QueryNowJobRoute.aiThe Seven Frictions

Portrait of Mahesh Tatiparthy in a navy blazer

MaheshTatiparthy

Founder & CEO, QueryNow

I build AI that does real work inside a company's own systems. My clients pay when it works.

Production systems shipped since 2014, for pharma, manufacturing, healthcare and consumer brands in Europe and the United States.

Microsoft partner since 2015. Teams in Texas and Germany.

Tillotts PharmaSivantosWidexReebokZeppelinDEVKArcondisFuel3DQatar PostGenerac

What twelve years of enterprise delivery taught me

An idea gets approved in a week, then waits months for access, reviews, test environments and data before one customer sees it. I wrote The Seven Frictions to show where those months go, and I run QueryNow to win them back, one workflow at a time.

Cover of The Seven Frictions by Mahesh Tatiparthy

The book, 2026

The Seven Frictions

Why IT Slows Innovation in the AI Era, and How to Fix It

Your company is not short of ideas. It is short of calendar.

Access

A ticket, not a toggle.

A sandbox key waits in a queue behind requests that have nothing to do with it. None of this is hard. All of it is queued.

What I run

Two companies and one community. In all three I am the person on the call. More on the work

QueryNow, founded 2014

We build your AI. You pay when it works.

QueryNow builds AI agents and automations that run inside a company's own systems, for regulated industries that cannot afford a pilot that never ships.

  1. Day 1We scope one workflow and sign the acceptance criteria together.
  2. 2 weeksWe build it in your environment, with your data and your controls.
  3. $10kYou pay only after every criterion is met. Nothing upfront.

JobRoute.ai, co-founded 2026

The measurement layer for the AI workforce transition.

JobRoute scores the AI exposure of every occupation in the United States, task by task, from public labor data. Workers get a free AI Ready Score, and employers and public agencies plan reskilling from the same data graph.

TiE Dallas, charter member

I mentor high school and college founders who are learning to build companies with AI, and taught the TYE 2026 masterclass on AI apps and cloud. See the session

Writing

Notes on shipping AI inside large companies. All writing

3 min read

The seven frictions, and how to find yours in two hours

Almost every delay between an approved idea and a live user lands in one of seven places. A whiteboard, two dates and the people who waited are enough to find yours.

Adapted from Chapter 3 of The Seven Frictions

2 min read

Walk one use case yourself, end to end

The exercise I ask every IT leader to do before anything else. Pick one small use case, stay with it from idea to production, and write down every wait.

Adapted from the introduction to The Seven Frictions

Tell me what you want to ship.

I read every message myself. If there is a fit, the call is with me, not a sales team.