2021 to now
Philips North America
Took the traceability platform from a three-business pilot to a fourth business
Responsible AI · regulated medical softwareMy focus here is digital transformation in regulated software and systems development, through the responsible use of AI.
Oct 2026Philips North America
2026 Anytime Feedback Across Seven Locations
“Making others feel safe is extremely important for progress, collaboration, and true innovation. His willingness to help is an example for all.”
Quality Program Manager, Philips, 2026 
- Document
- 3 quotes
Oct 2026Philips North America
Presented at Philips' first Innovation Engineering Impact Showcase
- Before
- The technical work could have remained known mainly to the teams already using it.
- The call
- Present the technical story to a broader engineering audience.
- What changed
- The post-event message listed me among the speakers and thanked everyone who contributed to the showcase.
- Responsible AI · regulated medical software
- Document
Sep 2026Philips North America
4
businesses use the AI traceability platform I conceived, with two more planned for 2026
Pilot, early 2026: three businesses
After the pilot: four, with two more planned (hollow)
- Responsible AI · regulated medical software
- 1 quote
Sep 2026Philips North America
1,007
people in my AI sessions from January to September 2026
Running total by month
Teams asked for 13 of the 27 sessions. Rated 8.7 out of 10 on average.
- Responsible AI · regulated medical software
- Document
Aug 2026Philips North America
Proposed a shared knowledge layer for AI agents
- Before
- Each AI tool would build and govern its own copy of the same context.
- The call
- Invest once in a shared, governed layer.
- What changed
- It fed the 2027 business case.
- Responsible AI · regulated medical software
Jul 2026Philips North America
10,985
semantic chunks
- 994graph nodes
Built a regulatory knowledge layer proof of concept
- Responsible AI · regulated medical software
Jun 2026Philips North America
8.87 to 10
rating out of 10 across a three-part AI series I ran for business analysts
8.87Part 182 people9.46Part 210110Part 384Scale from 8 to 10
Their community lead called the sessions the top recommended material of the year.
- Responsible AI · regulated medical software
- Document
- 1 quote
Jun 2026Philips North America
~3,000
issues triaged
Coordinated AI triage of about 3,000 issues
- Responsible AI · regulated medical software
May 2026Philips North America
10/10
NPS
First business
Second business
Two businesses gave the platform a perfect 10
- Responsible AI · regulated medical software
Apr 2026Philips North America
Took AI defect triage from proposal to funded plan
- Before
- The funded idea would start without agreed scope, governance or architecture.
- The call
- Agree scope, governance and architecture options before any build work starts.
- What changed
- The initiative moved from proposal into a funded, scoped six-month engagement.
- Responsible AI · regulated medical software
Apr 2026Philips North America
Took the AI work to the company's Innovation Impact Week
- Before
- The platform would stay known mainly to the businesses already using it.
- The call
- Use a company-wide stage to reach architects, verification and validation teams and quality professionals.
- What changed
- New teams asked for demos and for help judging the platform's fit, and the team was asked to arrange a walkthrough with the CIO.
- Responsible AI · regulated medical software
Mar 2026Philips North America
Released AI test-gap detection
- Before
- Teams would find untested requirements by hand, late in the release.
- The call
- Roll out one business at a time, after its data is validated.
- What changed
- Live for the first business on 8 March, with advanced search added for all current users.
- Responsible AI · regulated medical software
Mar 2026Philips North America
Released AI impact assessment
- Before
- Teams would re-verify every requirement each release, whatever had changed.
- The call
- Build each capability on the same trace graph, one release at a time.
- What changed
- Teams could see which requirements a change touched before deciding what to re-verify.
- Responsible AI · regulated medical software
Feb 2026Philips North America
3 x 30
seats, all filled
Expanded AI courses to meet demand
- Responsible AI · regulated medical software
Jan 2026Philips North America
Delivered the first release of the AI traceability platform
- Before
- Traceability would stay manual, spread across documents and tools, and slow to audit.
- The call
- Model the trace as a knowledge graph on top of existing tools, with people approving every link.
- What changed
- Release data from three business teams was traceable end to end in one place, and the milestone review confirmed the project was on track.
- Responsible AI · regulated medical software
Dec 2025Philips North America
4.5 to 7.6
self-rated AI confidence out of 10, before and after a three-day workshop I designed and taught
Before: 4.5After: 7.6One engineering team, surveyed before and after.
- Responsible AI · regulated medical software
- Document
Dec 2025Philips North America
2025 review: led the move from AI experiments to value
- The call
- Deploy AI tools teams can use at scale and use them to simplify compliance work.
- What changed
- 19 anytime feedback entries from colleagues in several countries, from engineers to the head of quality and reliability engineering.
- Responsible AI · regulated medical software
- Performance review
Nov 2025Philips North America
Brought compliance checks into the company AI platform
- Before
- The check would stay a personal tool that teams had to ask me for.
- The call
- Put the check on a platform teams already use, with no license needed.
- What changed
- Available to any team on the platform; a user said it made requirements review much simpler.
- Responsible AI · regulated medical software
- Document
Oct 2025Philips North America
10
NPS
Scored a perfect 10 on a product quality review
Sep 2025Philips North America
Built an AI agent for regulated requirements
- Before
- Requirement gaps would surface late in reviews and audits.
- The call
- Keep a person deciding; let the agent point to evidence.
- What changed
- Other teams requested access; it later became an official asset of the company's AI platform.
- Responsible AI · regulated medical software
- Document
Sep 2025Philips North America
492
learners in a 33-session program I led with Philips University, rated 8.9 out of 10
One square per session. Orange: the 23 I taught myself
- Responsible AI · regulated medical software
- Document
- 1 quote
Aug 2025Philips North America
9.2/10
rating
9.2 out of 10
Taught an engineering community to use AI, rated 9.2 out of 10
- Responsible AI · regulated medical software
Jun 2025Philips North America
34
trainers coached
Coached trainers so teams could lead their own AI adoption
- Responsible AI · regulated medical software
- Message
- 1 quote
Mar 2025Philips North America
4,131
people reached
- 83program NPS
Taught teams to prioritize technical debt with data
- Document
Feb 2025Philips North America
4,103
people reached by the announcement
Brought AI-assisted coding to Philips University
- Responsible AI · regulated medical software
- Document
Feb 2025Philips North America
Recommended by my former manager for leadership and DORA gains
“His efforts have led to significant improvements in our DORA metrics for both traditional software and SaaS projects.”
Former head of worldwide Software Excellence, Philips, 2025 - 1 quote
Dec 2024Philips North America
Mentoring recognized
Dec 2024Philips North America
104
connects
- 28pieces of feedback
2024 review: turned an indifferent business into a partner
- 2 quotes
- Performance review
Oct 2024Philips North America
Wrote on influence without authority
Oct 2024Philips North America
Health-data scanner adopted in a cloud playbook
Oct 2024Philips North America
Presented virtualization at the Innovation Forum
Sep 2024Philips North America
Supported a project through its program gate
Jul 2024Philips North America
250+
participants
Led Developer Days India for 250+ engineers
- Document
Jun 2024Philips North America
8.6/10
rating
8.6 out of 10
Designed and taught a SOLID principles series
- 1 quote
Jun 2024Philips North America
Static analysis built into a platform's pipeline
“Thanks to your valuable support, I was able to integrate SonarQube in AppEngine successfully.”
Engineer, Philips, 2024 - 1 quote
Jun 2024Philips North America
~3 min
test run on a virtual machine
Led a proof of concept to run ultrasound tests on virtual machines
- Document
- 1 quote
Feb 2024Philips North America
A director asked to adopt code-health analysis
“Thank you for the informative session on CodeScene yesterday. Was quite impressive and many of the features discussed could facilitate some of Ultrasounds' objectives.”
Director of Engineering, Ultrasound, Philips, 2024 - 1 quote
Feb 2024Philips North America
Kubernetes advice for a platform team
Feb 2024Philips North America
Code-review improvements for a product team
Feb 2024Philips North America
Craftsmanship report recognized company-wide
- What changed
- Data covered over 80% of the software community.
Dec 2023Philips North America
24
pieces of requested feedback
2023 review: all three goals above expectations
- 1 quote
- Performance review
Nov 2023Philips North America
1,569
people reached by the results post
Organized the US developer portal hackathon
- Document
Oct 2023Philips North America
A mastery chat with a data science team
Oct 2023Philips North America
Shared interviewing resources
- The call
- Reuse the bar-raiser program.
- What changed
- The team asked for a session.
Oct 2023Philips North America
Unblocked a team's static-analysis build in an hour
- Before
- The team would lose more days on setup.
- The call
- Pair right away rather than schedule a consultation.
- What changed
- They got their first successful build.
Sep 2023Philips North America
Demoed AI coding tools at a Cambridge launch event
- The call
- Show, not tell.
- What changed
- Leaders thanked the hosts publicly.
- Responsible AI · regulated medical software
Sep 2023Philips North America
Thanks from the head of software excellence
“I just wanted to add my personal thanks to you for your work on the launch event.”
Head of worldwide Software Excellence, Philips, 2023 - 1 quote
Sep 2023Philips North America
Five years at Philips
Sep 2023Philips North America
Reviewed an SBOM automation
- What changed
- The team incorporated my inputs.
Aug 2023Philips North America
Brought code-health analysis into a product pipeline
- Before
- Code health would stay invisible until defects appeared.
- The call
- Put the analysis in the pipeline, not in a report.
- What changed
- The business reviewed it in its progress dialogue.
Aug 2023Philips North America
Demoed code-health analysis to a quality team
- The call
- Show the tool on real code.
- What changed
- The quality team followed up on integrating it.
May 2023Philips North America
Named in the Software Excellence Awards announcement
May 2023Philips North America
~50
engineers attended
- 1,103people reached by the announcement
Designed and ran a hands-on code quality workshop for about 50 engineers
- Document
Mar 2023Philips North America
Feedback on mentoring
Feb 2023Philips North America
A team member on my mentoring
“The clarity and details you provide before sharing the work help me understand the purpose of the work and the expected outcome, allowing me to get started on the work and finish it on time without any struggle.”
Software Technologist, Philips, 2023 - 1 quote
2023Philips North America
138
projects analyzed
Led a company-wide software craftsmanship report on 138 projects
Dec 2022Philips North America
17
feedback responses
17 pieces of feedback from colleagues in four countries
- 2 quotes
Dec 2022Philips North America
2022 review: guidance of new joiners above expectations
- The call
- Focus the year on two areas, end-to-end assessment of the SaaS factory pilots and reusable workflows for the tools teams use.
- What changed
- Overall Performing, with guidance of new joiners rated Exceeds and teaming rated Role Model; the reusable assets were gaining traction among pilot projects.
- Performance review
Nov 2022Philips North America
Helped a SaaS team take its regulated pipeline from architecture to Alpha
“Without this fusion team, SaaS team as a single entity would not have been able to achieve the same in a span of 2 PIs.”
Project lead, SaaS, Philips, 2022 - 1 quote
Oct 2022Philips North America
Coached a SaaS team on reusable CI workflows
“Thank you for all the time you have given us so far. We have thoroughly enjoyed the learning.”
Software engineer, SaaS team, Philips, 2022 - 1 quote
Sep 2022Philips North America
Owned the software track of the graduate program
- Before
- Graduate trainees in different countries would rotate through software assignments without a mentor.
- The call
- Run the track through monthly connects so every trainee knows their options.
- What changed
- The program office turned to me to onboard new trainees and to guide their rotations.
2022Philips North America
67 to 78
average assessment score
Before: 67After: 78Owned the program that raised the average craftsmanship score from 67 to 78
2022Philips North America
months to minutes
time to wire a project to the required security scanner
Time to wire a project to the security scanner
Before: monthsAfter: minutesLed InnerSource adoption that cut security-scanner setup from months to minutes
- 1 quote
Dec 2021Philips North America
3
goals rated Exceeds Expectations
2021 review: promoted, with three goals above expectations
- 2 quotes
- Performance review
Also at Philips North America: 38 more entries without a card
2026
- OctA direct report recommends me as a mentor
- SepSupplied impact, scaling, resource and risk inputs to the 2027 contextual intelligence layer business case
- SepApproved enrollment beyond capacity for the final 2026 Copilot session (39 registered, 16 waitlisted)
- SepAdvanced the AI design-checklist study to decision support, with experts making the final call
- SepNamed solution architect for the contextual intelligence layer in the 2027 resource model
- JulSupported the defect-triage project through Milestone 1, with AI search matching failures to known issues
- JulTaught a Microsoft 365 Copilot training session
- JulDefined five PLM integration use cases, with stories and acceptance criteria, as IT's requirements baseline
- JunCoordinated the defect-triage team to its first sprint demo, on live Ultrasound test data
- JunSecured approval for his cross-domain knowledge graph proposal on the existing accelerator budget
- MayMoved defect triage from plan to first end-to-end output, with a deterministic workflow and human validation
- MayCompleted the Ultrasound benefit-risk AI proof of concept and aligned the business on a broader data layer
- MayHelped kick off the funded AI defect-triage project with daily standups, a requirements package and governance
- AprSecured round-2 AI accelerator funding (EUR 29K) for the traceability platform, tied to a joint roadmap
- AprDelivered the first usable traceability platform staging environment to an image-guided therapy business
- MarGot his requirements AI agent adopted as an official asset of the company AI agent platform
- MarExtended the traceability platform to a pilot with a new team, starting with release-wide traceability
- MarShaped and submitted two AI accelerator proposals, for Ultrasound defect triage and test-case generation
- FebTaught the Philips University course on DORA and continuous value delivery
2025
- OctDemonstrated the requirements agent generating test scenarios from requirements
- OctStarted an Ultrasound test-log analysis project that grew into an AI defect-triage initiative
- SepPresented the requirements and test-generation AI agent to the software technical advisory board
- SepPosted a reflection on seven years at Philips
- MayRecommended for any software management position by a principal engineer he hired
- MayEarned the code-health academy Developer Course certificate, Foundation level
- MayEarned the code-health academy Developer Course certificate, Intermediate level
- MayEarned the code-health academy certificate in Mastering Technical Debt
- AprTaught the Leading Continuous Value Delivery course
- MarEarned Google's Prompting Essentials certificate
- FebRecommended by a Software Excellence colleague for leading digital transformation through influence
2022
- DecOnboarded a new graduate trainee and advised on her next rotation with her line manager
- NovBuilt IssueOps automation so people could get InnerSource artifact access through a GitHub issue
- SepGraduate trainee feedback: kept every trainee informed of their options and comfortable in their assignments
- JulPresented session 3 of the GitHub Tech Talks summer series, on templating in GitHub, for a global audience
- MarContributed the analysis that helped a campus-wide initiative pick its outsourced test vendor
- YearRan end-to-end assessments of SaaS factory pilots and built reusable workflows that pilots began to use
Role
- Sep 2026Named solution architect for the contextual intelligence layer in the 2027 resource model.
- Nov 2021Promoted to Software Excellence Competency Lead and transferred from Philips India to Philips North America to run software excellence programs for North American and Latin American businesses.
Scope and responsibilities
- Set the software excellence strategy and KPIs for US and Latin American businesses within the global strategy, agreed them with business leaders and senior executives, and reported progress to senior leaders each quarter and cost savings to finance and business leaders.
- Owned assessment-led programs on software quality, reliability, security and regulatory compliance, from document reviews, stakeholder interviews and data analysis to a plan built with cross-functional leaders, results reported to business heads and a follow-up six to twelve months later.
- Led InnerSource adoption with US and Latin American businesses, brought engineering teams into the Software Craftsmanship program through change champions, and directed software due diligence on acquired businesses against ISO 13485, ISO 14971 and IEC 62304.
- Led cross-functional, geographically diverse teams across the Software Center of Excellence throughout my Philips career in India and North America, with full accountability for digital transformation outcomes: delegating execution, recommending hires, and owning performance reviews and career-progression decisions across a team spanning 6 nationalities and 12 locations.
- Raised the hiring bar for US and Latin American teams by mentoring leaders and architects on interviewing and interviewing for senior roles, and built software competency frameworks delivered through Philips University.
- As Software Competency Lead, directed AI-enabled transformations for regulated engineering, including an AI-assisted traceability platform piloted in three businesses and adopted by a fourth and a requirements agent that checks requirements against IEC 62304.
- Our Software Competency team became part of Innovation Engineering during a reorganization; my title, role and responsibilities remained unchanged.
- Delivered skills across the engineering organization with a 33-session Philips University program for 492 learners and 27 AI sessions for more than 1,000 people in 2026, and in Sep 2026 was named solution architect for the contextual intelligence layer.
Signature work
- 01
Took an AI-assisted traceability platform from a three-business pilot to a fourth business
Set the design, secured funding and guided the team from a first milestone on three teams' release data in January 2026 to adoption by a fourth business after the pilot, with two more planned for 2026; two businesses scored the work 10 out of 10.
- 02
Built practical, compliant AI skills across the engineering organization
Designed and led a 33-session Philips University program for 492 learners, taught 27 AI sessions to more than 1,000 people in 2026, and built an agent that checks requirements against IEC 62304.
- 03
Quality programs with measured results
Owned the craftsmanship assessment program that raised the average score from 67 to 78, led InnerSource adoption that cut security-scanner setup from months to minutes, and led the 138-project State of Software Craftsmanship report.
In numbers
- 3businesses in the pilot, 4 using it after
- 33Philips University sessions, 492 learners
- 27AI sessions, 1,000+ people
- 138projects analyzed
- 250+at Developer Days India
What people said
“You created a relationship in the face of indifference towards SWE from the BU and turned it into a trusted relationship.”
“His efforts have led to significant improvements in our DORA metrics for both traditional software and SaaS projects.”
Year by year
- 2026
Guided the team behind the AI-assisted traceability platform from its first milestone in January through a pilot in three businesses to adoption by a fourth, with two more planned for 2026 and two businesses scoring it 10 out of 10. Won funding for an AI defect-triage project with Ultrasound and coordinated it through its first milestone, taught 27 AI sessions to 1,000+ people and co-wrote the proposal for a shared knowledge layer for AI agents. Was named solution architect for the contextual intelligence layer in the 2027 resource model.
34 events
- 2025
Owned a goal to lead the move from AI experiments to value, rated Exceeds. Led a 33-session Philips University program for 492 learners, built an AI agent that checks requirements against IEC 62304 and brought it onto the company AI platform, and coached trainers so teams could carry AI adoption themselves. One team's AI confidence rose from 4.5 to 7.6 in three days.
22 events
- 2024
As Software Excellence Competency Lead managing nine competency experts, turned an indifferent business relationship with Ultrasound into trust and led the proof of concept that first ran its test suites on virtual machines. Led the team that organized Developer Days India for 250+ engineers, held 104 connects with 389 colleagues and brought static analysis and code-health tooling into product pipelines.
14 events
- 2023
I supervised software competency experts in North America, building on earlier supervisory experience in Philips India. I led the State of Software Craftsmanship report on 138 projects, ran the Back2Basics workshop for about 50 engineers and organized the US developer portal hackathon with the Software Excellence team. All three goals were rated Exceeds Expectations, and feedback from the businesses was 100% positive.
16 events
- 2022
Owned the craftsmanship assessment program, which raised the average assessment score from 67 to 78. Led InnerSource adoption in business units, where shared GitHub workflows cut the setup of a required security scanner from months to minutes. Helped a SaaS team take its DevOps pipeline to a working Alpha with design history and test automation built in, and led the graduate program's software track.
13 events
- 2021
Promoted to Software Excellence Competency Lead in November and transferred from Bengaluru to Philips North America to lead software excellence programs for North American and Latin American businesses. Three goals were rated Exceeds Expectations, including changing how teams work through those programs, and my manager called me a steadying force through the team's shift to continuous value delivery.
3 events
What I took from it
North America is where I learned to lead AI-enabled transformation in regulated software. Trust comes before tooling: listen to what a business needs, show a working result, then scale it, which is how the traceability platform went from a pilot in three businesses to a fourth that chose to adopt it. In regulated work AI earns its place only when a person can see, check and own every decision it touches, so I surface the evidence for a person to judge before automating the judgment. Leading a global team taught me that my job is to make that standard easy for others to hold, not to hold it alone.