Key findings
- 1
Human-data companies for AI announced 47 funding rounds from 1 Jan 2024 to 31 Oct 2026; the 41 with a disclosed amount add up to $3.2B.
- 2
The largest disclosed round was Scale AI's $1B Series F on 21 May 2024, at a $13.8B valuation.
- 3
10 human-data companies have a stated or reported valuation of $1 billion or more: Scale AI ($29B), Surge AI ($25B), Mercor ($20B), micro1 ($4B), Snorkel AI ($3.5B), AfterQuery ($3.2B), Turing ($2.2B), Invisible Technologies ($2B), TELUS Digital ($1.3B) and Labelbox ($1.3B).
- 4
Disclosed funding went from $1.2B in 2024 (12 rounds) to $975M in 2025 (14 rounds).
- 5
So far in 2026, 21 rounds have disclosed $1.1B.
- 6
The most primary funding disclosed since 2024 went to Scale AI ($1B in 1 round), Mercor ($480M in 3 rounds) and Snorkel AI ($450M in 2 rounds).
- 7
The largest deal was Meta Platforms' $14.3B investment in Scale AI, at a $29B valuation on 12 Jun 2025.
Figure 1
Every funding round, investment and acquisition
Who raised how much, when, at what valuation and from whom?
| Company | Date | Round or deal | Amount | Valuation |
|---|---|---|---|---|
| PlatoPlato (PR Newswire release), republished by Yahoo Finance Singapore | 28 Oct 2026 | Series A | $16M | n/a |
| MaxinsightsForbes (by John Koetsier), republished by Yahoo Finance | 22 Oct 2026 | Seed | $30M | n/a |
| LabelboxLabelbox | 14 Oct 2026 | Series E | $100M | $1.3B |
| micro1AiThority (micro1 release, by EIN Presswire) | 13 Oct 2026 | Tender offer | $25M | n/a |
| HalluminateHalluminate | 1 Oct 2026 | Series A | $30M | n/a |
| ProximalProximal | 29 Sep 2026 | Seed | $15M | $300M |
| micro1Forbes (Forbes Australia syndication, by Anna Tong) | 22 Sep 2026 | Funding | $100M | $4B |
| Snorkel AISnorkel AI | 22 Sep 2026 | Series E | $350M | $3.5B |
| AfterQueryTechCrunch | 1 Sep 2026 | Funding | n/a | $3.2B |
| IdlerThe SaaS News | 21 Aug 2026 | Seed | $9M | n/a |
| DeeptuneMercor | 9 Jul 2026 | Acquired by Mercor | n/a | n/a |
| MercorTechCrunch | 9 Jul 2026 | Valuation (in talks) | n/a | $20B |
| Prime IntellectPrime Intellect | 8 Jul 2026 | Series A | $130M | n/a |
| Bespoke LabsBespoke Labs | 6 Jul 2026 | Seed and Series A | $40M | n/a |
| HUDHUD | 30 Jun 2026 | Series A | $16M | n/a |
| UplimitUplimit | 30 Jun 2026 | Acquired by Handshake | n/a | n/a |
| Patronus AIPatronus AI | 25 Jun 2026 | Series B | $50M | n/a |
| iMeritEXL (GlobeNewswire release via AAP) | 24 Jun 2026 | Acquired by EXL (ExlService Holdings) | $310M | n/a |
| Taste LabsAmplify Partners | 16 Jun 2026 | Seed | $18.5M | n/a |
| Gray Swan AIGray Swan AI | 28 May 2026 | Series A | $40M | n/a |
| MechanizeMechanize | 24 Apr 2026 | Funding | $9.1M | $500M |
| ICG SolutionsScale AI | 20 Apr 2026 | Acquired by Scale AI | n/a | n/a |
| AfterQueryDaily Research News Online (MrWeb) | 10 Apr 2026 | Series A | $30M | $300M |
| Deccan AITechCrunch | 25 Mar 2026 | Series A | $25M | n/a |
| DeeptuneDeeptune | 19 Mar 2026 | Series A | $43M | n/a |
| WeCPInvisible Technologies | 10 Mar 2026 | Acquired by Invisible Technologies | n/a | n/a |
| EncordPR Newswire (Encord press release) | 26 Feb 2026 | Series C | $60M | n/a |
| RapidataPulse 2.0 | 21 Feb 2026 | Seed | $8.5M | n/a |
| UpcraftLabelbox | 10 Feb 2026 | Acquired by Labelbox | n/a | n/a |
| Sepal AIOrrick | 6 Feb 2026 | Acquired by Mercor | n/a | n/a |
| CleanlabTechCrunch | 28 Jan 2026 | Acquired by Handshake | n/a | n/a |
| Erud AIHumanSignal | 5 Nov 2025 | Acquired by HumanSignal | n/a | n/a |
| MercorTechCrunch | 27 Oct 2025 | Series C | $350M | $10B |
| Good Start LabsEvery | 15 Oct 2025 | Funding | $3.6M | n/a |
| DatacurveTechCrunch | 9 Oct 2025 | Series A | $15M | n/a |
| Segments.aiPYMNTS | 2 Oct 2025 | Acquired by Uber (Uber AI Solutions) | n/a | n/a |
| Invisible TechnologiesInvisible Technologies | 16 Sep 2025 | Growth | $100M | $2B |
| micro1TechCrunch | 12 Sep 2025 | Series A | $35M | $500M |
| MercorTechCrunch | 9 Sep 2025 | Valuation (in talks) | n/a | $10B |
| TELUS DigitalTELUS and TELUS Digital (SEC Form 6-K, Exhibit 99.1) | 2 Sep 2025 | Acquired by TELUS | $539M | $1.3B |
| Surge AIBloomberg (via Bloomberg Law) | 30 Jul 2025 | Valuation (in talks) | $1B | $25B |
| SuperAnnotateVenture Capital Access Online (SuperAnnotate press release) | 15 Jul 2025 | Series B | $13.5M | n/a |
| Surge AIReuters (syndicated on AOL) | 1 Jul 2025 | Valuation (in talks) | $1B | $15B |
| CentificBuilt In Seattle | 25 Jun 2025 | Series A | $60M | n/a |
| Scale AITechCrunch | 12 Jun 2025 | Strategic | $14.3B | $29B |
| Deccan AIPulse 2.0 | 1 Jun 2025 | Funding | n/a | n/a |
| Snorkel AISnorkel AI (press release, via Silicon UK) | 29 May 2025 | Series D | $100M | $1.3B |
| TaskUsTaskUs (SEC Form 8-K, Exhibit 99.1) | 9 May 2025 | Acquired by Buyer Group: an affiliate of Blackstone, Bryce Maddock and Jaspar Weir | n/a | n/a |
| TolokaSiliconANGLE | 7 May 2025 | Strategic | $72M | n/a |
| Scale AIThe Information | 25 Apr 2025 | Tender offer | $150M | $25B |
| MechanizeMechanize | 17 Apr 2025 | Funding | n/a | n/a |
| TuringTechCrunch | 6 Mar 2025 | Series E | $111M | $2.2B |
| Prime IntellectPrime Intellect | 28 Feb 2025 | Funding | $15M | n/a |
| MercorBloomberg (via Bloomberg Tax) | 20 Feb 2025 | Series B | $100M | $2B |
| clickworkerclickworker / LXT | 17 Dec 2024 | Acquired by LXT | n/a | n/a |
| SuperAnnotateSuperAnnotate | 18 Nov 2024 | Series B | $36M | n/a |
| AppenAppen (ASX announcement) | 7 Nov 2024 | Share purchase plan | n/a | n/a |
| SapienCoinDesk | 30 Oct 2024 | Seed | $10.5M | n/a |
| AppenAppen (ASX announcement) | 14 Oct 2024 | Placement | n/a | n/a |
| Centaur LabsEuropean Business Magazine (ACCESSWIRE press release) | 9 Oct 2024 | Series B | $16M | n/a |
| MercorPulse 2.0 | 23 Sep 2024 | Series A | $30M | $250M |
| EncordCooley | 13 Aug 2024 | Series B | $30M | n/a |
| KognicSilicon Canals | 12 Aug 2024 | Funding | n/a | n/a |
| ArgillaArgilla | 13 Jun 2024 | Acquired by Hugging Face | n/a | n/a |
| Patronus AIPulse 2.0 | 31 May 2024 | Series A | $17M | n/a |
| Scale AIScale AI | 21 May 2024 | Series F | $1B | $13.8B |
| Prime IntellectPrime Intellect | 23 Apr 2024 | Seed | $5.5M | n/a |
| SapienThe Block | 10 Apr 2024 | Seed | $5M | n/a |
| AppenCapital Brief | 12 Mar 2024 | Acquired by Innodata | n/a | n/a |
Sample. 69 rounds, investments, share sales, valuations and acquisitions from 1 Jan 2024 to 31 Oct 2026, each from the publication linked beside it.
Amounts and valuations are as published. A valuation is post-money unless the source says otherwise; one reported from unnamed sources is marked as reported in the data download.
n/a: the source does not state the figure.
Compiled by. AITraining.jobs Research, Funding and Valuations of AI Training Data Companies, October 2026 edition.
Figure 2
Capital raised and latest valuation, by company
Which human-data companies have raised the most, and what are they valued at?
| Company | Disclosed funding | Rounds | Latest valuation |
|---|---|---|---|
| Scale AITechCrunch | $1B | 1 | $29B |
| MercorTechCrunch | $480M | 3 | $20B |
| Snorkel AISnorkel AI | $450M | 2 | $3.5B |
| Prime IntellectPrime Intellect | $151M | 3 | n/a |
| micro1Forbes (Forbes Australia syndication, by Anna Tong) | $135M | 2 | $4B |
| TuringTechCrunch | $111M | 1 | $2.2B |
| Invisible TechnologiesInvisible Technologies | $100M | 1 | $2B |
| LabelboxLabelbox | $100M | 1 | $1.3B |
| EncordPR Newswire (Encord press release) | $90M | 2 | n/a |
| TolokaSiliconANGLE | $72M | 1 | n/a |
| Patronus AIPatronus AI | $67M | 2 | n/a |
| CentificBuilt In Seattle | $60M | 1 | n/a |
| SuperAnnotateVenture Capital Access Online (SuperAnnotate press release) | $49.5M | 2 | n/a |
| DeeptuneMercor | $43M | 1 | n/a |
| Bespoke LabsBespoke Labs | $40M | 1 | n/a |
| Gray Swan AIGray Swan AI | $40M | 1 | n/a |
| AfterQueryTechCrunch | $30M | 2 | $3.2B |
| HalluminateHalluminate | $30M | 1 | n/a |
| MaxinsightsForbes (by John Koetsier), republished by Yahoo Finance | $30M | 1 | n/a |
| Deccan AITechCrunch | $25M | 2 | n/a |
| Taste LabsAmplify Partners | $18.5M | 1 | n/a |
| Centaur LabsEuropean Business Magazine (ACCESSWIRE press release) | $16M | 1 | n/a |
| HUDHUD | $16M | 1 | n/a |
| PlatoPlato (PR Newswire release), republished by Yahoo Finance Singapore | $16M | 1 | n/a |
| SapienCoinDesk | $15.5M | 2 | n/a |
| DatacurveTechCrunch | $15M | 1 | n/a |
| ProximalProximal | $15M | 1 | $300M |
| MechanizeMechanize | $9.1M | 2 | $500M |
| IdlerThe SaaS News | $9M | 1 | n/a |
| RapidataPulse 2.0 | $8.5M | 1 | n/a |
| Good Start LabsEvery | $3.6M | 1 | n/a |
| AppenAppen (ASX announcement) | n/a | 2 | n/a |
| KognicSilicon Canals | n/a | 1 | n/a |
| Surge AIBloomberg (via Bloomberg Law) | n/a | 0 | $25B |
| TELUS DigitalTELUS and TELUS Digital (SEC Form 6-K, Exhibit 99.1) | n/a | 0 | $1.3B |
Sample. Funding rounds with a disclosed amount from 1 Jan 2024 to 31 Oct 2026, summed per company; the latest valuation any source states. The source linked is the one for the latest valuation, or else the latest round.
Disclosed funding counts primary rounds only: strategic stakes bought from shareholders, tender offers and acquisitions are listed in the first figure, not added here.
A sum of disclosed rounds understates what a company has raised when some rounds were never priced in public.
Compiled by. AITraining.jobs Research, Funding and Valuations of AI Training Data Companies, October 2026 edition.
Figure 3
Disclosed funding by year
Is money flowing into human data for AI faster than before?
| Year | Disclosed funding | Rounds |
|---|---|---|
| 2024 | $1.2B | 12 |
| 2025 | $975M | 14 |
| 2026 (to 31 Oct 2026)Partial week | $1.1B | 21 |
Sample. 47 primary funding rounds from 1 Jan 2024 to 31 Oct 2026; amounts where disclosed.
The current year runs to the review date, so it is partial.
Compiled by. AITraining.jobs Research, Funding and Valuations of AI Training Data Companies, October 2026 edition.
Figure 4
Acquisitions, strategic stakes and share sales
Who has bought into or bought out a human-data company?
| Company | Date | Deal | Amount |
|---|---|---|---|
| micro1AiThority (micro1 release, by EIN Presswire) | 13 Oct 2026 | Tender offer | $25M |
| DeeptuneMercor | 9 Jul 2026 | Acquired by Mercor | n/a |
| UplimitUplimit | 30 Jun 2026 | Acquired by Handshake | n/a |
| iMeritEXL (GlobeNewswire release via AAP) | 24 Jun 2026 | Acquired by EXL (ExlService Holdings) | $310M |
| ICG SolutionsScale AI | 20 Apr 2026 | Acquired by Scale AI | n/a |
| WeCPInvisible Technologies | 10 Mar 2026 | Acquired by Invisible Technologies | n/a |
| UpcraftLabelbox | 10 Feb 2026 | Acquired by Labelbox | n/a |
| Sepal AIOrrick | 6 Feb 2026 | Acquired by Mercor | n/a |
| CleanlabTechCrunch | 28 Jan 2026 | Acquired by Handshake | n/a |
| Erud AIHumanSignal | 5 Nov 2025 | Acquired by HumanSignal | n/a |
| Segments.aiPYMNTS | 2 Oct 2025 | Acquired by Uber (Uber AI Solutions) | n/a |
| TELUS DigitalTELUS and TELUS Digital (SEC Form 6-K, Exhibit 99.1) | 2 Sep 2025 | Acquired by TELUS | $539M |
| Scale AITechCrunch | 12 Jun 2025 | Strategic | $14.3B |
| TaskUsTaskUs (SEC Form 8-K, Exhibit 99.1) | 9 May 2025 | Acquired by Buyer Group: an affiliate of Blackstone, Bryce Maddock and Jaspar Weir | n/a |
| Scale AIThe Information | 25 Apr 2025 | Tender offer | $150M |
| clickworkerclickworker / LXT | 17 Dec 2024 | Acquired by LXT | n/a |
| ArgillaArgilla | 13 Jun 2024 | Acquired by Hugging Face | n/a |
| AppenCapital Brief | 12 Mar 2024 | Acquired by Innodata | n/a |
Sample. 18 acquisitions, strategic investments and share sales from 1 Jan 2024 to 31 Oct 2026.
Compiled by. AITraining.jobs Research, Funding and Valuations of AI Training Data Companies, October 2026 edition.
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- Human-data company
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AITraining.jobs (2026). Funding and Valuations of AI Training Data Companies, October 2026 edition. https://cyberjobs.cc/research/ai-training-industry-funding/2026-10
BibTeX
@misc{aitrainingjobs_ai_training_industry_funding_2026_10,
author = {{AITraining.jobs}},
title = {Funding and Valuations of AI Training Data Companies, October 2026 edition},
year = {2026},
howpublished = {\url{https://cyberjobs.cc/research/ai-training-industry-funding/2026-10}},
}More research
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