Messy document to structured dataUnderstand
Turn a messy document into structured data that fits a fixed schema.
Working demos, each one its own app. The first ones are being built now. If you are hiring, you will be able to use the work, not just read about it. If you have a problem to solve, try the closest one before we talk.
Here is what is coming. Until then, tell me the problem and I will say plainly what I would build.
Turn a messy document into structured data that fits a fixed schema.
Ask questions of a document set and get answers with citations, or a plain "not in the source" when the answer is not there.
Ask a question in plain English and get back the SQL it ran and a chart of the result.
Upload a chart or a whiteboard photo and get back its data or a clean diagram.
Give it a long meeting transcript and get the decisions and action items as a structured summary.
Turn a pile of 500 reviews into the themes that run through them.
Draw a rough sketch of a screen and get a working UI built from it.
Watch an agent operate a web app that has no API, through its screens, the way a person would.
Watch a voice agent take an IT request and either answer it from the ServiceNow knowledge base or open an incident.
Research a lead or an account, then see a follow-up drafted and logged in HubSpot.
Find overdue invoices in QuickBooks and draft reminders that go out only after approval in Slack.
Classify, prioritize and dedupe incoming tickets, then create the Jira issue and draft the reply.
Fill a contract template, send it through DocuSign after approval in Slack, and track its status.
Send text through guardrails that redact personal data and flag prompt-injection attempts.
Score an answer against a rubric you can see, with a model as the judge.
A demo shows the pattern. Your project fits it to your data, your systems and your rules.
Tell me what you want to build, and what it has to work with.