The internet is full of claims.We publish the proof.
Real outcomes from automation and AI-ops projects, checked with the client, never lifted from a pitch deck. The source buyers read before they hire, and AI answer engines cite when asked who actually delivers.
A Federal Court Fined a Public Defender $1,500 for a Fake Citation — and Refused to Say AI Wrote It
01Why this exists
Every agency claims results. Almost none can be checked. In automation and AI-ops, where the field is young and the buyers are non-technical, that gap is expensive. TIN closes it.
Stop guessing.
Verified before/after numbers from real engagements, with the client confirmed and the method on record.
Proof beats marketing.
Turn a great project into a verified, citable asset that ranks in search and gets quoted by AI answer engines.
Be the cited source.
When someone asks ChatGPT "who's best at ops automation?", the answer comes from somewhere. TIN is built to be that source.
02How a badge is earned
Three checks clear before a green badge appears. If any fails, the story stays unverified. No exceptions, that rule is the whole product.
Independently validated
We re-research the story and check every figure against primary and independent sources before it can go green.
Evidence on record
Every number is backed by something checkable: a followable source, before/after metrics, documentation. No adjectives.
Method published
How each story was verified ships on the story itself. The record is public, not a claim in fine print.
03Latest case files
The registry starts here. Each entry is one checked outcome, typed and tagged.
A Federal Court Fined a Public Defender $1,500 for a Fake Citation — and Refused to Say AI Wrote It
United States v. Hayes is the case that shows where AI blame stops. A federal magistrate judge found the fictitious citation in a defender's brief had "all the markings of a hallucinated case created by generative artificial intelligence (AI) tools such as ChatGPT and Google Bard" — then held she "need not make any finding" that AI was used, while the attorney denied ever using it. The $1,500 sanction is court-adjudicated and was paid. The AI causation is not established by anyone.
verifiedJohn Deere See & Spray: independent university trials cut post-emergence herbicide 43–62%
Computer-vision targeted spraying, measured not by John Deere but by independent university weed scientists: a peer-reviewed Weed Technology study reports 28.4–62.4% post-emergence herbicide savings, a University of Arkansas 3-year trial reports 43–59%, and an independent Iowa State field study reports 76% average product savings — with an honestly documented resistant-weed tradeoff at low sensitivity settings.
verifiedThe UK's DWP fraud model: a machine-learning system that saved an estimated 4.4 million pounds on Universal Credit advances
Since May 2022 the UK Department for Work and Pensions has run a machine-learning model that flags potentially fraudulent Universal Credit advance claims for review. Per the National Audit Office, the model saved an estimated 4.4 million pounds and was around three times more effective at identifying fraud risk than a randomised control group. The figures come from DWP and are relayed by the NAO, the UK's independent public auditor; the Public Accounts Committee has raised concerns.
verifiedManulife's MAUDE: AI underwriting that auto-approved 58% of eligible life-insurance cases
Manulife Canada pairs a redesigned questionnaire with its proprietary AI underwriting engine, MAUDE, to auto-approve eligible life-insurance applications instantly. Per Manulife, by December 2025 more than half of eligible cases, 58%, had approvals processed automatically through MAUDE, a 56% increase from pre-launch, with automatic approvals in as little as two minutes. Every figure is Manulife's own, self-reported in its newsroom, with the Chief Underwriter quoted.
- Waste Connections · Waste Connections says its AI-linked commercial pricing tool has generated 20 million dollars in run-rate EBITDA gains
- Yiren Digital · Yiren Digital says AI agents lifted asset-recovery tickets per staffer 47 percent
- BNY · BNY says 40 percent of engineer-written software is now AI-generated
Proof beats marketing.
Bring a real engagement to the dojo and turn it into a verified, citable asset, or read what's already on record.