The films

On screen: How it is graded. A made-up company. Real runs. Fictional company

Voice: This is how PlatAtlas grades an AI model on your team's past answers.

On screen: Larkspur Garden Co. · accounts payable · 6 waiting. Harlan Irrigation Supply $7,984.56; Harlan Irrigation Supply $10,792.35; Northgate Grounds & Glasshouse $2,484.52; Amberline IT Services $4,071.33; Tessary Office Supply $1,914.08; Harlan Irrigation Supply $1,701.50. Fictional company

Voice: A made-up garden company gets the same kinds of invoices every week, and every past one has a recorded answer.

On screen: The example record as files, the earlier record the stand-in was checked on: CONTEXT.md, RUNBOOK.md, obligations.md, questions.yaml, thresholds.yaml, people.yaml, harness.toml, decisions/README.md, eval/README.md, eval/examples.csv, queue/README.md. The past answers file, eval/examples.csv, opens at its header and first two rows, literally in the file. This record's past answers were written by its rule, not by people. Fictional Illustrative

Voice: How they answer is written down in plain files the company keeps. Its past answers become the test.

On screen: The sample inbox's own record, a later one for the same company. 60 cells, sorted: right answers first. 2 of 60 missed · 3.3% · limit 5% · PASS. Measured 2026-09-23 · Claude Sonnet 5

Voice: Claude Sonnet 5 answered sixty past invoices. It missed two. The limit was five percent, so it passed.

On screen: Beside it: an earlier record for the same company · a deterministic stand-in, not an AI model. 34 of 60 missed · 56.7% · limit 5% · FAIL. Measured 2026-09-22 It answered pay every time. Its misses: possible-duplicate 8 · price-variance 11 · vendor-change 5 · hold-for-receipt 10.

Voice: On an earlier record for the same company, a stand-in with no AI model answered pay for every invoice. It missed thirty-four, and the check failed it.

On screen: The steward's words for 'paid': "None of the checks applies: the remit-to account matches the vendor master and that account has not changed in the last 30 days; ..." Fictional Example wording Claude Sonnet 5: 2 missed, then 0 missed. Claude Haiku 4.5: 13 missed, then 8 missed, FAIL. Measured 2026-09-23 Our own runs. platatlas.com runs TypeSafe.

Voice: Write down what each answer means in the steward's own words, and the same models miss less. The weakest one still fails.

On screen: Paid · signed by Dana, AP lead. Declared Illustrative A new row joins eval/examples.csv: new-01,cases/new-01.json,pay,dana,2026-09-23,declared,"signed in the queue"

Voice: Every answer is written down with who made the call, and joins the test.

On screen: The AI is rented. Your team's know-how is owned. platatlas.com · platatlas.com/demo/try. Larkspur Garden Co. and Dana are fictional; the invoices are made up. The checks are real runs. Switching models runs on your own server today. Narrated by a synthetic voice.

Voice: The AI is rented. Your team's know-how is owned.

On screen: Who made the call, and why. Fictional company

Voice: Who made the call, and why.

On screen: A still of the sample's steward page, at "What could close by itself": nothing is allowed to close alone. closed by the machine: 0. A person: Held · signed by Dana, AP lead. Declared Illustrative

Voice: In this sample, every invoice waits for a person. The steward has let the AI finish nothing alone.

On screen: An agent, as itself · a grant. answer: paid · situation: one named situation · until: a set date, at most 180 days · evidence: at least 5 past cases there, none wrong · to a person: at least 1 in 10. Illustrative No grant exists in this sample. Stamps fill two trays: "Paid · signed by agent", and every tenth "Paid · signed by Dana, AP lead".

Voice: A steward can grant an agent one answer, in one situation, until a set date. It needs at least five past cases there, none wrong. At least one in ten still goes to a person, and the agent signs as itself.

On screen: A later check: one wrong answer in that situation. The grant card is stamped Suspended. Until the steward gives it again, the agent answers nothing in that situation. Illustrative

Voice: If a later check finds a wrong answer in that situation, the grant is suspended.

On screen: Kept for a person. Corvel Fleet Parts · Invoice total 768.66 · suggested: hold, bank details changed · 98% sure Inferred, routed to Dana, AP lead. This example record's setting: a vendor change always goes to a person. Fictional Illustrative

Voice: Some answers your steward keeps for a person every time, however sure the machine is.

On screen: The record. Pat retires. Alex starts Monday. Same rules. Same test. Day one. Fictional

Voice: When Pat retires, the rules and the test stay in the folder. Alex starts Monday from the same place.

On screen: Web · Works today. Outlook · Teams · Slack · Built and tested, not yet live at a customer. Grants and the weekly check · On your own server today. platatlas.com · An agent answers nothing on its own.

Voice: Grants run on your own server today. On platatlas.com, an agent answers nothing on its own.

On screen: Who made the call is always written down. Larkspur Garden Co., Dana, Pat and Alex are fictional. Signatures are declared names, not proofs. Narrated by a synthetic voice.

Voice: Signatures are declared names, not proofs.

On screen: A morning in the sample inbox. Clear today's invoices before the 3pm payment run. Fictional company

Caption: Six invoices to clear before the 3pm payment run.

On screen: A still of the sample inbox, Today's Invoices, 6 waiting. Suggested: Pay it · 85% sure. Inferred · Claude Sonnet 5

Caption: Each invoice arrives with a suggestion and how sure the model is. A suggestion is a model's guess.

On screen: A still of Harlan Irrigation Supply, invoice 15104, opened. Marked: the vendor account changed 21 days ago; the invoice note "Please note our new banking details effective immediately."; and the record's routing rule, "Waiting for a person because no rule in the record lets the machine finish Held bank details changed alone yet." Suggested: Hold – bank details changed · 85% sure. Inferred · Claude Sonnet 5

Caption: This vendor changed its bank details 21 days ago, so the model suggests holding it. In this sample, the steward has let the AI finish nothing alone, so it waits for a person.

On screen: Harlan Irrigation Supply 15104 · Hold – bank details changed · 85%. A click on the suggested answer. The inbox after it: 5 waiting, and the page's own line that the answer was signed with your name. Declared

Caption: A person makes this call. The answer is written down with their name.

On screen: Harlan Irrigation Supply A97746 · Pay it · 85%. A click on the suggested answer. 4 waiting.

Caption: Agreeing with a suggestion is one click, and it is still a person's call.

On screen: Northgate Grounds & Glasshouse A67817 · Pay it · 72%; Amberline IT Services INV-38280 · Pay it · 78%; Tessary Office Supply 88230 · Hold – possible duplicate · 90%; Harlan Irrigation Supply 78052 · Pay it · 82%. Each answered by a click; the count goes 3, 2, 1, 0.

Caption: Four more, each with its own suggestion, each answered by a person.

On screen: A still of the empty inbox, showing its own empty-state text, written by the model that laid out this inbox. Inferred

Caption: The inbox is clear. Even the empty-state words were written by the model that laid out this inbox.

On screen: Try this inbox: platatlas.com/demo/try. Suggestions by Claude Sonnet 5, run 2026-09-23. Larkspur Garden Co. is fictional; its data is made up. Nothing you click there is saved.

Caption: Try this inbox at platatlas.com/demo/try. Larkspur Garden Co. is fictional.