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Sama vs Surge 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

Leads 1/9
Rating
,
Reviews
0
From
Custom

in Data Labeling

The Short Answer

Sama vs Surge AI, in 15 seconds

Choose Sama if…

  • You prefer Sama's approach and ecosystem

Choose Surge AI if…

  • You need the broader feature set

Head-to-Head Scorecard

How Sama and Surge AI score

Surge AI leads on 1 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    Sama
    No reviews
    Surge
    No reviews
  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    Sama
    0
    Surge
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    Sama
    Custom
    Surge
    Custom
  • Free Access

    Availability of a free plan and/or free trial

    Even
    Sama
    Paid only
    Surge
    Paid only
  • Integrations

    Number of listed third-party integrations

    Even
    Sama
    6
    Surge
    6
  • Features

    Number of listed product capabilities

    Surge AI
    Sama
    8
    Surge
    10
  • AI Features

    Capabilities mentioning AI, automation or ML

    Even
    Sama
    ,
    Surge
    ,
  • Security & Compliance

    Number of listed compliance certifications

    Even
    Sama
    3
    Surge
    3
  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    Sama
    4
    Surge
    4

Feature Comparison

Sama vs Surge AI feature breakdown

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

Sama
Surge AI
Overview
User rating
,
,
Pricing model
Custom Quote
Custom
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
Human data labelingRLHF (human feedback)Expert workforceData quality evaluationModel benchmarkingResearch-grade annotation+4
AI features
,
,
Integrations & API
Integrations
AWS S3Google Cloud StorageAzure BlobPython SDKHugging FaceREST APIs
AWS S3Google Cloud StorageAzure BlobPython SDKHugging FaceREST APIs
Public API
Platforms
Deployment
CloudManaged Service
CloudSaaS
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
SOC 2ISO 27001GDPR
SOC 2ISO 27001GDPR
Vendor
Company
,
,
Verified
Founded
2008
2020
Headquarters
San Francisco, California, USA
San Francisco, California, USA

Pricing Comparison

Sama vs Surge 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

Surge AI

Custom to start
ProCustom
  • Expert annotators
  • Integrations
  • Email support
  • Higher usage limits
EnterpriseCustom
  • Dedicated support
  • Evaluation datasets
  • Everything in Pro
  • Red teaming

Total cost of ownership factors

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

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

Pros & Cons

Sama vs Surge AI: strengths and trade-offs

Sama

Pros

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

Cons

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

Surge AI

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 Sama vs Surge 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

Surge AI

Surge AI connects to more tools for multi-client workflows.

Enterprises

Surge AI

Surge AI leads on compliance and breadth for complex needs.

Ecommerce

Either

Either integrates with more of the commerce stack.

SaaS companies

Surge AI

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

Integration overlap

Shared integrations (6)

AWS S3Google Cloud StorageAzure BlobPython SDKHugging FaceREST APIs

Only in Sama (0)

Only in Surge AI (0)

Keep Exploring

Other alternatives worth considering

Similar data labeling products buyers compare alongside Sama and Surge AI.

Ask SIA which solution fits your business

SIA, Saaskart's AI buying assistant, weighs Sama and Surge 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 Surge AI, Frequently Asked Questions

What is the difference between Sama and Surge AI?

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

Which is better, Sama or Surge 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 Surge AI?

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

Does Sama or Surge AI have a free plan?

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

Can I switch from Sama to Surge AI?

Switching between Sama and Surge 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 Surge AI?

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

Our Verdict

The bottom line on Sama vs Surge 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

Surge AI

Surge AI 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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