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Sama

Computer Vision · AI Ethics & Governance · MLOps & InfrastructureSan Francisco, USAFounded 2008

data annotation and labeling company providing high-quality training data for computer vision and generative AI models, serving global companies in automotive, retail, and consumer tech sectors.

4.8
Average rating
13
Mapped reviews
100%
Profile coverage

Company & commercials

Primary category
Computer Vision
Team size
250+ employees
Typical budget
$100K+
Primary industry
Automotive & Mobility
Provider overview

A clear view of what Sama does best.

Structured from supplied company information and mapped to RankGlobal's controlled AI and industry taxonomy.

Company profile
Computer Vision provider for Automotive & Mobility

data annotation and labeling company providing high-quality training data for computer vision and generative AI models, serving global companies in automotive, retail, and consumer tech sectors. RankGlobal maps its primary capability to Computer Vision within Computer Vision, with supporting relevance to Data Annotation & Labeling, Video Analytics. Its strongest supplied industry signals align with Automotive Manufacturing, Software & SaaS, General Retail.

See how this profile was mapped →
Primary AI category
Computer Vision
Strongest industry signal
Automotive & Mobility
Engagement profile·$100K+·250+ employees·Service
Mapped capabilities · 3 categories
Technology

Platforms, methods and technical signals

Computer VisionGenerative AI

Tools and platforms named in Sama's supplied company profile.

Expertise

Named expertise on file

  • Computer Vision Annotation

    Delivering high-precision (95%+) image and video annotation for 2D, 3D, LiDAR, and sensor fusion datasets.

    Data LabelingComputer VisionLiDAR
  • Human-in-the-Loop (HITL) Validation

    Engineering a managed platform where specialized specialists review and correct AI model predictions to ensure reliability.

    HITLModel ValidationQA
  • Sama Curate (AI-Powered Labeling)

    Utilizing machine learning to intelligently identify and prioritize assets that require labeling, reducing manual effort.

    Data CurationAutomationML Ops
RankGlobal provider intelligence
Analyst brief

Mapped Evidence Report

A decision-support view of Sama, built from mapped taxonomy signals, evidence confidence, commercial profile and reviews.

Primary feed set
Computer Vision
Compared with
494 providers
Evidence signals used
3 signals
Publication status
Published
Structured evidence signal
100/100
Strong evidence
56th percentile of 494 peers · peer median 100
Profile coverage100
Taxonomy density100
Review signal100
Peer benchmark
How the profile compares

Computer Vision among 494 published providers

Average rating4.82 · median 4.84
Mapped reviews13 · median 10
Profile completeness100% · median 100%
Taxonomy breadth19 · median 21
Signal radar
Multi-dimensional evidence
RatingReviewsCoverageBreadth
This profile (percentile) Peer median
Capability mix
Mapped category signal
Computer Vision100%
AI Ethics & Governance96%
MLOps & Infrastructure76%

Imported mapping confidence for each category — not a share of work, revenue, or delivery volume.

Mapped industries
3 industries on the map
3
Automotive & Mobility33%
Retail, Wholesale & Consumer Goods33%
Technology, Software & Digital Infrastructure33%

Share of mapped industry rows on the taxonomy map — not share of work or revenue.

Evidence mix
Mapping grades
Direct37% · 7
Supported53% · 10
Related11% · 2

Imported mapping grades across 19 taxonomy mappings — not a search ranking.

RankGlobal analyst interpretation

What the mapped signals say

Sama presents as a strong evidence profile for Computer Vision. It ranks in the 56th percentile of 494 published providers in Computer Vision, and 13 reviews back the commercial profile.

Current positioning: P56 evidence quality · P39 industry breadth
Strongest signals
Evidence-backed strength in Computer Vision is the profile's clearest signal in the mapped taxonomy.
Best user fit
Automotive & Mobility buyers evaluating Computer Vision at a $100K+ engagement size.
Confirm before engagement
Confirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
Client feedback signals
13
Reviews
4.8
Average rating
0
Publicly reshared
Published
Listing status
How this report is calculated →
Capabilities

Evidence-led AI expertise.

Capabilities are listed with their mapping grade (Direct, Supported, Related, or Adjacent).

Industry experience

Where this expertise is most relevant.

Industry mappings are organized by evidence strength so buyers can distinguish demonstrated alignment from broader search relevance.

3 mapped subindustries
Client feedback

What clients say.

Reviews and ratings published for this provider.

Sama's accuracy rate is consistently at 99%, which is incredible!

Heather Clair, Product Manager

Sama is able to fulfill our business requirements, and do that cost effectively.

Steve Heck, CTO

They are a perfect addition to our work in AI.

Demetrio Aiello, Head of the AI & Robotics Labs
5
Creating Plant-Stage Models via Specialized Sama AI

Sama’s data annotation helped us overcome the challenge of creating AI models for different plant stages. Their accuracy is consistently high.

Product Mgr
5
Expanding AI Services via Exceptional Strategic AI

Their high-quality training data has made a demonstrable impact on our ability to expand our AI services to new types of clients.

VP Ops
5
Refining AI Models via Specialized Professional AI

Sama is the industry leader for ethical, high-quality data labeling. Their feedback loop is critical for our model refinement.

ML Engineer
5
Training Safety-Critical Systems via Specialized Reliable AI

Essential partner for autonomous vehicle training. Their video annotation precision is vital for our safety-critical systems.

CTO, Auto
5
Scaling Data Pipelines via Specialized Effective AI

The best in the business for scaling ML data pipelines. They handle complex multi-modal data with impressive speed.

AI Researcher
5
Developing Accurate Models via Specialized High-ROI AI

Sama provides the 'ground truth' we need. Their platform is trusted for developing the most accurate ML models globally.

Verified User

10 mapped reviews · 13 published quotes

Showing 9 of 13, ranked by display order then recency.

Rating distribution
5
10
4
0
3
0
2
0
1
0

Ratings aggregate 13 reviews at the average shown above.

Transparent profile intelligence

How RankGlobal maps this profile.

RankGlobal maps this profile against a controlled taxonomy. Mapping grades on capability and industry cards describe how the profile is classified. Source strength for ranking decisions follows the hierarchy published on Research— a mapping grade is not a claim of discoverability weight.

Tier 1 · Authoritative
Regulators, registries, certifications, signed client evidence.
Highest evidentiary weight
Tier 2 · Independent
Credible media, industry bodies, partner directories, third-party datasets.
Strong with attribution and recency
Tier 3 · Provider-controlled
Company site, case studies, press releases, structured submissions.
Accepted as a claim; verification raises weight
Tier 4 · Discovery-only
Directory listings, aggregations, and early discovery signals.
Used for discovery; weighted accordingly in ranking

Direct, Supported, Related and Adjacent appear on mapped cards as classification grades. They do not rank how discoverable a provider should be.

RankGlobal trust center →
Ready to evaluate this provider

Move from discovery to a focused conversation.

Your enquiry goes to the RankGlobal research team, not the provider's sales inbox. Sending it does not affect their ranking.

Before you reach out

What RankGlobal holds on file for Sama, and the three things worth confirming directly once you're in touch.

Primary category
Computer Vision
Primary industry
Automotive & Mobility
Typical budget
$100K+
Team size
250+ employees
  1. 1
    Name the use case

    Say which Computer Vision problem you are evaluating, so the research team can route your message accurately.

  2. 2
    Pressure-test the budget band

    The $100K+ band on file is a profile-level figure. Ask what a scope like yours actually lands at.

  3. 3
    Ask for a reference

    Request a client reference in Automotive & Mobility — the strongest industry signal on this profile.

Enquire about Sama

Three fields. Anything longer belongs on the full contact page, linked below.