Nadia Khan
Devsora · Product · July 2, 2026
The graveyard of AI projects is full of chatbots nobody asked for. Operators trust tools that save a measurable hour or recover a measurable lead.
We score use cases on data readiness, risk, and frequency. High-frequency, low-risk work — FAQs, routing, first drafts, inventory exceptions — beats moonshot “AI CEO” decks every time.
Grounding and permissions matter more than model brand. If the bot cannot cite a source, it should hand off. If it can change a price or a diagnosis path, it should not be unsupervised.
A four-to-six week pilot with a named champion will tell you more than a six-month platform RFP. Ship the boring version.