AI by Industry
Where AI actually pays off, industry by industry.
Evidence-based playbooks for small business owners. Every claim cited to real adoption data, studies, and measured results. Written from Vancouver, valid anywhere in Canada or the US. No wish lists.
By Adi Huric, founder of Most AI Labs22 sourced industry playbooks
Most “AI for your industry” content is written by people selling software. It lists twenty things AI could theoretically do and proves none of them.
This series does the opposite. For each industry we dig into what owners are actually running, what the measured results were, what failed publicly, and what the regulators say. If the evidence for a use case is thin, we say so.
The test for every recommendation is the same one we apply in our own client work: would we spend our own money on it?
Filter by the job you want done
22 industry playbooks
Professional Services
6 playbooksLegal
AI for law firms: what the evidence actually supports
79% of legal professionals now touch AI, but only 8% of solo firms use it seriously. Between those two numbers sits the whole opportunity. Here is what the studies, the court sanctions, and the billing data really say, for firms in BC and anywhere in North America.
July 2026 · 9 min read
Accounting
AI for accountants: the profession your clients expect to use it
77% of tax clients want their firm using AI. 59% have no idea whether it does. Meanwhile adoption jumped from 9% to 41% in a single year, and the IRS just published its first AI rules for tax practice. The evidence, the fee math, and the new compliance lines, for firms in Vancouver, Canada, and the US.
July 2026 · 10 min read
Insurance
AI for insurance brokers: renewals, submissions, and the service gap
Two-thirds of independent agencies plan to increase AI use this year. Only 8% have it embedded in daily work. That gap is the whole story, and the number one reason agencies get sued makes the case better than any vendor deck. For brokerages in Vancouver, Canada, and the US.
July 2026 · 10 min read
Financial Advice
AI for financial advisers: notes, research, and suitability
Consumers still trust people with financial decisions. Regulators already expect firms to control AI. The useful middle is meeting preparation, cited research, file completion, and supervised communication.
August 2026 · 9 min read
Recruiting
AI for staffing agencies: sourcing, screening, and bias
Recruiting has credible adoption and time-savings data—and a direct line from a convenient ranking to discrimination risk. The evidence supports assistance, auditability, and a human decision.
August 2026 · 9 min read
Real Estate
AI for real estate brokerages: leads, listings, and compliance
The 1,200-agent adoption survey has an unusually honest result: half saw a positive effect and almost half saw none. Here is what a managing broker can build between those numbers.
August 2026 · 9 min read
Health & Wellness
6 playbooksDental
AI for dental clinics: diagnostics, no-shows, and the front desk
One in three dentists now uses AI. Only 2% trust it more than their own judgment. Both numbers are correct. Here is what the FDA studies, the no-show data, and the insurance math actually support for an independent practice, in BC or anywhere in North America.
July 2026 · 9 min read
Healthcare
AI for medical clinics: scribes, faxes, and patient access
The strongest measured small-clinic evidence in the series: physician adoption, a six-system scribe study, a 7,000-appointment BC pilot, and the privacy work that must happen before the microphone turns on.
August 2026 · 10 min read
Veterinary
AI for veterinary clinics: scribes, records, and the phone
The most academically defensible AI adoption evidence in this series: what 3,968 veterinary professionals reported, what the profession says about AI records and imaging, and where a clinic can measure the money without pretending a vendor case study is a trial.
August 2026 · 10 min read
Aesthetics
AI for medspas: consultations, rebooking, and consent
A commercially attractive industry with a weaker AI evidence base than vendors imply. Here is what the financial data, reception surveys, medical advertising rules, and privacy guidance actually support.
August 2026 · 8 min read
Beauty
AI for beauty salons: booking, rebooking, and the review rules
Almost every salon statistic in circulation was published by a company selling booking software. Strip those out and one problem is left standing: across 160 Vancouver reviews, booking friction caused more one-star ratings than bad workmanship.
September 2026 · 9 min read
Fitness
AI for gyms and fitness studios: leads, retention, and scheduling
The fitness industry has solid operating benchmarks and weak independent AI outcomes. That makes the honest use case retention: notice disengagement earlier and make a human response easier.
August 2026 · 8 min read
Home, Property & Construction
3 playbooksTrades
AI for trades and home services: the missed-call goldmine
If you run an HVAC, plumbing, electrical, or roofing company, you have seen the stat that 62% of your calls go unanswered. It is a decade old, from 85 businesses. The real number is 27%, and at $129 a lead that is still the most expensive leak in your business. Here is the evidence.
July 2026 · 10 min read
Property
AI for property management: maintenance triage and the leasing funnel
Where AI holds up in property management: after-hours maintenance calls, leasing inquiries, and rent operations. The measured results come mostly from multifamily portfolios, so we show exactly where a smaller manager is extrapolating. Evidence first.
August 2026 · 10 min read
Construction
AI for construction: estimates, documents, and project control
The largest independent survey says 78% of firms are still at zero or pilot. That is not a reason to wait; it is a reason to start with one document-heavy workflow and prove it.
August 2026 · 9 min read
Automotive, Retail & Hospitality
5 playbooksAutomotive
AI for auto dealerships: leads, service calls, and follow-up
What dealership AI can prove today: faster response, fewer lost conversations, and better service access. Plus the vendor-data problem, F&I boundary, and the numbers a dealer should measure before buying anything.
August 2026 · 9 min read
Automotive
AI for auto repair shops: scheduling, estimates, and updates
Independent shops are already using AI-labelled scheduling, estimate, and inspection tools. The evidence supports the workflow around the repair order—while diagnosis and safety-critical work stay with the technician.
August 2026 · 8 min read
Hospitality
AI for restaurants: where thin margins meet real automation
The loudest restaurant AI, the drive-thru voice bot, is the part that publicly failed. The quiet back-office tools are where the measured money is. Here is what survived contact with real kitchens, for independents in Vancouver, Canada, and the US.
July 2026 · 10 min read
Travel
AI for hotels and travel: inquiries, reviews, and revenue
Travelers say they want always-available AI help. Canadian operating adoption remains low. Between those facts is a useful playbook for independent hotels, tour operators, and travel agencies.
August 2026 · 8 min read
Retail
AI for retail and e-commerce: discovery, support, and inventory
AI-referred shopping traffic grew 4,700% from a tiny base. What independent retailers should do with that signal—and why product data, support, and stock discipline come before a shopping bot.
August 2026 · 9 min read
Operations & Education
2 playbooksManufacturing
AI for small manufacturers: quality, maintenance, and planning
Industrial AI can find patterns in machines and process data. The hard part is proving that the data represents the process—and that one fewer defect or hour of downtime pays for the system.
August 2026 · 9 min read
Education
AI for tutoring and education: feedback, planning, and safeguards
A randomized trial of 900 tutors and 1,800 students found a real learning gain when AI coached the tutor. That human-plus-AI design is the centre of this playbook.
August 2026 · 9 min read
Next step
Your industry not here yet? The audit works for all of them.
The free 7-day audit maps where AI and better visibility would actually pay off in your specific business. Written document, yours to keep.