Thoughts on Artificial Intelligence

September 17, 2026
What this week’s AI resignations should mean to those of us building with it. As researchers closest to frontier AI raise increasingly serious concerns, the conversation around responsible adoption is becoming harder to ignore. The opportunity is enormous, but so…
September 14, 2026
AWS Certified AI Business Strategist is the first AWS certification in a “Business” category. It tests no coding and no AWS service configuration. It tests whether a person can evaluate an AI investment, build a defensible business case, put governance…
August 20, 2026
AI site search is two different products sold under one name: better retrieval, which ranks and summarizes your own pages, and a conversational assistant, which composes answers. The first is low risk and fixes a problem every industrial website has….
August 6, 2026
The same machine-readable content that gets an industrial supplier cited by AI answer engines also gets it scraped by crawlers that send nothing back. How to sort the bots, what robots.txt can and cannot do, and what is actually worth…
July 23, 2026
Industrial companies keep making the emotional brand video for an audience that does not sign purchase orders. The engineer who does wants the other video. What it contains, where it lives, and why to make it first….
July 9, 2026
An AI agent is a model with tools, instructions, and access to information, and its usefulness is capped by the last of those. In most companies the information an agent would need, what was decided with a customer, why, what…
June 18, 2026
Search authority is earned on topics, not intentions. A company that grew serving one market and now wants to be known for a higher-value one usually finds that its organic traffic, its inbound inquiries, and most of its revenue still…
June 4, 2026
When a visitor declines your cookie banner, ignores it, or arrives on a browser that expires tracking cookies in a week, your CRM has no way to know where they came from. HubSpot’s own documentation says those form submissions are…
May 21, 2026
HubSpot is not one product. It is several products built around different jobs (marketing, sales, service, operations) that happen to share a database. Most mid-sized industrial companies and associations bought the marketing product first, because marketing signed the first contract,…
May 7, 2026
Ask an industrial company who owns its customer data, and you will hear “IT,” “the CRM admin,” or a pause followed by “everyone.” All three mean nobody. That is why CRM migrations stall, why marketing builds lists by hand, and…
April 9, 2026
The research on lead response time is fifteen years old, and some of the most-quoted numbers come from software vendors, but the conservative findings are damning enough: companies that reach an inbound lead within an hour are roughly seven times…
April 3, 2026
AI compresses production hours. It does not compress judgment, industry knowledge, accountability, or the quality control that keeps AI output from embarrassing you. If your agency bills by the hour, AI creates a conflict of interest you should ask about…