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Cleanlab vs Sama: Which Data Labeling Is Better in 2026?

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

Cleanlab
Cleanlab
Rating
,
Reviews
0
From
Custom

in Data Labeling

Sama
Sama
Leads 2/9
Rating
,
Reviews
0
From
Custom

in Data Labeling

Jump to scorecard Ask SIA

The Short Answer

Cleanlab vs Sama, in 15 seconds

Choose Cleanlab if…

  • You prefer Cleanlab's approach and ecosystem

Choose Sama if…

  • You have strict security & compliance needs
  • You need the broader feature set

Head-to-Head Scorecard

How Cleanlab and Sama score

Sama leads on 2 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    Cleanlab
    No reviews
    Sama
    No reviews

  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    Cleanlab
    0
    Sama
    0

  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    Cleanlab
    Custom
    Sama
    Custom

  • Free Access

    Availability of a free plan and/or free trial

    Even
    Cleanlab
    Paid only
    Sama
    Paid only

  • Integrations

    Number of listed third-party integrations

    Even
    Cleanlab
    6
    Sama
    6

  • Features

    Number of listed product capabilities

    Sama
    Cleanlab
    6
    Sama
    8

  • AI Features

    Capabilities mentioning AI, automation or ML

    Even
    Cleanlab
    ,
    Sama
    ,

  • Security & Compliance

    Number of listed compliance certifications

    Sama
    Cleanlab
    1
    Sama
    3

  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    Cleanlab
    4
    Sama
    4

Feature Comparison

Cleanlab vs Sama feature breakdown

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

Cleanlab
Sama
Overview
User rating
,
,
Pricing model
QUOTE_BASED
Custom Quote
Starting price
Custom
Custom
Free version
Free trial
Features
Key capabilities
Real-time detectionPolicy violationsMalicious use detectionDocumentation gap findingHuman-in-the-loop remediationFlexible deployment
Image annotation (detection, segmentation)Video annotation & tracking3D point cloud (LiDAR, Radar)Text annotation & preference rankingModel evaluation & scoringData validation & QA+2
AI features
,
,
Integrations & API
Integrations
AzureAWSSalesforceGoogle CloudOpenAIAnthropic
AWS S3Google Cloud StorageAzure BlobPython SDKHugging FaceREST APIs
Public API
Platforms
Deployment
CloudSelf-hosted
CloudManaged Service
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
SOC 2
SOC 2ISO 27001GDPR
Vendor
Company
,
,
Verified
Founded
2021
2008
Headquarters
San Francisco, USA
San Francisco, California, USA

Pricing Comparison

Cleanlab vs Sama pricing

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

Cleanlab

Custom to start
CustomCustom
  • AI response detection
  • Remediation workflows

Sama

Custom to start
CustomCustom
  • Annotation & validation services
  • Model evaluation
  • Data curation platform
  • Managed expert teams

Total cost of ownership factors

Free planCleanlab Sama
Free trial to evaluateCleanlab Sama
Transparent published pricingCleanlab Sama
Public API (build vs. buy add-ons)Cleanlab Sama

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

Pros & Cons

Cleanlab vs Sama: strengths and trade-offs

Cleanlab

Pros

  • Compliance: SOC 2
  • Public API available

Cons

  • No free plan
  • No free trial
  • Pricing is quote-based (less transparent)

Sama

Pros

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

Cons

  • No free plan
  • No free trial
  • Pricing is quote-based (less transparent)

Buyer Fit

Who should use Cleanlab vs Sama?

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

Sama

Sama connects to more tools for multi-client workflows.

Enterprises

Sama

Sama leads on compliance and breadth for complex needs.

Ecommerce

Either

Either integrates with more of the commerce stack.

SaaS companies

Sama

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

Integration overlap

Only in Cleanlab (6)

AzureAWSSalesforceGoogle CloudOpenAIAnthropic

Only in Sama (6)

AWS S3Google Cloud StorageAzure BlobPython SDKHugging FaceREST APIs

Keep Exploring

Other alternatives worth considering

Similar data labeling products buyers compare alongside Cleanlab and Sama.

Kili Technology

Kili Technology

$9/mo
Appen

Appen

Custom
Surge AI

Surge AI

Custom
Toloka

Toloka

Custom
Snorkel AI

Snorkel AI

Custom
SuperAnnotate

SuperAnnotate

Custom
More Cleanlab alternatives →More Sama alternatives →

Ask SIA which solution fits your business

SIA, Saaskart's AI buying assistant, weighs Cleanlab and Sama 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

Cleanlab vs Sama, Frequently Asked Questions

What is the difference between Cleanlab and Sama?

Cleanlab and Sama are both Data Labeling solutions. Cleanlab is rated 0.0/5 by 0 users, while Sama is rated 0.0/5 by 0 users. The main differences lie in pricing, features, and target audience.

Which is better, Cleanlab or Sama?

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

Which is cheaper, Cleanlab or Sama?

Both products have custom pricing. We recommend contacting both vendors for a quote tailored to your team size.

Does Cleanlab or Sama have a free plan?

Neither Cleanlab nor Sama currently offers a free plan, but both offer paid plans with various tiers.

Can I switch from Cleanlab to Sama?

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

Who should use Cleanlab vs Sama?

Cleanlab is best suited for teams that prioritise enterprise features. Sama works well for teams needing advanced capabilities.

Our Verdict

The bottom line on Cleanlab vs Sama

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

Sama

Sama 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 Cleanlab and Sama?

Visit Cleanlab Visit Sama Ask SIA
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