Field notes on applied AI, the operating model, and the messy realities of freight, outdoor media and India tax.
The gap between a chatbot bolted onto a form and software that actually reads a vendor's messy Excel, maps the columns and returns structured data with a confidence score. Here's how we draw the line on every platform.
How Enqufy turns a single customer enquiry into a structured, role-based plan — tasks, owners and a live board — in seconds.
Behind the Cocoroute rate engine: the data, the model, and why being within a few percent of a real quote changes how teams negotiate.
Outdoor media runs on wildly inconsistent spreadsheets. How Hoardex auto-maps layouts with confidence scores instead of demanding a template.
Tolerances, ITC validation and audit-ready exports — the workflow that turns days of invoice matching into minutes in GSTSync.
Why we stay and run every platform we ship — and how operating discipline makes the product compound instead of stalling.
When AI tells you how sure it is, humans can trust it. How we surface uncertainty across document understanding.
How Hoardex ends the "did the hoarding actually go up?" dispute with verification clients can see for themselves.
Occasional notes on applied AI and operating real platforms. No spam.
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