Updated 8 Nov 2026

Finance AI training data companies in 2026, ranked by revenue.

The largest finance AI data companies by revenue on record are Mercor ($2B, run rate, Jun 2026), Surge AI ($1.2B, FY2024), Handshake AI ($1B, run rate, Aug 2026), micro1 ($1B, run rate, Oct 2026) and Turing ($300M, run rate, Mar 2025). They supply financial documents, analyst tasks and expert judgments for models that work in banking, investing and accounting.

54 companies on our register say on their own pages that they work on finance. 25 have revenue, a valuation or funding on record and are ranked below, every figure linked to the filing or article it comes from.

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54

finance AI data companies on the list

9

with revenue on record

$6B

a year between them, on record

15

take data from companies

The largest finance AI data companies by revenue

The 9 with the most revenue on record, each bar linked to the record it comes from.

  1. 1Mercor$2B
  2. 2Surge AI$1.2B
  3. 3Handshake AI$1B
  4. 4micro1$1B
  5. 5Turing$300M
  6. 6Appen$249M
  7. 7Invisible Technologies$134M
  8. 8AfterQuery$100M
  9. 9Toloka$26.4M
Revenue over twelve months as each company published it or was reported to earn it; the periods differ, and the table below gives each one.

The latest money moves

The newest rounds, valuations and revenue figures among these companies, each linked to its record.

Best for each kind of work

For each thing they sell, the highest-ranked company on this list that names it on its own pages: the largest by the money on record, and how many here do the same work.

  • Best for evaluations and benchmarksMercor, $2B (run rate, Jun 2026): the largest of the 25 here that sell evaluations and benchmarks.
  • Best for datasetsMercor, $2B (run rate, Jun 2026): the largest of the 20 here that sell datasets.
  • Best for expert and human dataMercor, $2B (run rate, Jun 2026): the largest of the 20 here that sell expert and human data.
  • Best for RL environmentsMercor, $2B (run rate, Jun 2026): the largest of the 19 here that sell RL environments.
  • Best for annotationHandshake AI, $1B (run rate, Aug 2026): the largest of the 12 here that sell annotation.
  • Best for labeling softwareAppen, $249M (12 months to Jun 2026): the largest of the 4 here that sell labeling software.

The ranking: 25 finance AI data companies

Each company is ranked on the first of these it has on record: its revenue over twelve months (a run rate or a year as published, or its last four quarters added up; an AI segment where the rest of its business is not AI data), then its newest valuation, then the money it disclosed raising. No company pays for a place.

Finance AI training data companies, ranked by revenue, valuation and funding on record
#CompanyRanked onMeasureValuationSellsPays companies for data
1Mercor$2BRevenue, run rate, Jun 2026$10BRL environments, Datasets, Expert and human data, Evaluations and benchmarksThrough our introductions
2Surge AI$1.2BRevenue, FY2024RL environments, Datasets, Expert and human data, Evaluations and benchmarks
3Handshake AI$1BRevenue, run rate, Aug 2026$3.5BRL environments, Evaluations and benchmarks, Expert and human data, AnnotationThrough our introductions
4micro1$1BRevenue, run rate, Oct 2026$4BRL environments, Evaluations and benchmarks, Expert and human data, DatasetsThrough our introductions
5Turing$300MRevenue, run rate, Mar 2025$2.2BRL environments, Datasets, Expert and human data, Evaluations and benchmarksThrough our introductions
6Appen$249MRevenue, 12 months to Jun 2026Labeling software, Datasets, Expert and human data, RL environments, Evaluations and benchmarks, AnnotationIts own programme
7Invisible Technologies$134MRevenue, FY2024$2BRL environments, Datasets, Expert and human data, Evaluations and benchmarks, Annotation
8AfterQuery$100MRevenue, run rate, Apr 2026$3.2BRL environments, Datasets, Expert and human data, Evaluations and benchmarksThrough our introductions
9Toloka$26.4MRevenue, FY2024RL environments, Datasets, Expert and human data, Evaluations and benchmarks, Annotation
10Labelbox$1.3BValuation, 2026RL environments, Expert and human data, Evaluations and benchmarksIts own programme
11Vals AI$400MValuation, 2026Evaluations and benchmarks, Datasets
12Encord$90MMoney raised, disclosedLabeling software, Annotation, Expert and human data, Datasets, Evaluations and benchmarks
13Patronus AI$70MMoney raised, disclosedRL environments, Datasets, Expert and human data, Evaluations and benchmarks, SimulationThrough our introductions
14Defined.ai$62.3MMoney raised, disclosedDatasets, Expert and human data, Annotation, Evaluations and benchmarksIts own programme
15Centific$60MMoney raised, disclosedRL environments, Datasets, Expert and human data, Evaluations and benchmarks, AnnotationIts own programme
16SuperAnnotate$49.5MMoney raised, disclosedLabeling software, Expert and human data, RL environments, Evaluations and benchmarks, Annotation, DatasetsIts own programme
17Halluminate$30MMoney raised, disclosedRL environments, Evaluations and benchmarksIts own programme
18Deccan AI$25MMoney raised, disclosedRL environments, Datasets, Expert and human data, Evaluations and benchmarks, Annotation
19iMerit$23.5MMoney raised, disclosedLabeling software, Expert and human data, Evaluations and benchmarks, Annotation, Datasets
20General Reasoning$10.9MMoney raised, disclosedRL environments, Evaluations and benchmarks
21Chakra Labs$10.1MMoney raised, disclosedRL environments, Expert and human data, Evaluations and benchmarks, Datasets
22Idler$9MMoney raised, disclosedRL environments, Datasets, Evaluations and benchmarks, SimulationIts own programme
23Perle AI$9MMoney raised, disclosedDatasets, Expert and human data, Evaluations and benchmarks, Annotation
24Veris AI$8.5MMoney raised, disclosedEvaluations and benchmarks, RL environments
25Poindexter Labs$2.7MMoney raised, disclosedDatasets, Expert and human data, Evaluations and benchmarks, Annotation
Twelve months.
A run rate or ARR is the company's own annualised figure, often its best month times twelve; a year is the year it published. Where a company reports quarters or halves, the last four quarters or two halves are added up. Gross revenue of a human data company includes what it pays its experts.
Who is on it.
A company is on this list when its own pages say it does this work, read word for word. It is not on it because we chose it, and none pays to be here.
Your place, on your site.
Every ranked company has a badge of its place, kept current with this page: the address is /badges/finance-ai-data-companies/ followed by the company's id in its page's address, as in Mercor's. Link it to this page.
Pays companies for data.
"Through our introductions": it takes companies' data through AIData.Broker's introductions and pays us a referral fee when one goes ahead. That never moves its place: the order is the money on record. "Its own programme": a published programme for buying data. "Says it buys data": its own words, linked.

More answers

Which are the largest finance AI data companies?
By the money on record: Mercor, $2B (run rate, Jun 2026); Surge AI, $1.2B (FY2024); Handshake AI, $1B (run rate, Aug 2026). 9 of the 54 on the list have revenue on record; the others are ranked on their valuation or the money they raised.
Which finance AI data companies buy data from companies?
15 of them take data from companies that hold it, on a published programme or in their own words: Mercor, Handshake AI, micro1, Turing, Appen, AfterQuery, Labelbox, Patronus AI, Defined.ai and Centific, and others in the table. A company holding such data can value it free and be introduced to every one whose rules take it.
How many finance AI data companies are there?
54 companies on our register say on their own pages that they work on finance. 25 of them have revenue, a valuation or funding on record, and are ranked; the rest are listed by name.
How is this list ranked?
Each company is ranked on the first of these it has on record: its revenue over twelve months (a run rate or a year as published, or its last four quarters added up; an AI segment where the rest of its business is not AI data), then its newest valuation, then the money it disclosed raising. No company pays for a place.

Cite this

AIData.Broker, “Finance AI training data companies in 2026, ranked by revenue”, reviewed 8 Nov 2026. https://aidata.broker/best/finance-ai-data-companies

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