AI intake assistant — one morning's inbox, triaged

Demonstration project — synthetic data
← Modular Enrichment
Every email below is invented ("Maple Ridge Plumbing" is a demo company). What's real is the pipeline: each message was read, classified, key details extracted, and a reply drafted for a human to approve — nothing auto-sends. In a client deployment the same pipeline runs on your inbox with an LLM tuned to your business, on your own API key. The runnable code and raw outputs are in the write-up.
10emails in
8replies drafted for approval
1flagged same-day urgent
2vendor/spam filtered out
~25 minof dispatcher typing removed
Quote request dana.k@example-mail.com
leak in basement ceiling??
address: 42 Fernwood Cres · priority: P2 — 24h
Original email
From: dana.k@example-mail.com
Subject: leak in basement ceiling??

Hi, we noticed a water stain spreading on the basement ceiling under the
upstairs bathroom. Not dripping yet but getting darker. We're at 42 Fernwood
Cres. How soon could someone look at it and what would it roughly cost?
Dana
Drafted reply (awaiting human approval)
Hi Dana,

Thanks for the details — this is quotable from what you've sent. To firm it up we'd like 2–3 photos (or drawings if it's a reno) and a sense of timing on your end. Reply with those and we'll have a written fixed-price quote back to you within one business day.

Maple Ridge Plumbing
Vendor / spam — filtered sales@pipesupplyco.example.com
Wholesale pricing on PEX fittings - March promo
priority: P4 — no action
Original email
From: sales@pipesupplyco.example.com
Subject: Wholesale pricing on PEX fittings - March promo

Dear purchasing manager, PipeSupplyCo offers contractor-grade PEX fittings
at 15% below distributor pricing this month. Reply to book a call with our
account team. Unsubscribe: link
No reply drafted — filtered out of the review queue.
Billing m.okafor@example-mail.com
question about invoice 2214
priority: P2 — 24h
Original email
From: m.okafor@example-mail.com
Subject: question about invoice 2214

Hello, we paid invoice 2214 by e-transfer on Tuesday but the portal still
shows it outstanding. Can you check? Also can you resend a copy for our
records? Thanks, Michael Okafor
Drafted reply (awaiting human approval)
Hi there,

Thanks for flagging this. E-transfers occasionally land a day behind our portal's sync — we're checking invoice 2214 now and will confirm receipt and send a stamped copy today. Nothing further needed from you.

Maple Ridge Plumbing
Quote request jsandhu.builds@example-builder.com
plumbing rough-in for kitchen reno, June start
address: 118 Ellis Ave · priority: P2 — 24h
Original email
From: jsandhu.builds@example-builder.com
Subject: plumbing rough-in for kitchen reno, June start

Hi — general contractor here, doing a full kitchen reno at 118 Ellis Ave
starting first week of June. Need rough-in for relocated sink, dishwasher
line, and gas line cap. Can you quote from drawings? I can send PDFs.
Jas Sandhu, Sandhu Builds
Drafted reply (awaiting human approval)
Hi Jas,

Thanks for the details — this is quotable from what you've sent. To firm it up we'd like 2–3 photos (or drawings if it's a reno) and a sense of timing on your end. Reply with those and we'll have a written fixed-price quote back to you within one business day.

Maple Ridge Plumbing
URGENT — same day pat.rivera@example-mail.com
NO HOT WATER - tenant unit
address: 77 Grovedale · phone: 416-555-0182 · priority: P1 — same day
Original email
From: pat.rivera@example-mail.com
Subject: NO HOT WATER - tenant unit

Our rental unit at 77 Grovedale has had no hot water since last night,
tenant is understandably upset. Tank is a 2014 gas unit. Need someone today
if at all possible. Pat 416-555-0182
Drafted reply (awaiting human approval)
Hi there,

Thanks for reaching out — no hot water counts as a same-day call for us. We can have a technician at 77 Grovedale today; the dispatcher will phone 416-555-0182 within the hour to confirm a window. If the tank shows any leaking at the base, please shut off its cold-water supply valve in the meantime.

Maple Ridge Plumbing
Hiring c.tremblay@example-mail.com
apprentice position?
priority: P3 — this week
Original email
From: c.tremblay@example-mail.com
Subject: apprentice position?

Hi, I'm a 2nd year plumbing apprentice (306A) looking for a placement.
Attached my resume. Are you taking anyone on this season?
Chris Tremblay
Drafted reply (awaiting human approval)
Hi Chris,

Thanks for reaching out and for the resume. We review apprentice applications at the start of each month — we've logged yours and will be in touch if there's a fit this season.

Maple Ridge Plumbing
Scheduling w.chen@example-mail.com
re: Thursday appointment
priority: P2 — 24h
Original email
From: w.chen@example-mail.com
Subject: re: Thursday appointment

Something came up at work — can we move Thursday's water softener install
to any time Friday, or early next week? Sorry for the hassle. Wendy
Drafted reply (awaiting human approval)
Hi there,

No problem at all. Friday has an opening in the morning, or we can do Monday afternoon — reply with which suits and we'll move the water softener install over.

Maple Ridge Plumbing
Quote request rob.f@example-mail.com
sump pump replacement quote
address: 15 Halton St · priority: P2 — 24h
Original email
From: rob.f@example-mail.com
Subject: sump pump replacement quote

My sump pump (Zoeller M53, ~9 yrs old) runs constantly and trips the
breaker weekly. Looking for a replacement quote, and curious about battery
backup options since we lost power twice this spring. Rob, 15 Halton St.
Drafted reply (awaiting human approval)
Hi there,

Thanks for the details — this is quotable from what you've sent. To firm it up we'd like 2–3 photos (or drawings if it's a reno) and a sense of timing on your end. Reply with those and we'll have a written fixed-price quote back to you within one business day.

Maple Ridge Plumbing
Follow-up s.gagnon@example-mail.com
thank you + small drip
priority: P2 — 24h
Original email
From: s.gagnon@example-mail.com
Subject: thank you + small drip

Your tech Marcus was great last month with the bathroom faucet. One small
thing — there's a very slow drip under the kitchen sink now, maybe once a
minute. Not urgent but wanted it on your radar. Sylvie
Drafted reply (awaiting human approval)
Hi there,

Great to hear about Marcus — we'll pass that along. For the kitchen-sink drip: that's usually a compression fitting settling, quick to sort. We'll add a 20-minute stop to a route in your area this week and confirm the day by email.

Maple Ridge Plumbing
Vendor / spam — filtered growth@rankboost.example-agency.com
Your website is invisible on Google
priority: P4 — no action
Original email
From: growth@rankboost.example-agency.com
Subject: Your website is invisible on Google

We analyzed mapleridgeplumbing example site and found 47 SEO errors costing
you customers daily. Book a free audit call now! This is a limited offer.
No reply drafted — filtered out of the review queue.