Reusable Integration & Automation Architecture
I push for generic, reusable architecture by default rather than the fastest one-off implementation, and drive that conversation even on systems other teams own. Examples: choosing a reusable Reverse Sync architecture over a hardcoded Salesforce sync so later CRM, Slack, and access-control automations could reuse the same trigger-condition-action model; and shaping the generic-framework direction on routing, even though the routing framework itself was built by another team. Both Salesforce and HubSpot native integrations have surpassed SpotDraft's internal target of more than $1M in revenue impact.
Reliability as an Operating System
The platform job is to take reliability out of heroics: stop using the primary database as a queue, remove single points of failure in routing, and make the product feel live instead of stale. Dashboards, ownership, incident follow-through, and on-call are how that operating system stays inspectable. The most important shift was from treating reliability as a sequence of incidents to treating it as an engineering system.
Platform leverage: build once, ship everywhere
Auth, access, tasking, automation, search, bulk operations, and shared UI should be foundations product teams consume, not puzzles they re-solve. I am pushing the org toward that golden path: migrating authorization to OpenFGA with staged shadow validation, adding explicit tenant ownership for multi-workspace support, and building modular frontend platforms and shared services so adding an audit log, a search index, or an AI tool takes minutes instead of a custom project.
AI-Assisted Engineering
Led SpotDraft's agentic SDLC: agent-ready backend and frontend codebases, an orchestrated spec-to-PR workflow, and adoption across teams. The goal was a development system that produces review-ready work, not more AI-tool usage. The same pillar includes MCP infrastructure so product teams can register agent tools on a shared gateway instead of each inventing one.
Developer Platform & Public APIs
Helped build a more self-service developer experience through improvements to SpotDraft's public APIs, API documentation, Public API UI, and Developer Portal. That is how external builders consume the platform. Internally, the larger bet is the golden path above — not a portal as the product.
Legal Intake: Building a Delivery System
Legal Intake was an important lesson in treating execution itself as something that can be engineered. I introduced spec-first planning, phased milestones, explicit ownership, Jira-based execution, QA ownership, visible risk tracking, and reusable planning templates. The value was not only shipping the project. It was creating a planning model that could be reused on later initiatives. It has already surpassed SpotDraft's internal target of more than $1M in revenue impact for this financial year.
Developer Experience
Building self-service systems, tooling, automation, documentation, APIs, developer infrastructure, and engineering workflows that reduce repeated coordination cost.
People development
Led promotion of 7+ engineers through explicit growth plans, stretch ownership, technical coaching, continuous feedback, and evidence-based promotion readiness.
SpotDraft Excellence Award (Q2 2025)
Recognized with SpotDraft's Excellence Award for going above and beyond as an engineering manager, with specific recognition for impact in leveling up the PED function and the product.