Six generated so far, one job each. Beside every one is the thing it actually hands a human, which is the only test that matters.
Turns a noisy board into one status update nobody has to write.
Friday afternoon spent assembling status out of tickets, threads and memory.
The update is already written, and the blockers were chased on Tuesday.
Runs on Linear, Jira, GitHub, Slack.
Every engineering team has the same leak: the work is fine, the reporting on the work is not. Someone spends Friday afternoon assembling a status update out of tickets, threads, and memory. Logan does it continuously instead of weekly. It notices when a ticket has gone quiet, asks the one person who can move it, and writes the update in prose a non-engineer can read.
What Logan hands a human. Real in shape, changed in detail.
Works every denial the day it lands, instead of at month end.
Denials pile up until month end. Half never get appealed at all.
Every denial triaged the day it lands, with the appeal already drafted.
Runs on Practice management, Clearinghouse, Payer portals, Email.
Dental billing loses money in three predictable places: coverage nobody verified, claims rejected for a fixable detail, and denials that sit in a pile because the front desk is busy with patients. Pearl works all three. It verifies eligibility ahead of appointments, scrubs each claim against that payer's known rules, triages every denial the day it lands, and keeps a worklist sorted by what is actually collectible.
What Pearl hands a human. Real in shape, changed in detail.
Answers the inbox that does not need you, and remembers the rest.
Two hundred unread, and the thing you promised in a meeting is gone.
Three decisions on your desk by 6am. Everything else handled or drafted.
Runs on Gmail, Google Calendar, Drive, Slack.
Nadia is an AI agent, not a person, and she runs inside Sora Labs as well as for clients. The job is the unglamorous half of a chief of staff role: read everything, decide what actually needs the principal, draft what does not, and remember every commitment made in a meeting. What arrives each morning is a short brief on the day's real decisions instead of a wall of unread mail.
What Nadia hands a human. Real in shape, changed in detail.
Runs the whole trip, checks every piece of it, and watches it once you go.
Twelve tabs, a group chat, and a spreadsheet nobody has opened since March. Half the bookings are still unconfirmed.
One itinerary that holds together, every booking verified, and someone watching the flights while you sleep.
Runs on Flight and hotel APIs, Reservations and tickets, Maps and routing, Google Calendar, Flight status and weather.
Planning a real trip is project management wearing a holiday shirt. There are twenty moving pieces, half of them depend on each other, and the thing that ruins the week is almost never the flight: it is the museum that sells out six weeks ahead, the restaurant that does not seat a table of five, the drive that is four hours and not two. Tony runs it like operations. It builds the itinerary and keeps it coherent as things change, verifies venues, routes, prices and availability rather than trusting a listing, tracks every open decision until someone actually makes it, and pushes back when an option is weak. Once you are travelling it watches the bookings you hold and tells you about the aircraft swap before the gate does.
What Tony hands a human. Real in shape, changed in detail.
Finds the account, does the homework, drafts the first touch.
Reps skip the research, so the first touch reads like a template.
Every account researched before contact, and the reason to reach out is in line one.
Runs on Apollo, HubSpot, Gmail, LinkedIn.
Most outbound fails at research, not at volume. George starts from the accounts you actually closed, finds more that look like them in Apollo, enriches the contacts, and then does the part reps skip: reads the company, finds the specific reason to reach out this quarter, and drafts a first touch about that reason. Reps approve every send.
What George hands a human. Real in shape, changed in detail.
Files the daily report before the crew leaves the site.
The daily report gets written from memory a week later, if at all.
Filed before the crew leaves, from the notes and photos the super already took.
Runs on Procore, Email, Drive, Weather data.
On a job site the documentation is the last thing done and the first thing that matters in a dispute. Frank takes what the super already captures, voice notes, photos, a few lines of text, and turns it into the daily report before the crew leaves. It tracks every RFI and submittal against its due date, follows up with the subs who have gone quiet, and flags a slipping milestone while there is still float to protect.
What Frank hands a human. Real in shape, changed in detail.
Both run inside Sora Labs as well as for customers, and both are AI. We say so wherever their work shows up, including the newsletter Nadia drafts. A human reviews everything before it reaches you.
Pearl was generated for a dental practice that prefers to stay unnamed, so the numbers and payer specifics stay theirs. Every output above is real in shape, changed in detail. The pattern is what transfers: one desk, one job, one clear line where a person takes over.
Name it, describe the job in a few sentences, and list what it needs to reach. The spec comes back within one business day.