Tech Talks.
Practical notes on automotive retail demand: inventory merchandising, vehicle detail pages, trade-in and lead quality, service bookings, parts and accessory attach, and getting quoted by answer engines — written for the teams who have to ship the change.
4 published
Answer Engines
- Published
- 43
- Desks
- 5
- Format
- field notes
- Read time
- 4–9 min
4 published
Answer Engines
Email in the AI inbox era: what Adobe's case means on a rooftop
Adobe's argument for Journey Optimizer is a vendor case, and we read it as one. Underneath the positioning sit three claims a dealership can test this quarter, and one flywheel diagram worth stealing.
AEO is the Wild West, which is exactly why it is worth riding into now
Answer engine optimization is in its 2003 phase: no documentation, no error bars, and a vendor for every theory. The tactics being sold as rules will not survive, but six invariants already behave like law, and the stores that build on them will own the citations.
The service drive is a Google listing now
AI Overviews on local queries, assistants quoting your hours, and 97% of buyers reading reviews have turned the Google Business Profile into the real storefront for service and parts — and often the first page a buyer sees before they ever open your inventory. Most stores still run it as sales-side housekeeping.
How to get cited by ChatGPT, Gemini and Perplexity
Six structural changes that decide whether an assistant quotes your vehicle listing, your service page or your parts page instead of a marketplace listing.
The brief
One email when a platform actually changes the rules.
New analysis, plus the moments Google or an assistant quietly changes how inventory, service or parts get found. No newsletters about newsletters.