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CloudFactory 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.

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

in Data Labeling

Sama
Sama
Rating
,
Reviews
0
From
Custom

in Data Labeling

Jump to scorecard Ask SIA

The Short Answer

CloudFactory vs Sama, in 15 seconds

Choose CloudFactory if…

  • You want to trial before paying
  • You want deeper AI and automation features

Choose Sama if…

  • You need the broader feature set

Head-to-Head Scorecard

How CloudFactory and Sama score

CloudFactory leads on 2 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    CloudFactory
    No reviews
    Sama
    No reviews

  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    CloudFactory
    0
    Sama
    0

  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    CloudFactory
    Custom
    Sama
    Custom

  • Free Access

    Availability of a free plan and/or free trial

    CloudFactory
    CloudFactory
    Free trial
    Sama
    Paid only

  • Integrations

    Number of listed third-party integrations

    Even
    CloudFactory
    6
    Sama
    6

  • Features

    Number of listed product capabilities

    Sama
    CloudFactory
    6
    Sama
    8

  • AI Features

    Capabilities mentioning AI, automation or ML

    CloudFactory
    CloudFactory
    1
    Sama
    ,

  • Security & Compliance

    Number of listed compliance certifications

    Even
    CloudFactory
    3
    Sama
    3

  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    CloudFactory
    4
    Sama
    4

Feature Comparison

CloudFactory vs Sama feature breakdown

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

CloudFactory
Sama
Overview
User rating
,
,
Pricing model
Subscription
Custom Quote
Starting price
Custom
Custom
Free version
Free trial
Features
Key capabilities
Managed annotation workforceVision and NLP labelingModel validationQuality managementQuality assurance workflowsWorkforce management
Image annotation (detection, segmentation)Video annotation & tracking3D point cloud (LiDAR, Radar)Text annotation & preference rankingModel evaluation & scoringData validation & QA+2
AI features
Vision and NLP labeling
,
Integrations & API
Integrations
AWS S3Google Cloud StorageAzure BlobHugging FacePythonREST APIs
AWS S3Google Cloud StorageAzure BlobPython SDKHugging FaceREST APIs
Public API
Platforms
Deployment
CloudSaaS
CloudManaged Service
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
SOC 2ISO 27001GDPR
SOC 2ISO 27001GDPR
Vendor
Company
,
,
Verified
Founded
2010
2008
Headquarters
Reading, United Kingdom
San Francisco, California, USA

Pricing Comparison

CloudFactory vs Sama pricing

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

CloudFactory

Custom to start
ProCustom
  • Managed annotation workforce
  • Vision and NLP labeling
  • Email support
  • Higher usage limits
EnterpriseCustom
  • Model validation
  • SSO and admin controls
  • Everything in Pro
  • Quality management

Sama

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

Total cost of ownership factors

Free planCloudFactory Sama
Free trial to evaluateCloudFactory Sama
Transparent published pricingCloudFactory Sama
Public API (build vs. buy add-ons)CloudFactory Sama

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

Pros & Cons

CloudFactory vs Sama: strengths and trade-offs

CloudFactory

Pros

  • Free trial offered
  • Compliance: SOC 2, ISO 27001, GDPR
  • Stronger AI / automation features
  • Public API available

Cons

  • No free plan
  • 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 CloudFactory 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

CloudFactory

CloudFactory integrates with more of the commerce stack.

SaaS companies

CloudFactory

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

Integration overlap

Shared integrations (5)

AWS S3Google Cloud StorageAzure BlobHugging FaceREST APIs

Only in CloudFactory (1)

Python

Only in Sama (1)

Python SDK

Keep Exploring

Other alternatives worth considering

Similar data labeling products buyers compare alongside CloudFactory and Sama.

Snorkel AI

Snorkel AI

Custom
SuperAnnotate

SuperAnnotate

Custom
Encord

Encord

Custom
V7

V7

Custom
Roboflow

Roboflow

Free
Datasaur

Datasaur

Custom
More CloudFactory alternatives →More Sama alternatives →

Ask SIA which solution fits your business

SIA, Saaskart's AI buying assistant, weighs CloudFactory 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

CloudFactory vs Sama, Frequently Asked Questions

What is the difference between CloudFactory and Sama?

CloudFactory and Sama are both Data Labeling solutions. CloudFactory 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, CloudFactory or Sama?

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

Which is cheaper, CloudFactory or Sama?

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

Does CloudFactory or Sama have a free plan?

Neither CloudFactory nor Sama currently offers a free plan, but CloudFactory provides a free trial.

Can I switch from CloudFactory to Sama?

Switching between CloudFactory 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 CloudFactory vs Sama?

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

Our Verdict

The bottom line on CloudFactory 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

CloudFactory

CloudFactory ships more AI and automation.

Highest Rated

Either

Both earn equal user ratings.

Ready to decide between CloudFactory and Sama?

Visit CloudFactory Visit Sama Ask SIA
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