The Knowledge Base Is the Product
AI support quality is a rendering of your knowledge base. The bot is a renderer; the KB is the source code. Garbage in produces confident garbage at scale — which is worse than honest ignorance.
Lessons
What I'm learning from building companies. Failures, wins, mistakes, experiments, and the founder lessons worth remembering.
The Client Reset Conversation
Scope drifts in every service relationship — silently, in one direction. The honest mid-contract reset saves more accounts than heroic over-delivery. Schedule it before you need it.
Run AI Like a Hire
Models and agents need what employees need: a job description, onboarding, least-privilege access, supervision proportional to stakes, and a review cycle. 'Deploying AI' fails where unmanaged hiring fails — and for the same reasons.
Redesign the Workflow or Skip the Tool
A tool bolted onto an unchanged workflow buys cost without buying throughput. Our procurement rule is blunt: no purchase ships unless one step is removed or one handoff is redrawn.
Read Ten Tickets a Week
Dashboards launder reality. Ten full support conversations a week — chosen badly, read personally, forever — is the cheapest intelligence program a founder can run.
Pay People on Time, Everywhere, Every Time
Payroll is the highest-frequency trust transaction your company runs. One late payment in one country reprices your credibility in all of them. Treat payday like an SLO.
Measure Before You Automate
A two-week baseline is the price of admission for any AI deployment. Without a before, every after is an anecdote — and enthusiasm is not a denominator.
Deflection Is Not Resolution
AI containment metrics measure what never reached a human — not what got solved. The gap between those two numbers is where churn lives, and most dashboards are designed not to show it.
Cash Cycles Kill Service Businesses
Payroll leaves on the 1st. Invoices arrive on the 45th. The gap is a loan you make to every client — and growth makes the loan bigger. Profitable service companies die of this.
Buy the Boring, Build the Different
Purchased AI tools succeed roughly twice as often as internal builds. Spend your build capacity only within two layers of what customers pay you for — and buy everything else without drama.
Hire Slow, Fire Honestly
The expensive mistake isn't hiring the wrong person. It's keeping them after you know.
The Second Question Is the Real One
In sales, in hiring, in fundraising — the first question is performance. The second is signal.
Write the Doc First
Most meetings are documents that haven't been written yet. Writing forces the thinking the meeting was trying to avoid.