Updated 8 Nov 2026
Label Studio (HumanSignal) vs CVAT, by the numbers.
By money raised, HumanSignal has raised more: $25M, against CVAT's $2M.
Label Studio is HumanSignal's product; the figures below are HumanSignal's.
Both sell labeling software and annotation. Only HumanSignal sells evaluations and benchmarks. Every figure below is linked to the filing or article it comes from; what each sells is in its own words, from its own pages.
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Side by side
Revenue over twelve months, the newest valuation, disclosed funding and what each says it does.
| HumanSignal | CVAT | |
|---|---|---|
| HumanSignal | CVAT | |
| Place on the rankings | #47 of 78 | #76 of 78 |
| Ranked on | $25M Money raised, disclosed | $2M Money raised, disclosed |
| Revenue, twelve months | Not on record | Not on record |
| Newest valuation | Not on record | Not on record |
| Disclosed funding | $25M in 1 record | $2M in 1 record |
| Sells | Labeling software, Annotation, Evaluations and benchmarks | Labeling software, Annotation |
| Works on | Robotics, Languages, Medical | Images and video, Speech and audio |
| Made from | Not stated | Not stated |
| Takes data from companies | Does not say so | Does not say so |
| Headquarters | Not on record | Not on record |
| Founded | 2019 | Not on record |
| In its own words | “Labeling, evaluation, and quality workflows that deploy where your data lives, and scale with the world's most demanding AI teams.” Its page | “Turn raw images, video, 3D and audio into model-ready datasets with CVAT.” Its page |
- The rule.
- 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. The full method and every change to it.
- Twelve months.
- A run rate or ARR is the company's own annualised figure; a year is the year it published. Gross revenue of a human data company includes what it pays its experts.
- 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.
- Why this pair.
- People search for this comparison: Google suggests it, read on 8 Nov 2026. Neither company asked for or paid for this page.
On the same rankings
The lists both are ranked on, with each one's place.
- Best data labeling platformsHumanSignal #10, CVAT #13 of 14
- Best data labeling companiesHumanSignal #25, CVAT #39 of 40
The latest money moves
The newest rounds, valuations and revenue figures of the two, each linked to its record.
- 27 Oct 2026CVAT raised $2M
- 18 May 2022HumanSignal raised $25M
The questions people ask
- Is HumanSignal bigger than CVAT?
- By money raised, HumanSignal has raised more: $25M, against CVAT's $2M.
- What is the difference between HumanSignal and CVAT?
- HumanSignal sells Label Studio, an open source data labeling platform with an enterprise edition, plus managed data collection, annotation and evaluation services to AI teams. CVAT sells an open source data annotation platform in community, cloud and enterprise editions, plus managed labeling services, to teams building AI on images, video, 3D and audio. Both sell labeling software and annotation. Only HumanSignal sells evaluations and benchmarks.
- Which raised more money, HumanSignal or CVAT?
- HumanSignal: $25M disclosed. CVAT: $2M disclosed.
- Do HumanSignal and CVAT buy data from companies?
- HumanSignal does not say it buys data from companies. CVAT does not say it buys data from companies.
More comparisons
Each company against its whole field, and the other comparisons people search.