SAM AI Assessment · founder-ready report

The first AI job your firm should hire for.

For Pembroke Plumbing, the answer is not “which AI tool” — it is giving AI one job worth money: answer every call, take the details, book the job, and flag emergencies the moment they come in.

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First AI job
AI Call Concierge
Answer, qualify, book, summarise — every call, day or night.
Why this first
Revenue is leaking weekly
Calls slip while hands are on tools; jobs go to the next plumber.
Build path
Off-the-shelf service
Trades-built receptionist; managed setup only if you want hands-off.
Pilot target
Live within 14 days
Measure: calls captured, jobs booked, emergencies flagged correctly.
The decision

Don't “adopt AI.” Give AI one job with a number against it.

Dawn's problem isn't lack of tools. It's that calls slip when her hands are full — and slipped calls become someone else's jobs. The right first AI job sits where money enters the business, the work repeats every day, and a human can review what the AI offered before it commits.

01

The assessment conversation

Sam's job is to turn a busy owner's AI overwhelm into one usable operating decision. The conversation is deliberately short — owners need the few questions that expose where the leverage actually sits.

Discovery excerpt
Sam

Before tools — where does money most often leak after someone's already shown buying intent?

Dawn

Calls, easily. Phone rings while I'm under a boiler or driving. Half go to voicemail. Most don't leave a message — they just ring the next plumber.

Sam

What are the repeatable steps you wish someone handled every time, even when you're busy?

Dawn

Answer the phone in our name. Take what's broken, when, postcode, urgency. Book it or flag it as an emergency. Just so the call doesn't die.

Sam

What should AI never do without your approval?

Dawn

Quote a price. Promise a slot I haven't checked. Anything contractual.

Sam

Good. Your first AI job isn't a “smart assistant” — it's an always-on receptionist. It protects the revenue already trying to reach you.

02

The questions Sam asked Dawn

This is the assessment spine. It keeps the report from becoming a generic AI brain dump and forces the output toward one valuable first job.

01

Where is the money?

Which part of the firm creates or protects revenue?

→ Phone enquiries — the calls she catches become work.

02

Where is the repetition?

What happens every day, follows a pattern?

→ Taking name, postcode, what's broken, urgency.

03

Where does speed matter?

What loses value when it waits?

→ A call-back an hour later — already booked elsewhere.

04

Where is judgement needed?

Separate what AI can prepare from what a human must approve.

→ Pricing, time promises, emergencies — all human.

05

What number moves?

Pick one measurable outcome.

→ Missed calls converted into booked jobs.

03

Opportunity scan

The goal isn't every possible AI use case. It's one job with enough revenue, low enough risk, and fast enough proof.

Possible AI job
Business value
Why it scored this way
Fit score
AI Call ConciergeAnswer, take details, book, summarise, flag emergencies.
Direct revenue recovery
High volume of missed calls, off-the-shelf available, contained risk, fast proof.
94 / 100
Quote DrafterPrepare quote text after site visit.
Sales speed
Useful once jobs are scoped. Too dependent on judgement to be the first move.
68 / 100
Customer RemindersConfirm appointments, follow up after.
Reliability win
Nice operational gain — solves a smaller problem than the missed-call leak.
61 / 100
Marketing & ReviewsPosts, Google review replies.
Demand generation
More demand wouldn't help — supply is the constraint, not awareness.
49 / 100
Custom AI Operating SystemCentral agent across the firm.
Potentially high
Wrong first move at 2 vans. Too broad, too many moving parts.
38 / 100
04

The recommended first AI job

This is the one-sentence answer Dawn should remember. Everything else in the report supports this decision.

AI job description

AI Call Concierge

The concierge picks up every incoming call, day or night — in the firm's name, in a natural voice. It takes the details (problem, postcode, urgency), books the job into the diary, and texts both the customer and Dawn a clean summary. Emergencies go straight to her mobile.

It owns
Answering, qualifying, booking, summarising, flagging emergencies
It does not own
Pricing, time commitments, anything contractual
Human handoff
Real emergencies, complex jobs, pricing questions
Proof metric
Missed calls converted into booked jobs
05

Workflow design

A narrow job becomes valuable when the handoffs are explicit — what the AI handles, what it escalates, what stays human.

Incoming call phone · day or night AI answers first ring · firm's name Take details problem · postcode · urgency Book the job diary slot · confirmed Customer text confirmation · reminder Dawn's summary text recap · diary updated Human handoff emergency · pricing Solid = normal path. Dashed = emergencies / escalation. Pricing and urgent jobs always go to Dawn.

The important design choice: AI is placed BEFORE Dawn picks up, not inside her pricing or scheduling judgement.

06

ROI model

Use the sliders to ground this in real numbers. These are starting assumptions to validate in the first week — the strongest case starts when Dawn corrects them.

12
Calls you don't catch — voicemail, hang-ups, missed altogether.
33%
The rest are no-shows, wrong numbers, tyre-kickers.
£350
60%
8 min
£50
~£50 for off-the-shelf · ~£200 for fully managed.
07

Buy, configure, or build?

Dawn doesn't care which model or framework runs it. She cares whether the job gets done, what it costs, and whether emergencies still reach her phone.

Fully managed setup

  • We pick the right tool, train it on Pembroke's rates and area, set the routing.
  • ~£1.5–2.5k setup · ~£200/month · monthly tuning included.
  • Right when you want it done properly and never to think about it.

Custom build

  • Bespoke receptionist agent with deeper diary and quoting integration.
  • £5k+ build · phase two only.
  • Worth considering after 6 months once volume justifies it.
08

14-day pilot plan

Short enough to ship, structured enough to prove the case.

Days 1–2

Pick the tool and load Pembroke's basics

Service area, working hours, FAQ answers (boiler types, emergency criteria), greeting in your voice. Write the escalation rules first — what counts as an emergency, what reaches your mobile.

Service areaFAQsEmergency criteria
Days 3–4

Test against real scenarios

Live test calls — boiler emergency, kitchen tap, time-waster, out-of-area. Tune the responses, fix the rough edges, check how the texts read.

Test callsVoice toneRouting
Days 5–7

Soft launch — overflow only

Concierge takes calls when you don't pick up in four rings. You watch what comes through and how the summaries land. Adjust anything that doesn't sit right.

OverflowDaily reviewQA log
Days 8–14

Full handover and review

Concierge answers everything; you decide each evening on flagged jobs. Compare the fortnight against the previous one — calls captured, jobs booked, emergencies routed.

Go/no-goJobs bookedCost vs recovered
09

Risks and controls

Premium AI work shouldn't pretend the risk is zero. It should show exactly how each risk is contained.

Risk
Severity
Control
Owner-visible rule
AI quotes a price or commits to a date
High
Block pricing language. AI offers ranges only when allowed. All time commitments need Dawn's confirmation.
AI prepares; you commit.
Emergency mishandled
High
Keyword list (gas, flood, no heat in winter). AI must transfer or text Dawn within 60 seconds. Weekly QA review.
Emergencies always reach you.
Customer feels they're talking to a fake person
Medium
Natural UK voice, transparent greeting (“I help take details and get jobs booked”). No pretending to be Dawn.
Helpful beats deceptive.
AI guesses outside its knowledge
Medium
Limited to your stated FAQs and policies. Anything unsure → escalates to you with a clean summary.
Don't know = ask Dawn.
10

What Dawn should do next

A good assessment leads to one of two clean actions: try it free this week, or have us set it up properly.

Findings call agenda

1. Validate the volume

Spend a week logging every call you miss — phone, time, did they leave a voicemail. The number we model becomes provable.

2. Pick the route

DIY Clara/Norango free trial, or have ScaleUP set up and manage it. Decision lives at the bottom of this report.

3. Confirm the escalation rules

What counts as an emergency in your firm. What questions you want every caller asked. Where the texts should land.

4. Decide the start date

Off-the-shelf — start the free trial today. Managed — we can have it live within 14 days.

Founder brief

The recommendation in 60 seconds

Pembroke Plumbing's first AI move should be an always-on AI Call Concierge — an off-the-shelf service that picks up every call in the firm's name, takes the job details, books the diary slot, and texts Dawn a clean summary. Emergencies route straight to her mobile. Live in days for ~£50/month, with a free trial first. Don't quote pricing or commit to dates without Dawn's approval — those stay human. The measure of success: missed calls converted into booked jobs in the first fortnight.

11

Why this report is built to be acted on

A useful assessment names one job, one number, one route. Anything else is a brochure.

Specific, not generic.

One named job (Call Concierge), one workflow, one pilot, one primary metric — not a list of AI possibilities.

Commercially anchored.

The ROI model forces real numbers — missed calls, jobs, value and margin — not tool novelty.

Safe enough to act on.

AI prepares; humans keep pricing, judgement and any commitment to the customer.

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