AI adoption across engineering workflows
Driving AI adoption across engineering teams at enterprise scale as Technical Product Owner for .NET, alongside ongoing developer experience and platform modernization work.
AI solutions that deliver real value,and help your business grow.
I help companies and teams figure out where AI genuinely helps, then build it. That runs from an honest first assessment to something running in production that people actually use. It holds whether you're a small team automating real work or a large organization rolling AI out across engineering.
My background is engineering, so the work stays hands-on. I build it, not just advise on it. Two decades of that, most recently leading platform and AI work inside a large bank. The interesting problems are rarely about the tools themselves.
Six areas I work across, from working out where AI belongs to the platform work that keeps it running.
Working out where AI genuinely pays off and where it does not, before anyone commits a budget. A shortlist of real use cases, what each one is worth, and what each one costs to run.
Designing the system around the model: retrieval, tools, agent workflows, and evaluation, shaped to fit how people already work rather than replacing it wholesale.
The part most pilots never reach. Deployment, monitoring, cost control, and the guardrails that let something run day after day without supervision.
Rollout across a team or a whole organization: standards, templates, and hands-on enablement that turn a tool everyone has into a tool everyone uses.
The systems underneath. APIs, services, and cloud infrastructure built to carry this work rather than have it bolted on afterwards.
Leading engineering teams, owning product roadmaps as a Technical Product Owner, and setting standards that outlast a single release.
What I've built and shipped recently, mostly at enterprise scale within financial services.
Driving AI adoption across engineering teams at enterprise scale as Technical Product Owner for .NET, alongside ongoing developer experience and platform modernization work.
Owned the roadmap and release cycles for the Orchestra .NET product, and led development enablement through enterprise libraries, templates, and starter kits used company-wide.
Migrated enterprise .NET Framework applications in Home Lending to .NET, Angular, and Kubernetes, with Terraform-provisioned infrastructure and CI/CD through Jenkins and UrbanCode.
Led a .NET team building the My Wells Fargo Deals rewards program and a one-time passcode service for mobile wallets, on debit card systems at enterprise scale.
Twenty years of enterprise software, most of it in financial services, and most of it hands-on.
Developer experience and platform modernization at enterprise scale. Technical Product Owner for .NET, and driving AI adoption across engineering workflows.
Led development enablement: enterprise libraries, templates, and starter kits used company-wide, plus the roadmap and release cycles for the Orchestra .NET product.
Migrated enterprise .NET Framework applications to .NET, Angular, PCF, and Kubernetes, with Terraform-provisioned infrastructure and CI/CD through Jenkins and UrbanCode.
Led a .NET team building web applications and event-driven batch jobs for debit card, including the My Wells Fargo Deals rewards program and a one-time passcode service for mobile wallets.
Built the external SaaS REST API, customer portal, and job-processing services at a fraud-prevention startup, on SQL Server, Cassandra, and AWS.
Built profitability and reporting applications for the Advisor Services finance team, including SSAS OLAP cubes and Splunk dashboards for usage and error trends.
Led development for the Chase Auto Finance customer experience BI portal, and delivered its access management application for tracking employee security access.
Built and supported the Chase Auto Finance BI portal application suite on ASP.NET and Oracle, replacing manual business processes with automated solutions.
Built intranet and B2B portal applications for a global electronics distributor. Two-time Avnet Results award winner and an ACE customer experience award winner.
Systems administration, help desk, and application development across two state agencies, including a custom reporting application and VMware and Exchange environments.
Sites for Atlanta Magazine's Dream Home charity event, Lewis Reeves Homes, and Dan Sperling Video & Film, including an online store with a search strategy behind it.
The rules I hold to on every project.
A good architecture doesn't matter if the team never adopts it.
Templates and standards only spread if I use them alongside the team, not just mandate them.
A rollout isn't done when it ships. It's done when the team actually uses it.
Open to conversations about enterprise .NET platforms, AI adoption, and engineering leadership.
Enterprise .NET platforms, AI adoption strategy, engineering leadership, or a second opinion on a migration already in flight. Reach me at hello@justintaylor.md.