Topic · AI by industry
Industry-specific AI playbooks for small operators — law, construction, dental, salon, translation, marketplaces — what works in each vertical.
What survives review
- Don't Buy the Autonomous AI Sales Rep. Buy the Draft Assistant. — Holding · OPS-084
- Freelance translator AI stack 2026: where post-editing earns and where it cannibalises your rate — Holding · OPS-064
- AI for Etsy sellers in 2026: listings, images, customer service — Holding · OPS-057
- AI for Dutch e-commerce in 2026: Bol.com, Shopify, WooCommerce — Holding · OPS-060
- AI image workflows for marketplace resellers: what survives Marktplaats, Vinted, and Etsy in 2026 — Holding · OPS-053
- AI for marketplace resellers: Etsy, Marktplaats, Vinted, and the algorithm-penalty trap that breaks differently on each platform — Holding · OPS-046
- AI for the local service business: hairdressers, plumbers, garages, cleaners — where the value actually lives — Holding · OPS-044
- AI for the small construction firm: estimating and bidding tools that actually save hours in 2026 — Holding · OPS-042
- AI in the small dental practice: what the published 2026 corpus shows for solo and family-practice dentists — Holding · OPS-027
- AI in the small construction firm: what the published 2026 corpus shows for under-100-employee contractors — Holding · OPS-026
- AI in the small beauty salon: what the published 2026 corpus actually shows for solo and small-team operators — Holding · OPS-028
What has broken
Spoke articles
- Don't Buy the Autonomous AI Sales Rep. Buy the Draft Assistant.
The most-hyped small-business AI pitch of the last two years was the autonomous sales rep that finds prospects, writes the outreach, and sends it while you sleep. The category has not held up: the best-funded entrants have faced heavy, widely reported churn, and fully-autonomous outbound reads as generic and burns your domain reputation. What survives is narrower and more useful. Buy the AI that researches and drafts. Keep a human on the send button.
- Freelance translator AI stack 2026: where post-editing earns and where it cannibalises your rate
For a freelance translator below 0.10 €/word, accepting MTPE at agency-standard 40–60% of full rate only makes sense when you clear 1.8× your usual source-rate throughput. Below that productivity threshold, the work is rate-cannibalising.
- AI for Etsy sellers in 2026: listings, images, customer service
- AI for Dutch e-commerce in 2026: Bol.com, Shopify, WooCommerce
- AI image workflows for marketplace resellers: what survives Marktplaats, Vinted, and Etsy in 2026
OPS-046 walked the listing-copy AI workflow that survives Etsy, Marktplaats, and Vinted's algorithm-penalty rules. The image workflow is the harder cut: each platform penalises image-AI differently, the penalties are tightening through 2026, and the AI workflows that survive are narrower than the listing-copy ones. This piece walks Marktplaats's NL-specific photo-fingerprint deduplication first (the largest underserved cohort), Vinted's image-similarity penalty for the resale-of-resold pattern, and Etsy's Creativity Standards on AI imagery — and the narrow band of AI image workflows that pass each platform.
- AI for marketplace resellers: Etsy, Marktplaats, Vinted, and the algorithm-penalty trap that breaks differently on each platform
[OPS-041](/operators/platform-algorithm-ai-content-penalties/) made the case that platform algorithms penalise AI-generated content broadly. The marketplace-reseller cut is sharper: Etsy's 2025-2026 AI-listing rule changes, Marktplaats's NL-specific deduplication, and Vinted's image-similarity penalty each fail differently and require different mitigation. Operators losing ranking are usually losing it for a marketplace-specific reason their AI tooling didn't warn them about.
- AI for the local service business: hairdressers, plumbers, garages, cleaners — where the value actually lives
The 2026 AI pitch to appointment-driven local-service businesses is dominated by booking-platform AI features (Booksy, Square Appointments, Treatwell, Vagaro), but the business value for solo operators concentrates in two workflows neither tool addresses well: no-show reduction via outbound SMS sequences and review generation. Pick the booking platform you already run, then add the AI layer that actually moves no-show rate.
- AI for the small construction firm: estimating and bidding tools that actually save hours in 2026
The construction-AI vendor pitch oversells visual progress capture (Buildots, OpenSpace) for under-100-employee contractors and undersells the estimating + bidding workflow where the actual hours go. The 2026 small-contractor read is to start with Togal.AI for takeoff and to delay the visual-capture purchase by two quarters.
- AI in the small law firm: what the published 2026 case-study corpus shows
GC AI says lawyers save 14 hours a week across 1,500 companies. Spellbook lists Westaway, KMSC Law, McInnes Cooper as small-firm customers. Harvey runs at Thompson Hine, Fox Rothschild, Lowenstein Sandler, Polley Faith. Reading the published corpus, the 2026 small-firm AI pattern is concentrated on contract drafting and document review, with privileged-content workflows still on Enterprise tiers.
- AI in the small dental practice: what the published 2026 corpus shows for solo and family-practice dentists
Pearl and Overjet between them publish over 20 named small-and-family dental practices using AI in 2026, with FDA clearances and vendor-published outcomes including Promenade Center saving 20 hours per week on insurance verification and Quest Dental reporting +19% Crown production. The pattern: AI radiography assist and revenue-cycle automation now ship at solo-practice scale.
- AI in the small construction firm: what the published 2026 corpus shows for under-100-employee contractors
The construction-AI published corpus is dominated by vendor case studies (Procore, Autodesk, Trimble, Buildots, OpenSpace) rather than by named small-firm self-published cases. Reading those vendor cases honestly, the 2026 small-contractor pattern concentrates on three workflows: estimating speed, schedule risk surfacing, and as-built reality capture.
- AI in the small beauty salon: what the published 2026 corpus actually shows for solo and small-team operators
The published 2026 case-study corpus for small beauty salons is thin compared to bookkeeping or dental — most platforms ship AI features with little named-customer outcome reporting. Reading what is published across Booksy, Square, Vagaro, and Mindbody, the working pattern at solo-stylist and 5-chair-salon scale is concentrated on no-show reduction, marketing copy, and on-demand portrait/styling generation.
What we're watching next
Forthcoming content and open questions for this pillar will appear here on the next quarterly refresh.
Primary sources we trust for this topic
A curated list of primary research, regulator guidance, and vendor documentation for ai by industry. Populated on the quarterly refresh — not a link dump, not competitors.
This pillar page is refreshed quarterly. Last refresh: 19 Apr 2026. Next refresh: 18 Jul 2026.