AI Operations Review

See where access stopped turning into work before you fund more training or tools.

Most teams we work with have already rolled out ChatGPT, Copilot, or Claude. Access is expanding. A council or survey has usually happened. Plenty of people use the tools; far fewer are confident using them on real work. Leadership teams in mid-market manufacturing, banking, CPG, and regulated industries use the AI Operations Review to get an accurate read on what is actually in the way before committing more budget to training or tools.

Book the AI Operations Review — $997

Includes intake, a 60-minute diagnostic, and a written recommendation memo. Fixed fee, not a retainer. Not another rollout.
Fee credited toward any larger engagement within 30 days if you continue.

For leadership teams in manufacturing, multi-brand organizations, CPG, and life sciences.

Why the AI Operations Review Matters

Executives are under pressure to move AI forward, but most initiatives stall after the tools are already in place. Access expands, a council forms, a survey goes out — and progress still feels uneven. These situations usually share the same root issue: access without motion — use without confidence on real work. The AI Operations Review is designed to surface what’s stuck so you can decide what is actually worth funding next.

What we keep hearing from leadership teams

× We’ve rolled out ChatGPT or Copilot, but people still lack confidence using it in their actual work
× Access is expanding, yet people are using the most expensive models for simple tasks and burning credits
× An AI council or readiness survey happened, but prioritization and ownership are still unclear
× Training was delivered (or is being planned), but practical application to day-to-day workflows remains weak
× Previous use cases took longer than expected and didn’t perform the way leadership hoped
× Leadership wants speed, but no one is fully confident about the next move

These situations usually share the same root issue: access without motion on real work. The AI Operations Review is designed to surface that picture so you can decide what is actually worth funding next.

AI Operations Review

This is a diagnostic conversation, not a roadmap engagement.

Deeper work happens later if you continue — scoped sessions that change real workflows, or a longer ownership engagement when follow-through is the gap. The Review exists to get you an accurate read first.

Step 1

Intake

Share current tools, usage patterns, prior training or governance efforts, and the friction that matters most right now.

Step 2

Working Session — 60 minutes

A focused 60-minute conversation with the right stakeholders. We examine what is actually happening, not what the slide deck says should be happening.

Step 3

Recommendation Memo

You receive a short, decision-ready memo covering current state, likely constraints, and the most sensible next step. No obligation beyond the Review itself.

Within 48 hours of completion, you’ll receive the written recommendation memo and a clear next step.

What You Leave With

A short, honest read on where you actually stand, not a roadmap. You receive three things:

Notebooks, prompt patterns, and a documented workflow are not included in the Review — those come in later scoped sessions if you continue.

A clear read on current state

How the tools are actually being used (and underused), where confidence is low, where people are choosing the wrong models, and where previous efforts have stalled or underperformed.

Constraint identification

The real blockers, whether they are ownership gaps, unclear prioritization, weak practical application to day-to-day work, governance friction, or simply the gap between access and effective use.

One recommended next path

A specific recommendation on the most sensible next step. That might be targeted enablement, a focused workflow effort, structured fractional support, or the decision to pause and fix foundations first.

You leave with a written recommendation memo you can take into leadership conversations and a clear point of view on what is actually worth funding next.

What Leaders
Are Saying

From teams in manufacturing, banking, CPG, and life sciences that have worked with Pragmatic Digital.

ROI in 8 Weeks

"An ops and enablement lead at a mid-market commercial bank had a Copilot rollout that looked finished. Everyday work was still search-only. The AI Operations Review made the gap concrete: show two workflows, teach the rest."

Ops & Enablement Lead
Mid-Market Commercial Bank
Board-Approved

"It still felt like a loaded gun with zero training — weekly use without confidence on real work. The next step wasn’t more seats; it was one everyday workflow locked in with something the team keeps."

Leadership
Mid-Market Specialty Chemicals / Manufacturing
Real Impact

"Tools kept showing up before the workflow. What they needed wasn’t another lab demo — it was workflow before tools, with sequenced work even when the line-item budget was zero."

Ops Lead
Mid-Market Healthcare / Life-Sciences Agency

What typically happens
after the Review

Most teams leave with one of three clear paths:

01

90-Day AI Leadership Cycle

For mid-tier organizations that need structured ownership, operating rhythm, and measurable progress over 90 days — when the main gap is consistency and follow-through after tools are already in place.

02

Foundations Training + Advisory

For organizations that have already expanded access but need a shared baseline of knowledge, practical application to day-to-day work, and ongoing support as questions and use cases emerge.

03

Scoped sessions / targeted workflow support — or pause

Sometimes the clearest recommendation is focused sessions on a high-value workflow — changing how real work gets done, with artifacts built in the engagement. Or the decision to pause, fix ownership, and improve how existing tools are being used before spending more.

Best for: CEOs, COOs, CFOs, and senior leaders who have already invested in readiness work and need an accurate external read before committing to the next phase.

An ops and enablement lead at a mid-market commercial bank had a Copilot rollout that looked finished. Everyday work was still search-only. The AI Operations Review made the gap concrete: show two workflows, teach the rest.

Ops & Enablement Lead — Mid-Market Commercial Bank

A leadership lead at a mid-market specialty chemicals company had tools live and people using them. It still felt like a loaded gun with zero training — weekly use without confidence on real work. The next step wasn’t more seats; it was one everyday workflow locked in with something the team keeps.

Leadership — Mid-Market Specialty Chemicals / Manufacturing

An ops lead at a mid-market healthcare / life-sciences agency had four businesses under one roof and plenty of AI theater. Tools kept showing up before the workflow. What they needed wasn’t another lab demo — it was workflow before tools, with sequenced work even when the line-item budget was zero.

Ops Lead — Mid-Market Healthcare / Life-Sciences Agency

A fixed-fee diagnostic. No retainer. No obligation.

One engagement. One deliverable. A clear decision.

AI Operations Review

$997

A single 60-minute diagnostic conversation

For leaders who need an accurate read before committing to the next phase of work

Current-state discussion across tools, usage, ownership, and prior efforts
Constraint identification (what is actually blocking progress)
Recommended next step and the sequencing logic behind it
Written recommendation memo for leadership alignment
Book the AI Operations Review — $997, not a retainer

Fee credited toward any larger engagement within 30 days if you continue.

Tight budget or uncertain fit? Start free with the Reality Check, or use the fixed-fee Review as a sequenced first step. You can stop after the memo — no automatic path forward.

Who Should Attend

  • Executive sponsor
    (CEO/COO/CFO/CMO or equivalent)
  • Functional owner
    Owns the highest-friction workflow
  • Day-to-day operator
    Closest to actual AI usage
  • IT / security partner (optional)
    If tooling or risk constraints are already known blockers

What to Bring

To make the conversation useful, come ready to discuss:

Current AI tools in use (official and known shadow tools)
What training or governance has already been tried
Where usage is strong, weak, or avoided
The decision you need to make next

See where access stopped turning into work before you fund more training or tools

Most teams have already expanded access. Very few have a clear view of ownership, confidence gaps, and what is actually worth funding next. The AI Operations Review gives you that clarity in one focused engagement.

Book the AI Operations Review — $997
Includes intake, a 60-minute diagnostic, and a written recommendation memo. Not a retainer. Not another rollout.
The full $997 is credited toward any larger engagement if you continue within 30 days.

Common Questions

We already have a council, an acceptable-use policy, and an LMS course. Do we still need this?

Having a council, policy, or LMS course isn’t an operating rhythm. They establish intent. The Review checks whether everyday work actually changed — whether the rollout looked finished while one everyday workflow still didn’t move. If adoption is still uneven after all of that, the constraint is usually ownership, standards, or workflow integration, not awareness. The Review surfaces which one.

We already bought Copilot (or tried AI). Does that make this less relevant?

It makes it more relevant. Buying the tool isn’t a closed door. The Review is specifically for when the rollout looked finished and the work did not change. Seats get assigned, novelty dies, usage quietly stalls — access was treated like enablement. The Review surfaces where that gap is and what a bounded next step looks like. You leave with a written memo, not another roadmap.

Is this a retainer? Will I be expected to continue after the Review?

No. The Review is a fixed-fee diagnostic — $997, one engagement, one deliverable. Not a retainer, not office hours, not an automatic path into the Cycle or any other engagement. The memo tells you the most sensible next step. You can stop after the Review. If you continue within 30 days, the $997 is credited toward the next engagement.

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