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How PrimoDato's intelligence layer works

PrimoDato uses machine learning and automated enrichment pipelines to process public company data into structured, searchable intelligence. Most of this runs internally. You don't configure it; it just makes the data you search more accurate and complete. Here's what's running, and what's coming next.

What powers the product today

These are internal systems. You don't interact with them directly. They run automatically to keep company profiles accurate, enriched, and up to date.

Layer 1

Live · Internal

Web data collection

Company data that stays current

PrimoDato continuously monitors and refreshes company information from across the web. Every profile in the platform reflects the most recent available data, not a static snapshot from a bulk import months ago. This is the foundation that keeps search results accurate and company profiles up to date without any manual effort on your end.

Layer 2

Live · Internal

ML enrichment engine

Estimated fields, with confidence scores

Trained ML models fill in missing firmographic fields (employee band, revenue range, growth stage) where direct data isn't available. These are predictions with confidence scores, not verified figures. The model improves as more data flows through the pipeline. This is why profiles have estimated ranges rather than exact numbers we can't confirm.

Layer 3

Live · Internal

Technologies detection

Know which software companies actually use

PrimoDato identifies the technology tools, platforms, and software solutions that companies have adopted, from CRM and marketing platforms to cloud infrastructure and industry-specific applications. This powers the technology filter in search, so you can find companies by what they run, not just what industry they're in. Coverage spans 2,000+ technologies across every major software category.

Layer 4

Live · Internal

Data quality and verification

Why profiles show a last verified date

Automated scoring flags low-confidence records for review. Some records go through structured verification workflows. This is why profiles show a "last verified" date: it reflects when a record last passed quality checks, not a manual review every time.

What's coming next: natural language search

In development

The next layer we're building is the one you'll actually interact with directly. Instead of building filter combinations, you'll be able to describe what you're looking for in plain English and get a structured result.

Ask questions in plain English

Type something like "fast-growing SaaS companies in Germany using HubSpot and hiring sales reps" and get a filtered company list back. No manual filter setup required.

Refine results through conversation

Follow up with "narrow it to under 200 employees" or "remove companies that already use Salesforce" and the results update. Iterative search without rebuilding from scratch.

Auto-generate account research briefs

Request a summary of a company (its stack, hiring trends, recent changes) and get a structured brief rather than reading through a full profile manually.

This is in active development. We're not giving a launch date because we'd rather ship it right than ship it early. If you want to be notified when it's available, join the early access list.

Join the early access list

What signals we track across company profiles

PrimoDato continuously monitors multiple signal categories to build a comprehensive profile of every company:

Firmographic Signals

Company size and growth trajectory
Revenue range and funding stage
Industry and market positioning
Geographic presence and expansion

Technographic Signals

Technology stacks and infrastructure
Software adoption and adoption timing
Cloud provider and service usage
Development tools and platforms

Behavioral Signals

Hiring growth and departmental expansion
Executive movements and org changes
Funding announcements and capital raises
Product launches and market positioning

Intent Signals

Recent technology migrations
Infrastructure modernization efforts
New market expansion indicators
Partnership and integration announcements

See the intelligence layer in action

The best way to understand what PrimoDato's enrichment actually produces is to search a few companies and look at what's in a profile. Start free. No credit card required.

Search companies freeJoin NLP early access
PrimoDato

B2B intelligence for modern revenue teams.

© 2026 PrimoDato, Inc. All rights reserved.

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