Skip to content
New: the dataset now includes 2,966 company profiles and every supplied review record. See the methodology →
RankGlobal mapped

Defined.ai

Natural Language Processing · AI Ethics & Governance · Automation & WorkflowSeattle, United StatesFounded 2015

Defined.ai is based in Seattle, USA and works in Natural Language Processing for Insurance, with further work in Computer Vision and AI Ethics & Governance.

Average rating
—
Reviews
0
Profile coverage
80%
Evidence percentile
P62

Profile updated · Request a correction

Company & commercials

Primary category
Natural Language Processing
Team size
Not disclosed
Typical budget
Not disclosed
Primary industry
Financial Services & Insurance
Contact provider →Visit website ↗
Overview

What Defined.ai does best.

About

Natural Language Processing provider for Financial Services & Insurance

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. Its own website shows its strongest capability in Natural Language Processing, alongside Sentiment Analysis and Text Summarization. The industry it describes most is Insurance.

Service model·Service
Primary AI categoryNatural Language Processing
Benchmarked against 701 providers in this category.
Primary industryFinancial Services & Insurance
Technology stack

2 platforms & methods

Bars show how many mapped capabilities use each one.

  • Machine Learning1 capability
  • Data AnnotationProfile only
RankGlobal provider intelligence

Evidence report

How Defined.ai compares with peers on evidence, reviews and coverage.

Analyst brief · Published
CategoryNatural Language Processing
Compared with701 providers
Signals3 signals
Status● Published
Evidence score
71/100
Moderate evidence62nd percentile of 701 peers · peer median 70
Profile coverage80
Taxonomy density100
Review signal0
Peer benchmarkHow the profile comparesNatural Language Processing among 701 published providers
Average rating0.00 · median 4.89
Independent reviews0 · median 0
Profile completeness80% · median 70%
Taxonomy breadth44 · median 31
This profile Peer median
Signal radarMulti-dimensional evidence
Independent reviewsCoverageBreadth
This profile (percentile) Peer median
Industries5 industries
Media, Entertainment, Gaming & Sports38%
Financial Services & Insurance25%
Healthcare & Life Sciences13%
Manufacturing & Industrial13%
Retail, Wholesale & Consumer Goods13%
Share of mapped industries, not share of work or revenue.
Evidence mixMapping grades
89%Direct · 39 mappings
11%Supported · 5 mappings
Grades across 44 mappings. Not a search ranking.
Analyst summary

What the evidence says

Defined.ai presents as a moderate evidence profile for Natural Language Processing. It ranks in the 62nd percentile of 701 published providers in Natural Language Processing, and no reviews on the profile yet.

Current positioning: P62 evidence quality · P73 industry breadth
Strongest signalsEvidence-backed strength in Natural Language Processing is the profile's clearest signal in the mapped taxonomy.
Best user fitFinancial Services & Insurance buyers evaluating Natural Language Processing across engagement sizes.
Confirm before engagementConfirm current delivery capacity directly — mapped signals reflect profile evidence, not live availability.
How this report is calculated →
Capabilities

AI capabilities.

AI category · 1 / 12

AI Ethics & Governance

—
DirectSupportedRelatedAdjacentOne of 934 providers in this category
Compare AI Ethics & Governance providers →
Technology used

None of the listed technologies is specific to AI Ethics & Governance.

Mapping source · https://defined.ai/solutions/data-and-model-evaluation — “Data and Model Evaluation Services | Defined.ai Defined.ai Awarded ISO 42001 Certification, Str”

Featured 12 of 36 capabilities, ranked by mapping grade then confidence.

Industry experience · 5 industries · 8 subindustries

Industries served.

5 Core0 Adjacent · discovery only
  • InsuranceDirect · Primary
    90%

    https://defined.ai/ — “Physics Explore AI datasets across key domains Automotive Books Music Insurance Content Moderation Healthcare Dataset quality and AI governance built”

  • 80%

    https://defined.ai/use-cases/fintech-services — “y and compliance requirements presents a major operational challenge. Fintech teams need to accelerate annotation without compromising accuracy or”

Client feedback

What clients say.

Testimonial
We needed a highly specialized robotics dataset that no one else could provide. Defined.ai delivered 225 hours of annotated human demonstration data.
TPTechnical Program Manager, RoboticsLeading Artificial Intelligence OrganizationFrom the firm’s website1 / 8
8 reviews

Worked with Defined.ai? Review them → Every reviewer is verified by RankGlobal.

Evidence · 3 sources

Sources behind this profile.

The RankGlobal Research Team opened each page and checked that it names Defined.ai. Pages on Defined.ai's own website are provider-supplied.

Certifications

Methodology

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.

  1. T1AuthoritativeTypical evidenceRegulators, registries, certifications, signed client evidence.Scoring useHighest evidentiary weight
  2. T2IndependentTypical evidenceCredible media, industry bodies, partner directories, third-party datasets.Scoring useStrong with attribution and recency
  3. T3Provider-controlledTypical evidenceCompany site, case studies, press releases, structured submissions.Scoring useAccepted as a claim; verification raises weight
  4. T4Discovery-onlyTypical evidenceDirectory listings, aggregations, and early discovery signals.Scoring useUsed 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 outKey facts, and three things to confirm once you're in touch.
Primary category
Natural Language Processing
Primary industry
Financial Services & Insurance
Typical budget
Not disclosed
Team size
Not disclosed
  1. 1Name the use caseSay which Natural Language Processing problem you are evaluating, so the research team can route your message accurately.
  2. 2Pressure-test the budget bandNo budget band is on file. Ask what a scope like yours typically lands at.
  3. 3Ask for a referenceRequest a client reference in Financial Services & Insurance — the strongest industry signal on this profile.
Still comparing? Re-read the mapping evidence or go back to all providers.

Enquire about Defined.ai

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

Is this your company? Claim this profile →