    Capabilities mentioning AI, automation or ML

    Even
    Weights
    ,
    Zep
    ,
  • Security & Compliance

    Number of listed compliance certifications

    Weights & Biases
    Weights
    3
    Zep
    1
  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    Weights
    4
    Zep
    4

Feature Comparison

Weights & Biases vs Zep feature breakdown

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

Weights & Biases
Zep
Overview
User rating
,
,
Pricing model
Per Month (Flat)
FREEMIUM
Starting price
Free
$125/mo
Free version
Free trial
Features
Key capabilities
Experiment trackingDataset and model versioningWeave tracingEvaluationsProduction monitoringSandboxes and inference
Context GraphsLong-term agent memoryContext retrievalOpen source GraphitiSDKsFlexible deployment
AI features
,
,
Integrations & API
Integrations
SlackCI/CD automations
PythonTypeScriptOpenAIAnthropicLangChainVercel
Public API
Platforms
Deployment
CloudSaaS
CloudSelf-hosted
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
SOC 2ISO 27001GDPR
SOC 2
Vendor
Company
,
,
Verified
Founded
2017
2023
Headquarters
San Francisco, California, USA
San Francisco, California, USA

Pricing Comparison

Weights & Biases vs Zep pricing

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

Weights & Biases

Free to start
FreeFree
  • Up to 5 model seats
  • 5 GB storage
  • 1 GB Weave ingestion per month
Pro$60/month
  • Up to 10 model seats
  • 100 GB storage
  • 1.5 GB Weave ingestion per month
  • 30-day free trial
EnterpriseCustom
  • SSO and SCIM
  • Audit logs
  • HIPAA compliant option

Zep

$125/mo to start
FreeFree
  • 10,000 credits per month
  • Prototyping
Flex$125/month
  • 50,000 credits
  • 600 requests per minute
  • 5 projects
  • 1-day API logs
Flex Plus$375/month
  • 200,000 credits
  • 1,000 requests per minute
  • 10 projects
  • 7-day API logs
EnterpriseCustom
  • Negotiated credits
  • SLA, SOC 2 Type II, HIPAA BAA
  • 1-year audit logs
  • BYOC option

Total cost of ownership factors

Free planWeights Zep
Free trial to evaluateWeights Zep
Transparent published pricingWeights Zep
Public API (build vs. buy add-ons)Weights Zep

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

Pros & Cons

Weights & Biases vs Zep: strengths and trade-offs

Weights & Biases

Pros

  • Free plan available
  • Compliance: SOC 2, ISO 27001, GDPR
  • Public API available

Cons

  • Fewer native integrations than the alternative

Zep

Pros

  • Free plan available
  • Broad integration ecosystem (6)
  • Compliance: SOC 2
  • Public API available

Cons

    Buyer Fit

    Who should use Weights & Biases 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

    Zep

    Zep connects to more tools for multi-client workflows.

    Enterprises

    Weights & Biases

    Weights & Biases leads on compliance and breadth for complex needs.

    Ecommerce

    Zep

    Zep integrates with more of the commerce stack.

    SaaS companies

    Either

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

    Integration overlap

    Only in Weights & Biases (2)

    SlackCI/CD automations

    Only in Zep (6)

    PythonTypeScriptOpenAIAnthropicLangChainVercel

    Keep Exploring

    Other alternatives worth considering

    Similar mlops products buyers compare alongside Weights & Biases and Zep.

    Ask SIA which solution fits your business

    SIA, Saaskart's AI buying assistant, weighs Weights & Biases and Zep 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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    Weights & Biases vs Zep, Frequently Asked Questions

    What is the difference between Weights & Biases and Zep?

    Weights & Biases and Zep are both MLOps solutions. Weights & Biases 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, Weights & Biases or Zep?

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

    Which is cheaper, Weights & Biases or Zep?

    Weights & Biases is the more affordable option with a free plan available.

    Does Weights & Biases or Zep have a free plan?

    Weights & Biases offers a free plan. does not have a free tier but offers paid plans.

    Can I switch from Weights & Biases to Zep?

    Switching between Weights & Biases 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 Weights & Biases vs Zep?

    Weights & Biases 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 Weights & Biases 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

    Weights & Biases

    Weights & Biases 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.

    Ready to decide between Weights & Biases and Zep?

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