Revelio Labs Review: Workforce Intelligence Built From Public Employment Records
By Jan Suski. I go deep on every review, checking every number against its source and digging up details other coverage misses, a habit from six years of SEO and link building for tech companies. Bylines at Surfer, Brand24, and Senuto. How the scoring works.
·
Best for
Investment researchers, consulting firms and talent-discovery teams that need hundreds of millions of standardized employment records and can work through a sales conversation to get them.
Not for
Founders or solo marketers without a sales-process budget, and any team that needs an HR system of record. Revelio Labs sells a workforce dataset.
What it costs
No public rate card. One reseller lists Human Capital Dynamics at $85,000 a year on AWS Marketplace; everything else runs through a sales call or a free trial dataset.
- Headquarters
- New York-based data & services company
- Record volume
- Hundreds of millions of standardized employment records
- Data sources
- Public job postings, professional profiles and public employment records
- Title standardization
- "Senior Software Engineer II," "Sr. SWE" and "Software Engineer, Senior" map to one role and skill taxonomy
- Company opt-in
- Not required; the record gets built without access to a company's HR system
- Fields covered
- Roles, skills, compensation and company-level workforce dynamics
- Geographic detail
- City and state level, with compensation for the same role tracked over time
- Talent discovery
- Search by skill, role and company history
- Investment signal
- Headcount and skill-mix trends by company, read ahead of earnings season
- Trend tracking
- Hiring, attrition and skill-gap movement by role
- Panel data
- None; no proprietary survey panel feeds the dataset voluntarily
- Coverage gap
- Workers without a public professional profile are underrepresented
- Company-size skew
- Small private companies show thinner records than large public ones
- Not included
- No job board, no HR system of record, no payroll or PTO tracking
- Public reviews
- Limited; no large G2 or Capterra base to read before a purchase
- Free public layer
- Revelio Public Labor Statistics, free to use without a platform subscription
- Public layer fields
- Job postings, job openings, and jobs added or lost by sector
- Release cadence
- Higher frequency than a government jobs report that lags by weeks
- Quote basis
- Scale of data access and the number of seats a team needs
- Buying motion
- Sales call for the Terminal; the marketplace listings are request-and-approve
- Primary buyers
- Economists at hedge funds and asset managers tracking hiring ahead of earnings season
- List price
- None published by Revelio Labs itself
- AWS Data Exchange
- $85,000 for a 1-year subscription to Human Capital Dynamics, sold by BattleFin as reseller, not by Revelio Labs
- What $85,000 covers
- Four S3 datasets as CSV into the buyer's AWS account, monthly updates, history from 2008
- What it excludes
- Terminal access, seats, the API and individual-level profile data; refunds not offered
- Free trial datasets
- 19 datasets at $0 with no end date on AWS Marketplace, sold by Revelio Labs, approval required
- Free Terminal trial
- Signup at account.reveliolabs.com, linked from the Terminal product page
- Academic access
- Discounted one-time project delivery, or an institutional licence through Wharton Research Data Services; no price published for either
Not forA quant team that wants flat files landing in its own S3 bucket; Talent Insights ships two dashboard reports and an export.
Not forAn investment team reading headcount as an earnings signal; Lightcast sells to employers, schools and governments and names no financial vertical.
Pairs well with Revelio Labs
What Revelio Labs states itself, whose list price the $85,000 is, and what no public review base can confirm
The feature figures come from Revelio Labs' own public description of the dataset. The hundreds of millions of records and the world's first universal HR database phrasing are the company's own claims, reported here as claims. The $85,000 is a marketplace list price posted by BattleFin, a reseller of Revelio's data, and covers flat files. No Terminal, no seats. Revelio Labs publishes no rate card of its own.
The free trial datasets and the free Terminal trial are Revelio's own listings. No rating appears because the public review base on G2 and Capterra is too small to read anything from. Checked 9 August 2026.
This Revelio Labs review answers the four questions buyers ask before a sales call: who Revelio Labs is, what the platform does, where the data comes from, & what it costs. Revelio Labs builds what it calls the world's first universal HR database: hundreds of millions of standardized employment records covering roles, skills, compensation, & company-level workforce dynamics.
Who Are Revelio Labs?
Revelio Labs is a workforce intelligence company. It is no job board and no HR system of record. It doesn't sell software that runs payroll or tracks PTO requests. It sells access to a dataset built from public job postings, professional profiles, & public employment records, standardized into a single view of hiring, headcount, and compensation across companies, industries, & geographies.
The company's clientele skews toward consulting firms & investment organizations. Economists at hedge funds & asset managers use Revelio Labs data to track hiring at public companies before earnings season; investors read headcount trends before earnings season, the same way they'd read a jobs report.
Revelio Labs is a New York-based data & services company built around one core idea: human capital, who companies hire, promote, and lose, is a measurable economic signal, well past an HR concern. That framing is why its customer base looks more like a data sources vendor to Wall Street than an HR software company selling to people teams.
↑ FACT SHEETThe Universal HR Database
Revelio Labs indexes all roles, skills, & activities across hundreds of millions of employment records, then standardizes job titles that would otherwise be unusable at scale. "Senior Software Engineer II," "Sr. SWE," and "Software Engineer, Senior" get mapped to the same role & skill taxonomy, which is the actual engineering problem behind the phrase universal HR database.
That standardization is what lets the platform track workforce dynamics for any organization, including the ones that never opt in. A public company doesn't need to give Revelio Labs access to its HR system; Revelio Labs builds the record from what's already public.
↑ FACT SHEETWhere the Data Comes From
Revelio Labs pulls from job postings, LinkedIn-style professional profiles, & public employment records. That's the honest answer to where do Revelio Labs get their data: public web sources, standardized & cross-referenced at scale. No proprietary panel feeds data in voluntarily.
The tradeoff is coverage versus precision. Public job postings and profile data give Revelio Labs reach into companies that would never share internal HR data directly, but the dataset inherits the gaps in public information: workers who don't maintain a public professional profile are underrepresented, and small private companies show up thinner than large public ones.
To understand which companies a given analysis covers well, it helps to understand where the underlying jobs and profile data originates before trusting a headcount number.
Talent Discovery & Workforce Trends
For recruitment teams, Revelio Labs works as a talent discovery tool: search by skill, role, and company history to identify professionals for open roles. For strategy and investment teams, the same dataset answers a different question: is a company's workforce growing, shrinking, or shifting skill mix ahead of a public announcement.
Both use cases lean on the same underlying signal. Revelio Labs tracks hiring, attrition, and skill-gap trends as technology reshapes which occupations exist, and skill gaps widen fastest in roles being automated or restructured. A team watching headcount by role can see a skill gap forming months before it shows up in a company's own hiring plan.
↑ FACT SHEETGeography, Compensation, & the Public Labor Statistics
Revelio Labs breaks workforce data down to the city and state level, tracking how compensation for the same role shifts by geography over time. That granularity matters for teams comparing labor costs across markets, below the national averages that hide regional variation. A company hiring the same role in five states can see, state by state, where pay has moved & where it's held flat.
A free layer of aggregate public labor statistics, drawn from the same underlying dataset, ships under the name Revelio Public Labor Statistics. It functions as an alternative, higher-frequency read on the labor market compared to a government jobs report that lags by weeks, built for economists and journalists who want a faster signal on hiring, wages, and job openings without paying for the full platform.
Revelio Public Labor Statistics tracks job postings, job openings, and jobs added or lost by sector, so a reporter covering a single week's jobs data has a public, citable number to work from before the next official release lands.
↑ FACT SHEETPricing
Revelio Labs publishes no rate card, and a Terminal quote still comes off a sales call sized on data access and seat count. One packaged dataset does carry a public list price, on a marketplace, sold by somebody else.
Revelio Labs: Human Capital Dynamics lists at $85,000 for a 1-year subscription on AWS Data Exchange. The seller of record there is BattleFin, an alternative-data marketplace reselling Revelio's data, so the number carries a reseller's margin.
Read the scope before you read the price. That $85,000 buys four S3 datasets (workforce transitions, postings, long, long_gender), monthly updates, history from 2008, delivered as CSV into the buyer's own AWS account. No Terminal, no seats, no API, no individual-level profile data. Access needs an approved request naming the use case & the user count, and refunds aren't offered.
Free entry points have grown past the public statistics layer. Revelio Labs sells directly on AWS Marketplace under Revelio Labs Workforce Composition and Trends Data (New Trial data), where 19 trial datasets cost $0 with no end date, subject to approval. A free Terminal trial now exists too, with signup at account.reveliolabs.com.
Academic buyers get two published routes and no published price: a one-time project data delivery at a discounted academic rate, and institutional licences through Wharton Research Data Services.
What that leaves for a commercial buyer is one reseller's list price for flat files, a free way to see the data, & a sales call for everything else. Budget-constrained teams can size the flat-file end from the website alone now. The Terminal end still needs the call.
Buyer Caution: Limited Public Reviews
Public customer reviews for Revelio Labs are limited compared to larger SaaS vendors that sell self-serve software to thousands of individual seats. That's a structural fact of B2B data licensing, and no red flag on its own, but it means a buyer can't lean on a large body of G2 or Capterra reviews the way they could for a mainstream sales-intelligence tool.
The practical fix: ask Revelio Labs directly for reference customers in your specific use case, say talent discovery, investment research, or workforce benchmarking, and treat the sales call itself as part of the evaluation. A data vendor that can't produce a relevant reference customer for your industry is a data point worth weighing before signing.
Who Should Use Revelio Labs
Investment teams & consulting firms tracking hiring as an economic signal are the clearest fit: headcount and skill-mix trends by company are exactly what Revelio Labs was built to expose. Recruitment teams doing talent discovery across a large candidate pool of workers get real value from the same underlying database, provided they're comfortable working with a platform that isn't primarily built as an applicant-tracking replacement or an employee-management system.
Companies comparing their own hiring against competitors, or checking how many open jobs a rival has posted this quarter, use the same services layer that investment teams use for public-market research. The jobs signal doesn't change; only the question being asked of it does.
Teams that need self-serve pricing, a large public review base to lean on before buying, or a tool built primarily for day-to-day HR administration should look elsewhere first.
Revelio Labs vs the alternatives
LinkedIn Talent Insights runs on the same aggregated-profile data as Revelio Labs, packaged into two dashboard reports. The Cabinet Office paid £18,850 excluding VAT for one year of the platform; Post Office Limited paid £110,000 for the identical product, and neither contract includes a way to export the underlying member data.
LinkedIn's own reporting says the platform can't identify a specific candidate, which matches Revelio Labs' own limit: both tools answer a market question & neither one sources a person to call.
Revelio Labs charges $85,000 a year for four flat-file datasets on AWS Data Exchange. Talent Insights charges six figures for a dashboard license with no export path. The choice comes down to a report built for them, or records they can query themselves.
Lightcast sells the same kind of labor-market data Revelio Labs does. Its claimed 2.5 billion job postings & 800 million career profiles run well past Revelio's own "hundreds of millions" of employment records.
Lightcast sells that data through three separate paths: Software, Consulting, or raw Data Delivery. None of the three carries a published price; Lightcast's pricing page says only that the company will "learn about your exact needs" before naming one.
That government-source layer is what Revelio Labs doesn't carry. Revelio's dataset comes from public job postings & professional profiles alone, with no federal or state labor-statistics feed behind it, so a Lightcast buyer gets a coverage layer a Revelio contract can't match.
Coresignal is the closer structural match: both vendors sell standardized employment records built from public web sources, and both skip the dashboard entirely. Coresignal publishes the rate card Revelio Labs won't. Its cheapest paid plan runs $49 a month for 2,500 API credits, climbing to $5,000 a month for 10 million credits on the Elite tier, with an employee record costing 10 to 20 credits each.
Run the arithmetic and the $49 entry price buys 125 to 250 employee profiles a month, a volume built for testing. Revelio Labs' $85,000 flat annual fee is the larger number on paper. Per record at real usage, the two land closer together than the sticker prices suggest.
Revelio Labs FAQ
Who are Revelio Labs?
Revelio Labs is a workforce intelligence company that builds what it calls the world's first universal HR database: hundreds of millions of standardized employment records used by consulting firms, investors, and recruitment teams to track hiring, skills, and compensation trends.
What do Revelio Labs do?
Public job postings, professional profiles, and public employment records feed the platform; standardized job titles and skills turn them into a dataset sold for talent discovery, workforce benchmarking, and investment research.
How much does Revelio Labs cost?
Revelio Labs publishes no rate card, so a Terminal quote depends on the scale of data access and the number of seats a team needs. One packaged dataset has a public price: Human Capital Dynamics runs $85,000 for a 1-year subscription on AWS Data Exchange, sold there by the reseller BattleFin, covering four flat-file datasets. No Terminal access, no seats.
Where do Revelio Labs get their data?
Public job postings, professional profiles, and public employment records form the base, standardized and cross-referenced across hundreds of millions of records. No proprietary survey panel feeds into it.
Should I trust employer reviews?
Treat any single employer review platform as one data point. Revelio Labs itself exists partly because self-reported employer reviews are thin and inconsistent; cross-referencing workforce data (hiring trends, tenure, attrition by role) against review-site sentiment gives a more reliable read than either source alone.
Bottom Line
Revelio Labs earns its place on a shortlist for one job: turning public employment data into a standardized, searchable record of workforce dynamics at scale. It's not a general-purpose HR platform, and it's not priced or reviewed like a self-serve SaaS tool. For investment research, consulting, and talent discovery teams willing to work through a sales conversation, the underlying dataset, hundreds of millions of records deep, is hard to replicate with a smaller tool.