Organizational Transformation, Delivery Leadership, Product Strategy & Agentic AI

Rick's leadership expertise focuses on effectively guiding organizations toward the successful realization of their objectives — from transformation strategy to delivery at scale, product operating models and agentic AI.

Business Admin Doctoral Candidate · MBA · SA · A-CSM

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Transformation · Delivery · Product · AI

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Organizational transformation, delivery approach, product strategy & AI advisory.

Short-term engagements, fractional leadership, and workshop intensives. Pittsburgh-based, remote-friendly.

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More Clarity, Less Noise

by Rick Pollick

Two volumes — writings on mindset, people, process, product, data, and AI.

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Latest writing

Blog.

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Jun 12, 202613 min read

Valuestream Episode 2: Trust the Number That Hurts. The Metrics That Lie in the Agentic Era, and What to Measure Instead

Two leaders, two trusted numbers, two metrics that looked great and lied. Episode 2 of Valuestream walks the delivery metrics that were built for a pre-agentic world and quietly stopped working the moment agents started authoring code. The five-metric replacement layer for engineering (outcome latency, reviewer load, rework ratio, time to restore, production confidence) plus dependency density for programs. Full show notes, the framework, the case study, the migration plan, and the Spotify embed.

Jun 8, 202611 min read

Evals Are the New Acceptance Criteria: Rebuilding Definition of Done for AI Features

Acceptance criteria were built for software that behaves the same way every time. AI features do not. Here is how delivery leaders rebuild Definition of Done around evals, graded thresholds, and a quality stack of evals, guardrails, and observability so probabilistic features ship with confidence.

Jun 1, 20269 min read

Dependency Density: A Better Risk Signal Than Critical Path for AI-Era Programs

Critical path was built for projects with clean linear chains. Modern programs do not look like that anymore. Dependency density is the metric that actually predicts which clusters will slip, and how to score, track, and act on it.

May 28, 202629 min readMembers

Give Your AI Agent a Brain: The Contextual Proxy Pattern for Targeted Context

Most AI agents fail not because the model is bad, but because the agent shows up every morning with no memory, no voice, no priorities, and no idea what your week looks like. A targeted "brain" fixes that. The contextual proxy pattern, the six components, the five-phase loop, the multi-repo and multi-target patterns, the four cadences that grow the "brain" over time, the layered guardrail model, a seven-step getting-started guide, ROI math, and the three failure modes that quietly kill the discipline.

May 25, 20269 min read

DORA Metrics in the Agentic Era: Why Deployment Frequency Stops Being a Signal

DORA metrics defined modern software delivery for a decade. With agentic AI shipping code on its own, deployment frequency and lead time can lie to you. Here is the new metric stack engineering leaders actually need.

May 25, 202611 min read

Valuestream Episode 1: See It, Own It, Move It. Where Value Actually Flows in Modern Software Delivery

The launch episode of Valuestream. Nine senior people in a room, forty-five minutes blocked, one decision on the table, and nobody makes it. This is the quietest failure mode in modern delivery, and the three-word fix you can ship in a Google Sheet on Monday. Plus the operating model, platform engineering, and agentic AI layers that turn that one fix into real value flow. Full show notes, the framework, the data, and the Spotify embed.

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Apps

Rick's personal projects.

Built to make delivery, operations, and everyday life a little less boring.

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Episode 2 — Live

Valuestream.

Where value actually flows.

Episode 2: Trust the Number That Hurts. The metrics that lie to you in the agentic era. Why DORA and critical path are both failing the same way, the five-metric replacement layer for engineering, and the dependency-density score that finally tells the truth about whether a program will ship. 20 minutes.

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What people say

“Rick is dynamic, thoughtful, energetic, inventive, inspirational, articulate, consultative, and driven. He excels at breaking down complex challenges, driving transformation, and building team capability through innovative problem-solving.”

Mark Wuslich — Colleague - Product Manager & Scrum Master — UPMC Enterprises

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