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.

for buyers

Stop guessing.

Verified before/after numbers from real engagements, with the client confirmed and the method on record.

for agencies

Proof beats marketing.

Turn a great project into a verified, citable asset that ranks in search and gets quoted by AI answer engines.

for the AI era

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.

step 01

Independently validated

We re-research the story and check every figure against primary and independent sources before it can go green.

step 02

Evidence on record

Every number is backed by something checkable: a followable source, before/after metrics, documentation. No adjectives.

step 03

Method published

How each story was verified ships on the story itself. The record is public, not a claim in fine print.

Read the full verification standard →

03Latest case files

The registry starts here. Each entry is one checked outcome, typed and tagged.

Process Automation & AI-Led Ops
pending

An MIT randomized trial in Science: ChatGPT cut professional writing time 40% and raised graded quality 18%

In a preregistered randomized controlled trial published in Science in July 2023, MIT researchers Shakked Noy and Whitney Zhang gave 453 college-educated professionals occupation-specific writing tasks and randomly gave half access to ChatGPT. Access cut the time to finish the tasks by 40 percent and raised output quality, as graded by independent evaluators, by 18 percent, while inequality between workers fell because weaker performers gained the most. Every figure is quoted verbatim from MIT's own release about the peer-reviewed paper and corroborated by the authors' pre-peer-review working paper.

Process Automation & AI-Led Ops
pending

A World Bank RCT in Nigeria: a six-week GPT-4 tutoring program lifted learning by 0.31 standard deviations

In a randomized controlled trial in nine public schools in Benin City, Nigeria, first-year senior secondary students who used Microsoft Copilot (powered by GPT-4) as an after-school English tutor for six weeks scored 0.31 standard deviations higher on a composite assessment and 0.23 standard deviations higher on English than a control group. The World Bank team that ran the evaluation put the gains at 1.5 to 2 years of 'business-as-usual' schooling and among the most cost-effective interventions it has studied. Every figure is quoted verbatim from the World Bank's own working paper and blog and corroborated by independent reporting.

Process Automation & AI-Led Ops
verified

New York's financial regulator investigated the Apple Card algorithm for gender bias and found no unlawful discrimination

After viral November 2019 allegations that the Apple Card's algorithmic underwriting gave men far higher credit limits than their wives, the New York State Department of Financial Services analysed roughly 400,000 New York applicants and, in a March 2021 report, found no unlawful discrimination under fair lending law, while faulting Goldman Sachs and Apple on customer service and transparency.

Process Automation & AI-Led Ops
verified

Babylon Health, the AI-first primary-care company, collapsed into bankruptcy in 2023 and sold its UK service for $620,000

Babylon Health marketed an AI symptom-checker chatbot as able to diagnose as well as doctors — it claimed 82 percent on GP-exam questions against a 72 percent doctors' average — went public through a SPAC merger with Alkuri (agreement dated June 3, 2021) and began trading on the NYSE in October 2021, then filed for Chapter 7 bankruptcy in Delaware in August 2023; its UK subsidiary went into administration and substantially all its UK telemedicine assets were sold to eMed for just $620,000 (£500,000).

Open the full registry →

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.