Real-world stories
Governed AI, in real work.
Each story is a real person, a normal everyday moment, what can go wrong, and what changes with Proofpane in the middle. Fictional people; the mechanics are the product.
On people's laptops — the AI tools staff use themselves
The developer
banking / fintech
It's 5:40 on a Thursday and Jake's trying to kill a payments bug before he picks up the kids. He grabs the whole file and drops it into his AI coding assistant — quickest way to get unstuck. What he didn't clock: line 30 has a live payment key, and the test data is real cardholder names. Without a gate, that's now sitting on a server offshore and nobody will ever know. With Proofpane on the laptop, the key and the card fields are wiped before the request leaves, the payments repo is on the "never leaves" list, and there's a quiet log line showing what got caught.When the bank asks, "has our data ever gone into an AI tool?" — the answer is a record, not a guess.
The underwriter
insurance
Mel in underwriting has forty quotes to clear by Friday. The firm's deal with staff is simple: use the approved AI assistant, not random tools. She pastes a customer's medical history in and asks for a summary. Proofpane strips the name, NHI number and diagnosis before the model ever sees them — Mel still gets her summary, the health data never leaves the building, and there's a receipt.The quarterly privacy check goes from a witch hunt to ten minutes.
The clinic administrator
healthcare
Tuesday morning, Priya at the clinic has eleven referral letters to draft before lunch, so she pulls each one straight from the patient notes into the practice's AI assistant. Names, NHI numbers, diagnoses — Proofpane swaps them for placeholders before the request goes anywhere, and the letter comes back ready to finish off. Still five minutes a letter instead of twenty.If the Privacy Commissioner ever comes asking, the practice can show patient identifiers never left.
The junior lawyer
law firm
Four o'clock, a partner drops a 60-page supply agreement on a junior: summary by tonight. Into the AI it goes — privileged material, both parties named, deal terms and all. Proofpane masks the party names and the numbers before the request leaves, and logs the event. The summary still lands by six. And when a client's GC asks, "do your people put our contracts into AI?" — the honest answer is "yes, through a gate that strips your name and terms, and here's the record."That answer wins work. "We ban AI" doesn't, because nobody believes it.
The HR advisor
any industry
End of review season. Sam in HR has sixty performance summaries to tidy up and a stack of CVs to screen — real names, salaries, a manager's blunt comments, all heading into an AI to "make it read better." Proofpane swaps the names for placeholders and holds back the salary column before anything leaves. Sam still gets the tidy paragraphs.Nobody's pay ends up on a foreign server — and if anyone ever asks, there's a clean answer.
The salesperson
any industry
Deal closes Friday. Tina exports her CRM notes on the prospect — including the confidential pricing from their last contract — and asks AI to smash out a proposal. Proofpane masks the client names and the numbers on the way out; the proposal still writes itself.Six months later, when that prospect's procurement team asks, "has our commercial information ever been shared with a third party?" — nobody's sweating the answer.
Inside their automations — the AI buried in the workflows
Loan pre-check
banking / lending
A lender runs an automated flow: application in, AI does the first pass, the obvious yes/no gets sorted, humans see the rest. One Tuesday it starts quietly declining anyone with a gap in their income history — nobody told it to; it just drifted that way. Without a gate, that's three weeks of wrong declines and a "please explain" letter from the regulator that nobody can answer. With Proofpane on that step: borderline calls pause for a human, the AI only sees the fields it needs, and every decision is recorded with its reason.The "please explain" letter gets answered the same afternoon — with evidence.
Claims triage
insurance
Storm week. Two thousand claims land in three days, and the AI triage flow is the only reason the team is keeping up — it reads the claim and the photos, calls fast-track or review. Buried at claim #1,384 is a $46k payout dressed up to look routine. Proofpane's rule: anything over $10k, or anything odd, stops and waits for a person. It stopped. There's a record of who looked and why they said no.That one catch pays for the whole thing.
Support replies & refunds
retail / e-commerce
The support flow answers customers and issues refunds — AI drafts, system sends. Works great, right up until someone on the internet figures out that if you word the complaint just right, the bot pays out. Proofpane caps what the AI can refund on its own, pauses anything above that for a person, keeps the replies inside the actual returns policy, and records every payout it approved.Finance stops finding surprises at month end.
Citizen requests
government / public sector
A council flow uses AI to sort and summarise incoming requests. Eight months later an official-information request lands: "show us how these were handled." Without records, that's a bad month. With Proofpane, it's an export: here's every AI decision, here's where personal details were masked, here's who approved the exceptions.Ratepayer details protected, paper trail intact, nobody's weekend ruined.
Patient-message triage
healthcare
A provider's flow sorts incoming patient messages: urgent to the front, routine to the queue. The nightmare is the chest-pain message that gets filed as routine. Proofpane's rule: anything the AI isn't sure about goes to a human, and every sort decision is recorded.If one is ever missed, the clinic can show exactly what the AI saw, decided and why — defensible and fixable, instead of a mystery and a headline.
Invoice reading
accounts payable
The AP flow reads incoming invoices and queues the payments. One day a supplier's "invoice" turns up looking pixel-perfect — except the bank account number has changed. The AI reads it just fine; that's exactly the problem. Proofpane holds anything where the account differs from recent payments, or the amount is out of pattern, until a human clicks yes — and keeps a record of every hold and release for the auditor.Invoice fraud — one of the most boring, most expensive scams there is — handled.
Starting clean — no AI stack yet? Even better.
Proofpane isn't only a gate in front of tools you already own. It ships with the AI built in — so a team starting from zero starts governed.
No workflow software yet? Skip that purchase. Proofpane ships with its own: reusable skills that compose into governed workflows. One vendor, one bill — and every automation is born with the policy gate and the evidence trail already on.
Staff don't use coding agents? They don't have to learn three tools. Proofpane's own chat window does the everyday work people reach for those apps for — ask in plain English, the work gets done, and every action is governed and on the record by default.
Retrofitting governance onto tools you already bought is good. Starting on a platform where governance is built in is better — there's nothing to bolt on later.