CRM & Customer Data
Does lead scoring make sense for a small service business?
Only in a narrow form. Classic lead scoring assumes a long consideration cycle and a stream of behavioral signals — email opens, page views, content downl…
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Straight answers about connecting AI to the systems a business actually runs on — from the people who build these integrations. New answers publish every day.
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AI Integration 22
Operational AI 21
ServiceTitan 21
Field Service Software 22
Call Intelligence 22
Coaching & QA 22
Revenue Intelligence 21
Attribution & Measurement 22
Marketing Intelligence 21
Google Ads 22
Google LSA 21
Meta & Social 21
Local SEO & Listings 21
AI Search 22
Content Automation 22
CRM & Customer Data 22
Custom Software 22
APIs & Data 22
Dashboards & Reporting 22
Home Services Operations 21
AI Security & Governance 22
Voice & Automation 21
Every answer
Field Service Software
Jobber or Housecall Pro — how do I decide between them?
Decide by the shape of your work, not the feature grid. If most of your revenue comes from quoted work that a customer thinks about before approving, you …
Google Ads
My emergency service campaign spends its whole budget before noon. How do I fix that?
Daily budgets have no hourly reservation — nothing holds money back for the evening. If mornings are cheaper or busier, the campaign will legitimately spe…
Dashboards & Reporting
What are leading and lagging indicators in a service business?
Lagging indicators report the outcome — revenue, completed jobs, average ticket. Leading indicators move first and predict it — call volume, booking rate,…
Custom Software
What does maintaining custom software actually involve after it launches?
Maintenance is mostly reacting to changes you did not make: vendor API updates, expiring credentials, platform and library security patches, and business …
Attribution & Measurement
Can a small operator run a real incrementality test without a data science team?
Yes, with a geographic holdout. Pick two comparable areas, keep spend normal in one and turn it off in the other, run it long enough to cover your booking…
Content Automation
Does Google penalize AI-written content?
No. Google's stated position is that it rewards helpful, original content regardless of how it was produced, and acts against content produced at scale pr…
APIs & Data
How do you know a record in one system is the same customer as a record in another?
You match in priority order and record which rule fired. An explicit shared identifier is best. Then normalized phone number, then email, then address plu…
Call Intelligence
How does AI know who said what on a call?
Two ways, and they are not close in quality. If your phone system records each side of the call on its own channel, speaker attribution is exact and free.…
Coaching & QA
What exactly does manual call QA sampling miss?
Almost everything, and not at random. A manager reviewing a handful of calls per rep per month sees a tiny share of the work, usually calls surfaced becau…
AI Security & Governance
How do we actually test an AI evaluation before we trust it?
Build a golden set: a few dozen to a hundred real calls, hand-scored by the people whose judgment the rubric is supposed to encode, deliberately including…
AI Integration
How do we avoid getting locked into an AI vendor?
Lock-in is rarely about the contract. It is about where your mapping logic and joined history live. If both sit inside one vendor's product, leaving means…
AI Search
How many times do I have to run a prompt before the result means anything?
Enough that you are reporting a rate rather than an event. One run is a coin flip. A few runs cannot distinguish a source cited a third of the time from o…
ServiceTitan
What can dispatch data tell me that revenue reports can't?
Dispatch data shows whether you could have taken the work. It carries appointment times, arrival windows, travel, reschedules, cancellations and unassigne…
Voice & Automation
What stops the AI from promising an appointment time that does not exist?
Architecture, not prompting. The agent must never generate availability from its own reasoning. It should read open slots from the scheduling system at th…
Meta & Social
Are lookalike audiences still worth using for a local service company?
Sometimes, but the constraint that binds locally is geography, not similarity. A lookalike is intersected with your service area, so a tight percentage in…
Revenue Intelligence
How do I tell a real marketing performance change from a job-type mix shift?
Recompute the current period using last period's mix. Take this period's revenue per lead within each job type, weight those figures by last period's shar…
Marketing Intelligence
How do you actually measure lead quality by source instead of arguing about it?
Score every source on a short list of operational outcomes it cannot influence: booking rate, average ticket of the jobs it produces, cancellation and no-…
Operational AI
Where does operational AI actually fit in a home services business?
Wherever a decision depends on information that already exists but nobody has time to read: every recorded call, every unsold estimate, every job record, …
Local SEO & Listings
Why do I rank number one in the map pack but my customers say they can't find me?
There is no single map pack ranking. Position is computed per search, and the searcher's coordinates are one of the strongest inputs. You see yourself hig…
Google Ads
How can I tell if my dynamic number insertion is quietly broken?
Compare tracked calls to total calls on every published number, and check the rendered page rather than the source. Common failures are a script that swap…
Field Service Software
How do you connect Jobber to your marketing so you can see which ads produce revenue?
You carry a source identifier from the click or call into the record at the moment it is created, then read revenue back out against it. Practically that …
Dashboards & Reporting
What actually counts as a leading indicator in a service business?
Anything that moves before revenue and that you can influence this week. Booked backlog for the next seven days, unsold estimates aging, call answer rate,…
Home Services Operations
What actually has to be instrumented to follow a search all the way to revenue?
Five handoffs: search to click, click to contact, contact to booking, booking to completed job, completed job to invoice. Each crosses a system boundary, …
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