Portrait of Datta Vellal
Dattatreya Subramanya Vellal (Datta Vellal)

Software Competency Lead, PhilipsRochester, Michigan


From a course to daily regulated work

  1. Reached

    People who saw the course

    • 4,103people saw the announcement of my AI-assisted coding course2025
  2. Coached

    People in the room

    • 492learners in the 2025 Philips University program I led2025
    • 1,000+engineers, managers and analysts in AI sessions in 20262026
  3. Teaching others

    People who now run their own sessions

    • 34trainers coached so teams could lead their own AI adoption2025
  4. Using it at work

    AI in regulated engineering work

    • 4businesses using the AI traceability platform for regulated software, with two more planned for 2026Measured2026
    • ~3,000issues triaged with AI on live Ultrasound data2026
Each step counts a different group of people, so the steps are not subsets of one another. The last step is AI in day-to-day regulated work.

How firm each number is

Estimates are labeled as estimates. Each row links to the entry that holds the evidence.

Each headline number, my part in it, and how firm it is
NumberMy partHow firmWhere it comes from
4businesses adopted the AI traceability platform for regulated softwareConceived and guidedMeasuredPiloted in three businesses in early 2026. A fourth adopted it after the pilot, and two more plan to in 2026.See the evidence
40h to 10hvalidation effort per releaseConceived and guidedEstimateEstimate by systems engineers at the first demo, not a measured result.See the evidence
10/10NPS for the platform, from two businessesLedReportedReported by the program leader, who called each score a bull's eye.See the evidence
4.5 to 7.6self-rated AI confidence out of 10, after a three-day workshopDesigned and taughtReportedOne engineering team, surveyed before and after.See the evidence
€3.5M a yearpotential efficiencies across a portfolio of 8 AI initiatives, one of them mineLed one of eightReportedReported by an internal innovation program as potential annual value. It is not realized savings, and not mine alone.See the evidence
~€3.45Mfurther savings identifiedLead coachEstimateIdentified in 2021 as future savings, not realized.See the evidence

Five companies, newest first

One square for each achievement with evidence. Orange squares involve AI.

  1. 2021 to nowPhilips North America66 with evidence, 25 with AITook the traceability platform from a three-business pilot to a fourth business
  2. 2018 to 2021Philips India28 with evidenceDesigned and ran the company's bar-raiser hiring program
  3. 2016 to 2018Amazon India18 with evidence, 1 with AILed the fraud check for the Amazon Pay India launch
  4. 2013 to 2015Exeter India16 with evidenceVermont's public deadline, met
  5. 2007 to 2013IBM India17 with evidenceNamed the most influential Technical Experts Council member in India

Recent thinking

Validation is the product

Most AI agent frameworks obsess over executing the next step. The ones that survive production obsess over when to stop.

Read it →

Every essay


Who vouches for the work

156 recorded voices from 2012 to 2026, at all four employers and outside work.17 are LinkedIn recommendations.The rest are reviews, messages, awards and session feedback.

Recorded voices by employer and by where the person stood relative to me
IBM 6Exeter 26Amazon 18Philips 104Outside work 2
Above me2 from IBM15 from Exeter10 from Amazon27 from Philips1 from Outside work
Beside me4 from IBM9 from Exeter5 from Amazon21 from Philips0 from Outside work
People I led or hired0 from IBM2 from Exeter0 from Amazon3 from Philips0 from Outside work
Learners and hosts0 from IBM0 from Exeter3 from Amazon53 from Philips1 from Outside work

“His domain expertise and structured approach transformed ambiguity into an actionable, transparent roadmap.”

Systems Test Architect, Ultrasound, Philips, 2026

Point at a square to read what that person said. Each one links to its record.

Three LinkedIn recommendations from 2025

“Datta is a natural leader who inspires and motivates people across all levels, regardless of reporting lines, seniority, or team boundaries.”

My managerRob NicholsonFormer head of worldwide Software Excellence, and my managerPhilips, 2025

“I discovered that Datta is a master of leading digital transformation through influence.”

A peerIan WatsonSoftware Excellence colleaguePhilips, 2025

“His ability to report on projects involving software development or CI/CD in a manner accessible to C-level executives consistently garnered substantial corporate sponsorship.”

An engineer I hiredFernando José VieiraPrincipal engineer, hired by mePhilips, 2025

Read them all on LinkedIn

Every recorded voice, grouped by who said it