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Sama vs Scale AI: 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.

Rating
Reviews
0
From
Custom

in Data Labeling

Rating
Reviews
0
From
Custom

in Data Labeling

The Short Answer

Sama vs Scale AI, in 15 seconds

Choose Sama if…

  • You need the broader feature set

Choose Scale AI if…

  • You want deeper AI and automation features

Head-to-Head Scorecard

How Sama and Scale AI score

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

  • Customer Rating

    Average score from verified user reviews

    Even
    Sama
    No reviews
    Scale
    No reviews
  • Review Volume

    Number of verified reviews — a proxy for adoption

    Even
    Sama
    0
    Scale
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    Sama
    Custom
    Scale
    Custom
  • Free Access

    Availability of a free plan and/or free trial

    Even
    Sama
    Paid only
    Scale
    Paid only
  • Integrations

    Number of listed third-party integrations

    Even
    Sama
    0
    Scale
    0
  • Features

    Number of listed product capabilities

    Sama
    Sama
    8
    Scale
    6
  • AI Features

    Capabilities mentioning AI, automation or ML

    Scale AI
    Sama
    Scale
    3
  • Security & Compliance

    Number of listed compliance certifications

    Even
    Sama
    Scale
  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    Sama
    4
    Scale
    4

Feature Comparison

Sama vs Scale AI feature breakdown

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

Sama
Scale AI
Overview
User rating
Pricing model
Custom Quote
Custom Quote
Starting price
Custom
Custom
Free version
Free trial
Features
Key capabilities
Image annotation (detection, segmentation)Video annotation & tracking3D point cloud (LiDAR, Radar)Text annotation & preference rankingModel evaluation & scoringData validation & QA+2
Data Engine for model trainingData labeling & annotation at scaleAgentic AI for enterprise automationAI evaluation & benchmarkingGenAI platform deploymentPhysical AI for robotics
AI features
Agentic AI for enterprise automationAI evaluation & benchmarkingPhysical AI for robotics
Integrations & API
Integrations
Public API
Platforms
Deployment
CloudManaged Service
CloudSaaS
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
Vendor
Company
Verified
Founded
2016
Headquarters

Pricing Comparison

Sama vs Scale AI pricing

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

Sama

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

Scale AI

Custom to start
EnterpriseCustom
  • Data Engine & annotation
  • Agentic AI & GenAI deployment
  • Model evaluation & benchmarking
  • Dedicated support

Total cost of ownership factors

Free planSama Scale
Free trial to evaluateSama Scale
Transparent published pricingSama Scale
Public API (build vs. buy add-ons)Sama Scale

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

Pros & Cons

Sama vs Scale AI: strengths and trade-offs

Sama

Pros

  • Public API available

Cons

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

Scale AI

Pros

  • Stronger AI / automation features
  • Public API available

Cons

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

Buyer Fit

Who should use Sama vs Scale 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

Sama

Sama connects to more tools for multi-client workflows.

Enterprises

Sama

Sama leads on compliance and breadth for complex needs.

Ecommerce

Scale AI

Scale AI integrates with more of the commerce stack.

SaaS companies

Scale AI

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

Ask SIA which solution fits your business

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

Sama vs Scale AI — Frequently Asked Questions

What is the difference between Sama and Scale AI?

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

Which is better, Sama or Scale AI?

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

Which is cheaper, Sama or Scale AI?

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

Does Sama or Scale AI have a free plan?

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

Can I switch from Sama to Scale AI?

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

Who should use Sama vs Scale AI?

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

Our Verdict

The bottom line on Sama vs Scale 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

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

Scale AI

Scale AI ships more AI and automation.

Highest Rated

Either

Both earn equal user ratings.

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