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Defined.ai

Computer Vision · AI Ethics & Governance · Natural Language ProcessingSeattle, USAFounded 2015

Defined.ai is an ethical AI data marketplace providing curated, high-quality speech, vision, text, and music datasets to train responsible and trustworthy AI systems.

5.0
Average rating
18
Mapped reviews
100%
Profile coverage

Company & commercials

Primary category
Computer Vision
Team size
50-100 employees
Typical budget
$100K+
Primary industry
Media, Entertainment, Gaming & Sports
Provider overview

A clear view of what Defined.ai does best.

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

Company profile
Computer Vision provider for Media, Entertainment, Gaming & Sports

Defined.ai is an ethical AI data marketplace providing curated, high-quality speech, vision, text, and music datasets to train responsible and trustworthy AI systems. RankGlobal maps its primary capability to Data Annotation & Labeling within Computer Vision, with supporting relevance to Data Privacy & AI Compliance, Responsible AI. Its strongest supplied industry signals align with Publishing & Digital Content, General Retail, HealthTech Platforms.

See how this profile was mapped →
Primary AI category
Computer Vision
Strongest industry signal
Media, Entertainment, Gaming & Sports
Engagement profile·$100K+·50-100 employees·Service
Mapped capabilities · 4 categories
Technology

Platforms, methods and technical signals

Machine LearningData Annotation

Tools and platforms named in Defined.ai's supplied company profile.

Expertise

Named expertise on file

  • Neevo Platform

    Managing the end-to-end preparation of specialized datasets for custom AI model training.

    Data EngineeringLabelingPreparation
  • Defined.ai Marketplace

    Providing a community-driven marketplace for pre-built AI apps and models for document workflows.

    AIaaSLow-codeApp Marketplace
  • LLM Fine Tuning

    Training and fine-tuning large language models on proprietary data for specialized business use cases.

    LLM Fine-tuningRAGData Privacy
RankGlobal provider intelligence
Analyst brief

Mapped Evidence Report

A decision-support view of Defined.ai, 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 rating4.99 · median 4.84
Mapped reviews18 · 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
AI Ethics & Governance96%
Computer Vision96%
Natural Language Processing76%
Voice AI60%

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

Mapped industries
4 industries on the map
4
Media, Entertainment, Gaming & Sports40%
Government & Public Sector20%
Healthcare & Life Sciences20%
Retail, Wholesale & Consumer Goods20%

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

Evidence mix
Mapping grades
Direct26% · 5
Supported68% · 13
Adjacent5% · 1

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

RankGlobal analyst interpretation

What the mapped signals say

Defined.ai presents as a strong evidence profile for Computer Vision. It ranks in the 56th percentile of 494 published providers in Computer Vision, and 18 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
Media, Entertainment, Gaming & Sports 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
18
Reviews
5.0
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.

5 mapped subindustries
Client feedback

What clients say.

Reviews and ratings published for this provider.

We needed a highly specialized robotics dataset that no one else could provide. Defined.ai delivered 225 hours of annotated human demonstration data.

Technical Program Manager, Robotics

The off-the-shelf datasets from Defined.ai have been a game-changer for us. The data provided has significantly improved our ML models.

Andrey Brylov, Sr. Machine Learning Engineer

As a global creative software leader, we needed a massive library of video content delivered to exacting technical and legal standards.

Principal Scientist, AI/ML & Data

We needed a large-scale dataset collected to exacting standards of quality, ethics, and privacy.

Director of AI Research

Improving both accuracy and efficiency in AI systems was critical for us.

Head of AI Research

We required large-scale, multilingual data collection to power our AI models.

Director of Data Science

We are thankful for Defined.ai's unrelenting efforts in creating video, audio, and word datasets.

Saurabh Saxena, Head of Technology, VP R&D (EmotionAI)

Defined.ai provides access to our premium, commercially-safe visual content.

Peter Orlowsky, SVP of Global Strategic Partnerships
5
Securing Specialized Robotics Data via Elite AI Data Sourcing

They delivered 225 hours of specialized robotics data no one else could source.

Robotics Lead

10 mapped reviews · 18 published quotes

Showing 9 of 18, ranked by display order then recency.

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

Ratings aggregate 18 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 Defined.ai, and the three things worth confirming directly once you're in touch.

Primary category
Computer Vision
Primary industry
Media, Entertainment, Gaming & Sports
Typical budget
$100K+
Team size
50-100 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 Media, Entertainment, Gaming & Sports — the strongest industry signal on this profile.

Enquire about Defined.ai

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