GOVERNED · RELIABLE · EXPLAINABLE
Willy Tai
Use Cases

Enterprise-ready AI, running in your browser.

Live demos across three fronts, sustainability, technology and assurance, each one governed end-to-end: deterministic decisions, cite-or-abstain, a human on the consequential call, and a replayable ledger. Click Open demo and run them.

ONE SPINE, TEN INSTRUMENTS Input UNTRUSTED TRUST BOUNDARY Deterministic engine COMPUTES · DECIDES Language model ONLY PHRASES · CITES OR ABSTAINS Named human THE CONSEQUENTIAL CALL Replayable ledger HASH-CHAINED · TAMPER-EVIDENT TEN INSTRUMENTS · ONE GOVERNED SPINE 01 SNAP TO WORK ORDER 02 PLANT DIAGNOSTICIAN 03 PROCESS MINING 04 THE LIVING RCM 05 PRIORAUTH SENTINEL 06 SQL TRUST GATE 07 MARKET-ABUSE SENTINEL 08 CUSTODIAN MODEL RISK 09 GHG ASSURANCE WORKBENCH 10 TALK TO YOUR DATA
One spine, ten instruments. Every demo below runs the same governed spine. Untrusted input crosses the trust boundary into a deterministic engine that decides. The model only phrases the result and either cites its source or abstains. A named human owns the consequential call, and everything lands in a hash-chained ledger you can replay.
01
Snap to Work Order · a fault photo running the governed pipeline from capture to dispatched work order
TECHNOLOGY · SMART FM

Snap to Work Order

A fault photo becomes a dispatched work order: the model proposes one field behind a confidence threshold, the SLA matrix and asset register decide everything else, and a named human owns the dispatch. Two of the six captures are refused on purpose.

02
Plant Diagnostician · sensor traces with flagged anomalies beside a plant schematic naming the failing component
SUSTAINABILITY · PREDICTIVE MAINTENANCE · REAL DATA

Plant Diagnostician

Real LBNL/ORNL fault-injection data, taken blind: residual rules flag the anomalies, a dependency walk names the failing component, then the lab's ground-truth label is revealed and the engine is scored. One day is a masked fault it rightly declines to call.

03
Process Mining Workbench · a mined process map with abstraction slider and conformance findings
ASSURANCE · PROCESS INTELLIGENCE

Process Mining Workbench

700 procure-to-pay cases mined live in the browser: the as-is map with an abstraction slider, a bottleneck found by flipping to performance view, and four deterministic rules naming every case that paid before approval or bought before the PO existed.

04
The Living RCM · workflow canvas showing inherent risk, typed controls, and residual risk per step
ASSURANCE · AI GOVERNANCE · THE METHOD

The Living RCM

Every workflow step shows its inherent risk, the typed controls in place, and the residual risk after. Then an IIA-style audit runs over the top, finds a control a dashboard would call green, and closes the finding. Methodology cited to COSO, the IIA and KPMG.

05
PriorAuth Sentinel · governed prior-authorization decision screen with cited clinical criteria
TECHNOLOGY · HEALTHCARE DECISIONING

PriorAuth Sentinel

The governed inverse of a litigated black-box: it cannot issue a denial without a specific cited unmet criterion, abstains to a clinician when the chart is silent, and ships a replayable appeal packet.

06
SQL Trust Gate · a naive assistant's confident wrong number beside the governed abstain
TECHNOLOGY · DATA & AI · THE REFEREE

SQL Trust Gate

Checks every English-to-SQL request against a versioned semantic contract and abstains on forbidden joins, wrong grain or missing filters. The abstain sits beside the confident wrong number a naive assistant would ship.

07
Market-Abuse Sentinel · scrubbable order book with spoofing detections and a drafted STOR
ASSURANCE · MARKET SURVEILLANCE

Market-Abuse Sentinel

Deterministic detection of spoofing, layering and marking-the-close over a scrubbable order book, scored on a labelled suite (20/20 caught, 3 false alarms). It drafts a STOR where every clause is cited, or abstained.

08
Custodian · model inventory and validation gate with a live drift monitor
ASSURANCE · MODEL RISK

Custodian

Audit applied to the AI models themselves. An SR 11-7 / MAS gate blocks any model from production until it is inventoried, validated and approved, and a drift monitor then forces re-validation when a live model silently degrades.

09
GHG Assurance Workbench · recomputed emissions figures compared against disclosed values
SUSTAINABILITY · GHG ASSURANCE

GHG Assurance Workbench

Independently recomputes every disclosed emissions figure from activity data against versioned factors. Swap a factor version live and watch a metric cross the modified-opinion line.

10
Talk to Your Data · a natural-language question resolved to a governed chart with provenance
TECHNOLOGY · DATA & KNOWLEDGE

Talk to Your Data

Type a question, get a chart. It resolves against a governed semantic catalog so the right metric is pulled, provenance is shown, and an ambiguous word is clarified rather than guessed.

Additional casework TWENTY-SIX MORE CASE STUDIES
Finance Audit Bot
Three-way match over the full population; every finding cited
Autonomous Finance Function
A governed period close that blocks on open controls
AI Control Ledger
Every agent action gated and written to a replayable, tamper-evident log
Document-to-Register
Vision-model extraction re-checked in code; 98.8% measured
Lightweight IoT Middleware
Ingest, validate, clean, alert; every reject explained
Continuous Controls Monitoring
Re-tests every control daily
AML Transaction Monitoring
Structuring and layering derived from raw payments, cited
KYC Onboarding
Risk-tiering plus a fuzzy watchlist screen that catches what exact match misses
Reliable policy lookup
Cites the exact clause or abstains
Knowledge Graph + Process Mining
Self-approval and vendor concentration, surfaced
Operations Control Tower
A damaged pallet re-sourced by governed agents in 90 seconds
Smart-building IoT agent
Sensor fault to costed work order
Enterprise Assistant
A copilot that cannot exceed its discount authority
Aegis
Maps a regulatory change to the impacted control, or abstains
Bank Rec Referee
3,000 bank lines: a deterministic cascade clears 92%, the model proposes with citations on the rest, a human books every residual
Disclosure Sentinel
An IFRS disclosure checklist run against a real SEC 20-F: every requirement located with a verified quote, or abstained
The Anti-Plug
Intercompany match-and-eliminate with FX recomputed in code; plugs above materiality need a named human and get aged
JE Forensics Bench
Journal-entry fraud testing over a real state general ledger: completeness proved in code, every selection decision logged
Finance AI Proving Ground
An in-browser eval bench scoring models on FinanceBench questions; abstention is a first-class metric
Last Gate Before the Wire
Outbound payments screened by deterministic red-flag rules; changed bank details quarantine until a human verifies
PBC Evidence Binder
74 audit requests, zero silent gaps: hash-verified deliveries, failed gates blocked, no-artifact requests abstained
Spreadsheet Retirement
An EUC risk register that scores real Enron workbooks, then retires the worst offender into a governed micro-app
Covenant Sentinel
Real credit-agreement definitions extracted with citations once; every ratio and headroom recomputed in code thereafter
Governed Flux Writer
Variance commentary drafted only from journal entries it can cite, over a real state ledger; no explanation found means it says so
ERP Migration Recon Gate
A go-live gate that reconciles source to target in code and blocks cutover until every break is dispositioned
Estimate Challenger
Management estimates challenged against the data: the engine recomputes, brackets, and flags what a benchmark cannot support