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White Paper — AI Automation

From automation to AI: a framework for getting started.

Most AI initiatives stall because one word is covering four different things — from a scheduled batch job to an autonomous agent. This paper gives leaders a shared vocabulary, a screening instrument, and a realistic path from stalled ambition to a working, measurable pilot.

James Truesdale, MS · Managing Partner · August 2026 · Free on request

OnTarget Consulting Services, LLC · White Paper

From Automation to AI

A Framework for Getting Started — Why Most AI Initiatives Stall, and the Disciplined Path to a Working Pilot

James Truesdale, MS · PMP® CSPO® CSM® ITIL®
Carnegie Mellon University · Heinz College
▲ “FAVOR SMALL, PROVABLE WINS OVER ONE LARGE BUILD.”

What's Inside

The argument, section by section.

  1. The Problem: One Word, Four Meanings

    Why undifferentiated “AI” scoping collapses projects: governance mismatches, tool-first decisions, and ambition-led pilots that exhaust sponsorship.

  2. The Four Levels of AI Maturity

    Automation, Predictive, Copilot, Agentic — a maturity sequence, not a menu, with governance sized to each level's actual risk.

  3. The Screening Instrument

    Eight yes/no criteria that decide which ideas earn a place on the roadmap, with scoring bands: 6–8 yes = Phase 1; 3–5 = second wave; 0–2 = parked.

  4. The Methodology

    Five steps from stalled list to working pilot: collect and screen, rank impact vs. effort, scope the tool decision to the winners, pilot with a before/after metric, scale on evidence.

  5. Governance That Matches the Level

    Why agentic AI is built last — on top of demonstrated delivery discipline, not ahead of it.

Who It's For

Written for the leaders who own the outcome.

Executive

Sponsors & Operations Leaders

A credible way to restart a stalled initiative — and defend the sequencing to the board.

Delivery

Transformation & IT Leaders

The screening discipline that ends scoping debates and protects the first pilot's success.

Teams

Process Owners

A shared vocabulary for proposing automation ideas that actually advance.

Request the Paper

Free, by request.

Complete the form and the paper will be sent to your business email. Requests are read personally by the Managing Partner — expect the paper, not a sales sequence.

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Have a list of ideas and a stalled initiative?

The AI Automation Planning pathway applies this framework as a screening workshop, ranked roadmap, and pilot governance support.