Legacy Data Pipelines
Reliable but rigid
- Inflexible
- Monitorable
- Repeatable
- Deterministic
Layr Data
Pipeline scale, research intelligence
- Flexible
- Monitorable
- Repeatable
- AI tailors the pipeline to your query
AI Deep Research
Smart but brittle
- Flexible
- Hard to monitor
- Not repeatable
- Doesn't scale
A leading AI training company needed domain experts across 15+ specialties — from thermodynamics PhDs to commercial pilots to stage actors. We delivered thousands of verified contacts with direct emails.
From criteria to verified records
You describe what you need. We search the entire web index, extract structured data, verify every claim, and deliver results you can trust.
Define
You describe what you need — a job description, a target profile, or a set of criteria.
Discover
We search across open-source code, academic papers, public records, and the open web.
Crawl
Thousands to millions of pages per query — not a handful of search results.
Extract
Structured records with skills, affiliations, contact info, and publications.
Verify
Every claim traced to a source — merged code, published papers, public filings.
Deliver
Deduplicated records with provenance, ready for your systems.
Where we look
Most tools search the same handful of databases. We cast a wider net across the sources where people and organizations actually leave traces.
Millions of developer profiles with contribution history, languages, and verified contact info — drawn from real code, not self-reported claims.
Scientific papers across physics, computer science, biology, chemistry, medicine, and mathematics — sourced from arXiv, bioRxiv, chemRxiv, and more.
Government databases, professional licensing boards, and regulatory filings — verified credentials that can't be faked on a resume.
Company sites, niche communities, forums, and organizations. We crawl where your targets actually live online — not just where everyone else looks.
Evidence, not keywords
Anyone can list “Python” on a profile. We rank evidence by how verifiable it is.
Merged pull requests to established open-source projects. Peer-reviewed publications. Professional licenses on government databases. This is evidence that can't be fabricated.
Employment history confirmed across multiple sources. Conference talks at established venues. Detailed technical blog posts with original content. Claims backed by independent context.
Keywords on profiles. Skills listed without context. Personal repos with no adoption. Everyone else stops here. We treat this as a starting point, not an answer.
A merged pull request to a major open-source project tells you more than every keyword on a profile combined.
Always growing
Our index expands every day. We continuously discover and evaluate new sources across the web — so the next time you search, there's more to find.