Field notes on applied AI, the build-and-run model, and the realities of freight, HR, trading, outdoor media and India tax.
The gap between a chatbot added to a form and software that reads a vendor's messy Excel, maps the columns and returns structured data with a confidence score. How we draw the line on every product.
About Enqufy →How Enqufy turns a single customer enquiry into a structured, role-based plan, with tasks, owners and a live board.
About Enqufy →Outdoor media runs on inconsistent spreadsheets. How Hoardex maps layouts with confidence scores instead of demanding a template.
About Hoardex →Tolerances, ITC checks and audit-ready exports: the workflow behind GSTSync.
About GSTSync →Why we stay and run every product we ship, and how that makes the product better instead of stalling.
About Enqufy →When AI says how sure it is, people can trust it. How we show uncertainty in document understanding.
About Enqufy →How Hoardex settles the "did the hoarding go up?" dispute with evidence clients can see for themselves.
About Hoardex →Occasional notes on applied AI and running real products. No spam.
