PERSPECTIVES
Thinking out loud on AI, business & timing.
Essays from the Aivora Apps team on technology adoption, product strategy, and lessons history keeps trying to teach us.
You Don't Need a Perfect AI Strategy. You Need to Start.
Every week we hear: "We're evaluating our AI roadmap." Evaluation without experimentation is procrastination with a Gantt chart. The companies winning right now started messy. They shipped imperfect — and iterated.
AI Screening Isn't Replacing Recruiters — It's Exposing Which Ones Are Irreplaceable
AI won't replace the recruiter who builds relationships and reads a room. It will replace the one doing manual resume triage at 11pm. Firms adopting AI screening aren't cutting headcount — they're redirecting it toward work only humans can do.
The 18-Month Window: Why the AI Advantage Gap Is Closing Fast
Early AI adopters have an 18-to-24 month compounding advantage — better data, trained models, refined workflows. Every month you wait, that gap widens. It's the same math that made Amazon's logistics moat uncrossable by 2015.
What the Dotcom Survivors Actually Did Right
Amazon, Google, Priceline shared one trait: they treated the internet as infrastructure, not a feature. They didn't build "an internet strategy" — they rebuilt their entire business around it. The AI lesson is identical.