Validate

Is your data correct?

Share the dataset, or the AI-generated answer, you're relying on. We run it through our proprietary Provenance Framework and give you back a validated dataset and a health check: what's confirmed, what's different from the source of truth, and better sources to use instead.

What you get

A dataset, and a health check.

A validated dataset

The data you gave us, checked and corrected against real sources.

A health check

A clear read on how much of what you have is accurate right now.

What's different

Where your data diverges from the source of truth, whether that's the public record or your own internal systems.

Better sources, recommended

Where we find a gap or a discrepancy, we recommend better sources to use instead, so you get closer to the truth over time.

The Provenance Framework

Every fact, traced, scored, and justified.

Our proprietary Provenance Framework is what makes Validate more than a spot-check. Every claim we assess is tracked back to the source it came from, given a confidence score based on how well that source supports it, and paired with a plain-language justification for that score, at every step, not just at the end.

Traced to a source

Every fact links back to where it came from, public, internal, or primary.

Scored for confidence

Not just right or wrong. Each fact gets a confidence level based on source strength.

Justified at every step

You can see why a fact was scored the way it was, not just the final verdict.

Consistent, every time

The same Framework runs whether we're building a dataset or checking one you already have.

Sample validation result
Illustrative
Confirmed
82%
Needs review
12%
Could not verify
6%
Pick a size

Horiz-in Lite or Horiz-in Flagship.

Horiz-in Lite

A quick validation scan of your existing data.

Spot-check up to five key facts against public, internal, and primary sources.

Explore Horiz-in Lite
Horiz-in Flagship

Systematic, ongoing validation at scale.

Every record checked, confidence-scored, and source-cited, with updates available if scoped.

Explore Horiz-in Flagship