Gofai
Hero Background

Bad data doesn’t announce itself.
Gofai does.

Gofai is the data integrity layer. An operational system that takes responsibility for the data moving through your business — detecting anomalies at the entry, catching errors before problems ensue, and proposing AI-assisted fixes (where permitted). No code. No guesses.

Sound familiar?

Finance & RevOps

We found the error. Both sales and accounting had subtracted sales tax.

Finance & RevOps

Catch it upstream — before it reaches the deck.

Data Engineers

Can you add one more check to the pipeline?

Data Engineers

No more one-off scripts. The model learns once — and enforces everywhere.

Analytics Leaders

127 shipment dates had an impossible month. Turns out a new vendor was sending DD/MM instead of MM/DD.

Analytics Leaders

Caught at entry. No rule written for it.

Domain Experts

I know what's valid—I just can't code it.

Domain Experts

Just answer yes/no questions. Gofai learns what valid looks like — and enforces it automatically.

Use Gofai if...

Gofai is built for teams that need to know when their data is actually trustworthy — not just when it looks valid.

Your data can look structurally fine and still be wrong.
Data Studio / Record Audit
Semantic Violation

Every field parsed correctly — the row still passed a broken date and a negative charge straight through.

Incoming Row #4,019

Source: legacy_db_dump.csv

Syntax Parsed
email
"user@domain.com"
amount
"-$4,500.00"
Structural Check

Schema & format valid

Semantic Integrity

2 hidden errors caught

End the "are these numbers right?" moments

The Problem

Most tools detect anomalies after something already looks wrong. By then, bad data has reached dashboards, board decks, and downstream systems. And underneath: no single system takes operational responsibility for the data itself. Engineers patch pipes. Analysts watch dashboards. The data moving between them has no owner.

The Problem
The Solution

Gofai operates the data moving through a section of your business — end to end. Detecting anomalies at the entry, catching errors deterministically, and proposing AI-assisted fixes where permitted. An owner, not a watcher. Trust restored.

The Solution

What Gofai Owns

Neuro-symbolic by design

We built Gofai's neuro-symbolic architecture from the ground up. A neural agent finds patterns, a symbolic agent applies logic. When they agree, the answer is confirmed. When they disagree, a human decides — never silently resolved. That's why nothing unverified reaches your data.

One operational system across the data moving through your business. Three connected functions - designed to work as one.

01
Entry
Entry

Anomaly detection at entry

Verify operations before propagation

As new data arrives, or if it doesn’t, Gofai checks that data movements correspond to normal operations. Departure from normal operations, anomalies, are reported spontaneously and enable responsive actions before they propagate into dashboards or downstream systems.

key capabilities

  • Verifies arrival schedules and data completeness
  • Flags structural and pattern anomalies immediately
  • Prevents pollution of downstream databases and reports
02
Detection
Detection

Deterministic error detection

Large Metadata Model (LMM). Proof, not probability

Gofai’s neuro-symbolic AI architecture, a Large Metadata Model (LMM)1 catches errors it can prove. The symbolic aspect learns your business’s semantics axiomatically, not probabilistically. Unverified doesn’t ship.

key capabilities

  • Symbolic AI models business semantics axiomatically
  • Structural violations verified, not estimated
  • Complete safety from probabilistic guesses
03
Remediation
Remediation

AI-assisted remediation

Opt-in compliance-safe human confirmation

If your organization permits data modification, Gofai proposes corrections - grounded in the same neuro-symbolic architecture, confirmed by subject matter experts, never a guessed fix. Where data changes aren’t permitted, Gofai operates as detection-only.

key capabilities

  • SME confirmation required for all suggested fixes
  • Fully auditable compliance logs & versioning
  • Instant fallback to detection-only mode

Sample

Validate

Operate

How Gofai Works

From one data sample to operational ownership.

See It Work on Your Data

Pick one pipeline. Walk away with Gofai operating it — anomalies, errors, fixes where permitted — in twenty minutes.

Start Your 20-Minute Build