Updated 8 Nov 2026

The AI data market map, 2026.

179 companies that sell AI developers what models learn from, in a box for each thing their own pages say they sell, the largest first by the revenue, valuation and funding on record. Most sell several things, so most appear in several boxes. Each tile opens everything recorded about the company.

By what they sell

The largest 24 in each box, by the same rule as the rankings: revenue over twelve months, else the newest valuation, else the money raised.

Expert and human data

98
Mercor$2B revenueSurge AI$1.2B revenueHandshake AI$1B revenuemicro1$1B revenueScale AI$870M revenueProlific$500M revenueSnorkel AI$375M revenueInnodata$350M revenueTuring$300M revenueTaskUs$250M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueMecka$100M revenueWirestock$40M revenueToloka$26.4M revenueLabelbox$1.3B valuationKled$100M valuationLightwheel$145M raisedEncord$90M raisedPatronus AI$70M raisedSama$70M raisedCloudFactory$65M raisedDefined.ai$62.3M raised

and 74 more. The full ranking

RL environments

91
Mercor$2B revenueSurge AI$1.2B revenueHandshake AI$1B revenuemicro1$1B revenueScale AI$870M revenueSnorkel AI$375M revenueInnodata$350M revenueTuring$300M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueToloka$26.4M revenueEigent AI$12M revenueApplied Intuition$15B valuationLabelbox$1.3B valuationMechanize$500M valuationPatronus AI$70M raisedCentific$60M raisedSuperAnnotate$49.5M raisedDeeptune$43M raisedBespoke Labs$40M raisedHalluminate$30M raisedDeccan AI$25M raisedHUD$16M raised

and 67 more. The full ranking

Annotation

77
Handshake AI$1B revenueScale AI$870M revenueProlific$500M revenueSnorkel AI$375M revenueInnodata$350M revenueTaskUs$250M revenueAppen$249M revenueInvisible Technologies$134M revenueToloka$26.4M revenueApplied Intuition$15B valuationKled$100M valuationLightwheel$145M raisedEncord$90M raisedSama$70M raisedXDOF$70M raisedCloudFactory$65M raisedDefined.ai$62.3M raisedCentific$60M raisedSuperAnnotate$49.5M raisedDataloop$33M raisedKili Technology$32M raisedLuel$31.2M raisedMaxinsights$30M raisedDeccan AI$25M raised

and 53 more. The full ranking

Labeling software

20
Scale AI$870M revenueInnodata$350M revenueAppen$249M revenueEncord$90M raisedRoboflow$60M raisedSuperAnnotate$49.5M raisedVoxel51$42.5M raisedDataloop$33M raisedKili Technology$32M raisedHumanSignal$25M raisediMerit$23.5M raisedLightly$3M raisedCVAT$2M raisedSegments.ai$1.1M raisedBasicAI isahit Keymakr Labellerr Supervisely V7 

The full ranking

Evaluations and benchmarks

137
Mercor$2B revenueSurge AI$1.2B revenueHandshake AI$1B revenuemicro1$1B revenueScale AI$870M revenueProlific$500M revenueSnorkel AI$375M revenueInnodata$350M revenueTuring$300M revenueAppen$249M revenueProximal$200M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueArena$100M revenueMecka$100M revenueToloka$26.4M revenueEigent AI$12M revenueApplied Intuition$15B valuationLabelbox$1.3B valuationMechanize$500M valuationVals AI$400M valuationKled$100M valuationLightwheel$145M raisedEncord$90M raised

and 113 more. The full ranking

Datasets

115
Mercor$2B revenueSurge AI$1.2B revenuemicro1$1B revenueScale AI$870M revenueProlific$500M revenueSnorkel AI$375M revenueInnodata$350M revenueTuring$300M revenueTaskUs$250M revenueAppen$249M revenueProximal$200M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueArena$100M revenueMecka$100M revenueWirestock$40M revenueToloka$26.4M revenueEigent AI$12M revenueMechanize$500M valuationVals AI$400M valuationKled$100M valuationLightwheel$145M raisedEncord$90M raisedPatronus AI$70M raised

and 91 more. The full ranking

Simulation

20
Scale AI$870M revenueApplied Intuition$15B valuationMechanize$500M valuationLightwheel$145M raisedPatronus AI$70M raisedBespoke Labs$40M raisedMaxinsights$30M raisedMoonlake AI$28M raisedMidcentury$15M raisedBioStack Platforms$9.5M raisedIdler$9M raisedARIMLABS Aviro BenchFlow Collinear DARE Labs Maingen Noumad Olam Labs Symbal 

The RL environments market map

The 91 companies that build RL environments, by the work their environments are for, the largest first. A company building for several kinds of work is in each.

RL environment companies, ranked

Coding

53
Mercor$2B revenueSurge AI$1.2B revenueHandshake AI$1B revenuemicro1$1B revenueScale AI$870M revenueSnorkel AI$375M revenueInnodata$350M revenueTuring$300M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueToloka$26.4M revenue

and 41 more.

Business work

46
Mercor$2B revenueSurge AI$1.2B revenueHandshake AI$1B revenueScale AI$870M revenueSnorkel AI$375M revenueInnodata$350M revenueTuring$300M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueToloka$26.4M revenueEigent AI$12M revenue

and 34 more.

Finance

32
Mercor$2B revenueSurge AI$1.2B revenueHandshake AI$1B revenuemicro1$1B revenueTuring$300M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueToloka$26.4M revenueLabelbox$1.3B valuationPatronus AI$70M raisedCentific$60M raised

and 20 more.

Computer use

29
Scale AI$870M revenueSnorkel AI$375M revenueTuring$300M revenueAfterQuery$100M revenueToloka$26.4M revenueEigent AI$12M revenuePatronus AI$70M raisedSuperAnnotate$49.5M raisedHalluminate$30M raisedDeccan AI$25M raisedPlato$16M raisedChakra Labs$10.1M raised

and 17 more.

Medical

24
Mercor$2B revenueSurge AI$1.2B revenuemicro1$1B revenueScale AI$870M revenueInnodata$350M revenueTuring$300M revenueAppen$249M revenueAfterQuery$100M revenueToloka$26.4M revenueLabelbox$1.3B valuationCentific$60M raisedSuperAnnotate$49.5M raised

and 12 more.

Science

24
Surge AI$1.2B revenueHandshake AI$1B revenueSnorkel AI$375M revenueTuring$300M revenueAppen$249M revenueAfterQuery$100M revenueToloka$26.4M revenuePatronus AI$70M raisedSuperAnnotate$49.5M raisedGeneral Reasoning$10.9M raisedBioStack Platforms$9.5M raisedAbundant 

and 12 more.

Images and video

21
Surge AI$1.2B revenueHandshake AI$1B revenueInnodata$350M revenueTuring$300M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueToloka$26.4M revenueLabelbox$1.3B valuationSuperAnnotate$49.5M raisedDeccan AI$25M raisedPreference Model$16M raised

and 9 more.

Legal

20
Mercor$2B revenueSurge AI$1.2B revenueHandshake AI$1B revenuemicro1$1B revenueSnorkel AI$375M revenueTuring$300M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueToloka$26.4M revenueLabelbox$1.3B valuationSuperAnnotate$49.5M raised

and 8 more.

Security

17
Toloka$26.4M revenueDatacurve$15M raisedIdler$9M raisedVeris AI$8.5M raisedQuesma$2M raisedARIMLABS Bugcrowd Collinear exponential Fleet Incalmo Noumad 

and 5 more.

Robotics

17
Scale AI$870M revenueInnodata$350M revenueAppen$249M revenueToloka$26.4M revenueApplied Intuition$15B valuationLabelbox$1.3B valuationCentific$60M raisedSuperAnnotate$49.5M raisedDeccan AI$25M raisedAbaka AI DARE Labs Enact 

and 5 more.

Speech and audio

14
Surge AI$1.2B revenuemicro1$1B revenueInnodata$350M revenueAppen$249M revenueAfterQuery$100M revenueLabelbox$1.3B valuationSuperAnnotate$49.5M raisedDeccan AI$25M raisedVeris AI$8.5M raisedAbaka AI Besimple AI Sieve 

and 2 more.

Languages

12
Surge AI$1.2B revenueInnodata$350M revenueAppen$249M revenueInvisible Technologies$134M revenueAfterQuery$100M revenueToloka$26.4M revenueCentific$60M raisedDeccan AI$25M raisedBesimple AI exponential Uber AI Solutions Vetto AI 

Math

9
Toloka$26.4M revenueSuperAnnotate$49.5M raisedPreference Model$16M raisedGeneral Reasoning$10.9M raisedAbaka AI Hillclimb Prime Intellect Ulam Vmax 

Games

9
Preference Model$16M raisedGeneral Reasoning$10.9M raisedCua Markov Olam Labs OpenReward Prime Intellect Revelo Rise Data Labs 

Creative

3
Toloka$26.4M revenueCua Sieve 

The same companies, ranked by the money on record.

The rankingsHead to head

How a company comes to be on the map and in what order: the method