Verification

Click Any Number.
See Where It Came From.

Every metric in your Groundstone analysis is hyperlinked to its source document. No black boxes. No trust issues. Just verifiable data.

The Trust Problem with AI

AI hallucination rates in finance are among the highest of any domain. How do you know which numbers to trust?

Up to 41% Hallucination

Research shows AI hallucinations in financial analysis occur in up to 41% of cases. That's not a rounding error.

No Source Trail

Most AI tools don't show where their numbers came from. You're asked to trust outputs you can't verify.

Training Data Leakage

Some AI tools generate "plausible" numbers based on what they've seen before, not what's in your documents.

How Verification Works

Our verification system ensures every number has a traceable origin.

1

Precise Extraction

We read your documents exactly like Excel reads cells. No interpretation, no guessing. Just precise data extraction.

2

Citation Attachment

Every extracted value gets tagged with its source: filename, page number, cell reference, or paragraph location.

3

Cross-Validation

We check the same metrics across multiple documents. If your rent roll says $1.2M NOI but the proforma says $1.4M, we flag it.

4

Click-Through Links

In your final analysis, click any number to jump directly to the source location in the original document.

Example Citation
Net Operating Income
$1,247,832
T12_Statement.xlsx, Sheet: Summary, Cell: D24
DSCR
1.32x
Calculated: $1,247,832 / $945,023
Occupancy
Variance Detected
Rent roll shows 94%, OM states 96%. Recommend clarification.

Why Verification Matters

Build Lender Trust

Capital providers see exactly where your numbers came from. No more "where did you get this?" questions.

Catch Errors Early

Cross-validation flags inconsistencies before they become deal-killing surprises in due diligence.

Audit-Ready

Full citation trails mean your analysis can withstand any level of scrutiny.

See Verification in Action

Upload a deal and see exactly how every number gets verified.