Lead qualification
Half-finished enquiries, made answerable.
A short web note is scored against fixed rules, with what to ask and a cautious reply drafted.
- Web enquiry
- 35/100 · 4 to ask
- You reply
Small, reviewable AI workflows for service businesses: leads, support, booking, documents and onboarding.
Opens your email app with a short outline. Nothing is sent until you press send.
Email in
Avery Chen · Thread & Pine Retail1
Night cleaning for three stores
…at Cedar Ridge Mall, Oakview Plaza and West Market2. Service should be six nights each week3, after closing. … entered through its loading dock, and a security escort is required4.
Quote sheet Draft
Silent replays of local prototypes on synthetic data. Not a product, not connected to a live system, and nothing is sent.
Lead qualification
A short web note is scored against fixed rules, with what to ask and a cautious reply drafted.
Customer support
The draft is the FAQ line itself, with its line number. Money questions always go to a person.
Voice booking
From a call transcript, as text: 1:00 is taken, so 3:00 the same day is drafted. No call is placed and nothing is booked.
Document processing
Every value links to the sentence it came from. Three sites and dock-only access are flagged.
Employee onboarding
A laptop and badge request is routed to a manager and marked not granted.
The documents example, slowed down. Scroll to move each detail onto the sheet.
Avery Chen · Thread & Pine Retail
We need a quote for recurring night cleaning at Cedar Ridge Mall, Ames; Oakview Plaza, Ankeny; and West Market, Des Moines.
Please clean sales floors, fitting rooms, staff areas, and restrooms. Service should be six nights each week, after closing.
Please return the quote by 2026-10-20.
Each location can only be entered through its loading dock, and a security escort is required.
Draft, not checked
One task: what arrives, what you do with it, who checks it.
You decide whether to go further.
Scope, fee, checks and remedies agreed in writing, then run on your redacted examples.
You decide whether it passed.
Outputs, corrections and checking time, reviewed together.
You decide to build on, change course, or stop.
The pilot is paid. It does not guarantee savings or a production system.
No. The five loops are silent recordings of separate local prototypes replaying saved examples on synthetic data. They are not client work, a deployed system or measured results.
We quote after a conversation. Fee, deliverables and remedies for undelivered work are set in writing before anything starts. There is no automatic refund or performance guarantee.
Please don’t. Describe the workflow without sensitive information first. Access, storage and retention are agreed before any documents are shared. Redacted examples are welcome.
Not in anything shown here. The prototypes prepare; a person decides. Any connection to your systems would need its own scope and safeguards.
Whatever you already use, if we agree to connect it. None of the prototypes is connected to a live system today.
Opens your email app with a short outline: what comes in, what you need out, who checks it today. Nothing is sent until you press send.
No email app? Write to [email protected] from any account.
or watch the five examples again