Search platform architecture
Complex product engineering where customer experience, commercial pressure and technical performance all matter.
Product and Technology Director
VillarDavid
Twenty-five years building software, and the businesses that have to sell it.
Now: putting applied AI into production, where it has to hold up.
About
Close enough to the work to know what is real.
I started as a software engineer, then moved into product, commercial strategy, team design and the operating details that decide whether an idea survives.
Today I work with leaders who need technology to earn its keep. We clarify where the business is going, turn that direction into specific outcomes and decide what needs attention. We keep a small set of measures close to the work so the team can adjust early.
Industries
Technology leadership spanning architecture and the operating model.
SEO content publishing platform
A publishing platform that organises property content into SEO-enriched information silos, making those topic structures easier to create, publish and expand.
Operational inventory systems
Software built around how the operation actually runs and the people responsible for keeping it moving.
Technology leadership through scale
Technical leadership for a growing distributed operation, from architecture and team design to commercial priorities.
Building across four ventures
Founder, director and advisor roles spanning digital products, applied AI, growth and human-centred outsourcing.
Current ventures
Four separate businesses with a shared interest in useful capability and better commercial outcomes.
Each organisation has its own structure, services and responsibilities.CASPRCo-founder
A digital agency bringing strategy, creative work and technology together, with practical AI where it helps.
Whitetower DigitalDirectorTechnical strategy, software delivery and day-to-day digital operations for ambitious businesses.
Staff Connect AustraliaDirectorHuman-centred outsourcing and offshore capability for Australian businesses.
Sentrico AIAI consultantApplied AI strategy and technical advice, from production deployment to team enablement.
Writing
I write to make my thinking inspectable.
Long-form articles sit alongside informal blog posts, videos and shorts.
Recovering an automated workflow after a partial failure
When an automated workflow stops halfway through, some of its changes may already exist in other systems. Before restarting it, establish what completed and which actions can be repeated safely.
Budgeting and governing an AI workflow after the prototype
I start with the full operating cost: review, support, failed runs and the work needed to keep source data usable. A cheap model call can still sit inside an expensive process, and that process needs an owner after the prototype is approved.
Managing review when coding agents outpace it
The pressure point appears when agents can produce changes faster than people can inspect them. This article starts there and works back through task definition, isolated execution and the merge controls needed to keep review meaningful.
Designing an auditable AI capability assessment
An AI-assisted assessment can collect conversational evidence while a deterministic ruleset produces the score. This guide develops that architecture through versioned rules, fixtures and an audit record a reviewer can reproduce.
Advice grounded in delivery.
I work with founders and leadership teams on product direction, AI adoption, operating systems and technology decisions with real consequences.
“The strongest strategy still has to survive contact with customers, software, budgets and the people doing the work.”
Villar David
Now
Current lines of work and questions worth staying close to.
- Putting applied AI to work in production workflows
- Making business systems easier to run and change
- Building technical capability that becomes more useful over time
Contact
Let’s talk about the work.
I’m open to engagements in product, technology and applied AI, as well as opinion pieces and articles. If 15 minutes of advice would help with a decision you’re facing, get in touch.
villar@villardavid.com.auRead about how I can contribute to your project, or send me an enquiry.
Ways to engage me Get in touch