AI Operations & Product Operations Leader
Chad Holdridge
I author the methodology, governance, and semantic-layer frameworks that make enterprise AI products credible and audit-defensible. At SymphonyAI, that means a constrained-pipeline methodology, a cryptographic governance layer, and a domain semantic rulebook for an internal agentic insights platform across the active pilot portfolio. Outside the day job: a B2B SaaS in production with first customer live, and a personal multi-agent practice I use across my own projects. 25 years of multi-store P&L leadership underneath the AI work.
Featured work
All projects →Multi-Customer Retail Analytics Platform
Single config-driven platform serving 6+ grocery and convenience retailers (US + UK)
Agentic Insights Platform — Methodology & Governance (Internal Prototype)
Authored the methodology, governance, and semantic layer for an internal multi-agent insights platform; engineering implements; persona designs owned by another engineer
Agent Orchestration Hub
Hub-and-spoke system coordinating typed AI agent roles across the multi-agent stack I use on my own projects
Agent Governance Console
Governance and observability dashboard for the multi-agent stack I use across my own projects
B2B CPQ Sales SaaS
Multi-tenant configure-price-quote SaaS for industrial distribution
See it in action
A walkthrough of the Agent Governance Console — the central nervous system monitoring 7 AI agents across 5 projects.
How I work
Surface what customers need before they can articulate it. 3 years in customer success and solutions engineering, running field research, stakeholder interviews, and time-and-motion studies to find the problem behind the problem.
Design solutions balancing user needs, technical reality, and business goals. 68 documentation files covering KPIs, formulas, and business logic — because ‘make it better’ isn’t a spec.
Build consensus across engineering, design, and leadership to ship with confidence. ROI models, executive decks, and value narratives that drove adoption and shaped product roadmaps.
Direct cross-functional teams from concept through delivery, setting quality standards that compound. 25 years of operations leadership applied to product development.
What I bring to product
Conducted time & motion field studies across pilot stores, then built the automation that eliminated manual reporting entirely
Authored lost-sales attribution methodology grounded in academic OOS research (Gruen & Corsten) — became canonical reference for Value Engineering across CPG pilots
3 years in CS and solutions engineering — learned to identify what customers need when they can't articulate it, then translate into actionable specs
Aligned engineering, operations, and customer teams across competing priorities — automated executive reporting with trend analysis and AI-generated insights
Explain complex AI and data systems in non-technical terms to customers, executives, and cross-functional teams to drive adoption and shape roadmaps
Built dashboards, ETL pipelines, desktop apps, and SaaS platforms from scratch
68 documentation files covering KPIs, formulas, business logic, and API specifications
16 n8n workflows, 3x daily ETL pipelines, self-learning knowledge capture system