FohBoh | MGE™ is a deterministic certification engine, licensed by API. It sits between the systems that create operational data and the systems that act on it, and it certifies the facts before anyone depends on them. Same records, same rules, same result — with the evidence sealed behind each one.
MGE is in production. Below: eight sector scenarios for the Trust Layer, then what each product is used for. All scenarios are illustrative, not client results.
Revenue arrives through processors and delivery platforms, costs leave through distributors, and the numbers are reconciled after the fact — if at all. A platform that certifies them first gives every downstream report the same foundation.
A POS or restaurant system of record reports sales, labor and cost figures its customers run the business on. When two reports disagree, nobody can say which one is right, and the vendor carries the argument.
The platform calls MGE before a metric is published. Each figure is reconciled against its source records, scored across 11 Trust Gates and sealed, so the number carries its own evidence.
The vendor stops arbitrating disputes about its own data. A certified figure is reproducible: the same records under the same rule version return the same answer, every time.
Royalty-bearing sales are self-reported. Deductions, delivery sales at net and inconsistent reporting bases are difficult to detect without auditing every unit, which no franchisor can afford to do continuously.
The franchise system licenses MGE to certify each royalty report against the underlying sales, deposit and settlement records, under the terms of the franchise agreement.
Certification runs on every report, not on an audit sample, and the franchisee sees the same certified record the franchisor does.
Reimbursement and supply are governed by contracts, and the difference between what was agreed and what was paid is rarely visible in time to act on it.
A payer remittance is posted, a balance is written off, and whether the payment matched the contracted rate is settled by sampling. Underpayments that fall below a review threshold are never examined.
The revenue cycle platform calls MGE to certify each remittance against the submitted claim and the contracted rate before posting, producing a sealed record of the comparison.
The determination is made before the write-off rather than after, and every line carries the evidence and the contract term it was tested against.
Items consumed in a procedure are billed from one record, purchased against another and held in a third. Reconciling them is manual, so charges are missed in both directions.
The materials or EHR platform certifies item usage against purchase and inventory records through the MGE API before the charge reaches billing.
Billing rests on a certified fact rather than a hand-matched one, and the chain of custody for each record is preserved.
Fees, rates and reported figures are all governed by documents. The documents and the systems that bill from them drift apart quietly.
Fee schedules live in agreements; billing lives in a platform. Rate changes, tier thresholds and waived charges are applied by hand, and a drift of a few basis points across many accounts is invisible at the account level.
The servicing or billing platform certifies each billed fee against the executed agreement and rate card through MGE, with the governing clause named in the sealed record.
Discrepancies surface as certified findings with evidence, which is what a client, a counterparty or an examiner will ask for.
A regulatory report or a risk model is only as defensible as the data it consumed, and reconstructing which version of which record was used months later is often impossible.
Data feeding the report or model passes through MGE first. Each input is certified and sealed, with a Trust Score and a record of the rule version applied.
The institution can show not just the output but the certified inputs behind it, as they stood when the run was made.
Procurement and production both report upward into ERP, and both are trusted by default. Certification makes that trust testable.
Invoice, purchase order and receiving record are matched by exception rules and tolerances. Price drift inside tolerance, duplicate invoices across entities and unapplied credits pass through routinely.
The ERP or procure-to-pay platform calls MGE to certify each invoice against the purchase order, the receiving record and the contracted terms before it is approved for payment.
The control runs on every invoice rather than on the ones that breach a threshold, and each outcome is sealed whether or not a discrepancy is found.
Yield, scrap and consumption figures are reported from the floor and consumed as fact by costing, planning and increasingly by AI. An error in the input becomes a confident answer downstream.
Operational reporting is certified through MGE before it reaches ERP or BI, reconciled against the records that produced it.
Cost and planning decisions rest on certified operational facts, and anything that could not be certified is visible as such rather than silently averaged in.
The same engine, applied four ways. Sentry and Cortex are our applications for restaurants; MGE and Countersign work in any sector.
Certifies what you’re owed.
Processor markups and downgrades hide in statements nobody audits.
Sentry certifies every charge against your signed processor terms.
A sealed CAAR showing what is recoverable, with the evidence.
Commission creep, adjustments and short payouts across delivery platforms.
Reconciles POS orders against platform settlements and your contract rates.
Certified variance by platform, ready for your team to claim.
Invoice prices drift from contracted pricing, delivery by delivery.
Certifies each invoice line against contract price and what was received.
Certified overcharges by supplier and item.
Answers from certified data.
Every location reports a different food cost, and Monday starts with an argument.
Cortex answers from one certified definition of every KPI.
One number per KPI across every location, each with its Trust Score.
A GM asks why labor ran high on Tuesday and gets a guess.
Cortex answers in plain language from certified payroll, schedules and sales.
An answer that cites the certified records behind it.
General AI answers confidently from incomplete data.
When the data cannot be certified, Cortex declines and says what is missing.
No answer you cannot defend.
Certification inside the platforms you already run, licensed by API.
Accounting and ERP systems store whatever they receive, right or wrong.
MGE certifies the data and its reconciliations before it is posted.
Certified records with a Trust Score on every value, under your brand.
Customers dispute KPIs because each report calculates them differently.
MGE governs the authoritative formula, denominator and data source.
Certified KPIs embedded in your product, the same in every report.
Models and agents act on data no one has verified.
MGE certifies inputs before any model or agent sees them.
AI outputs traceable to sealed, reproducible evidence.
Approves or denies agent actions before they execute.
An AI agent proposes paying a vendor invoice.
Countersign checks it against certified evidence, the agent’s authority and your rules.
APPROVE or DENY, with the reason, before any money moves.
A procurement agent places an order above its authority.
Limits and rules are evaluated before execution, not after.
The action is denied and recorded. Nothing executes.
Service agents issue credits and refunds at scale.
Each one is checked against the certified transaction record.
Only evidence-backed credits execute.
MGE is sector-neutral by design. If your operation runs on agreements, transactions and records, the same certification applies. Start with what needs certifying and where it should sit.