Quarterly Review Toolkit
Quarterly AI maturity review

See where AI has changed the work, and where to go next.

A repeatable quarterly routine that captures evidence of changed work, places each person on a four-level AI maturity model, and builds a clear path to L4: AI-Native / AI Operating System. Built for performance reviews, career conversations and team roll-ups.

What's included

Everything a manager needs for the quarterly check-in

The full toolkit is a paid offering, included with the service. This page shows what it contains so you can judge the fit before you start.

Quarterly intake template

A short, structured form each person completes before the check-in: goals, skills, services improved, evidence of changed work, and a self-rating.

Evidence rubric and scorer

Five dimensions scored from 1 to 4 so a level is backed by evidence, not by how many tools someone has tried.

Review prompt builder

Turns intake notes into a draft review, a path to the next level and slide-ready content. A manager reviews and edits before use.

Slide and status templates

A one-pager per person and a team status update, ready for performance conversations and leadership roll-ups.

Evidence guide and checklist

Examples of strong and weak evidence, plus a manager checklist so reviews stay consistent across teams.

Organization benchmark

Where organizations sit on deployment and governance, cross-referenced with published maturity models, so individual levels connect to the bigger picture.

How it works

Five steps, about one check-in per person each quarter

  1. Send intakeShare the quarterly template before the check-in.
  2. Collect evidenceChanged work, tools, skills, services improved and a self-rating.
  3. Score itValidate the level against evidence with the rubric.
  4. Generate notesDraft review notes, a path to L4 and slide content.
  5. Review and editCheck the draft before it is used in a conversation or leadership update.
The model in brief

Four levels, one direction

Levels describe how work has changed, not how many tools someone has tried. The complete model, with evidence for each level, the rubric and an organization benchmark, is inside the client toolkit.

L1

AI-Assisted

Uses AI to support individual tasks, with responsible habits.

L2

AI-Enabled

Uses AI consistently and can show gains in speed, quality or output.

L3

AI-Integrated

Redesigns repeatable workflows with AI and helps others adopt them.

L4

AI-Native / AI Operating System

AI is embedded in how work is planned, run and measured.

Example outputs

What a finished review can look like

Illustrative examples only. They use roles instead of people, and the content is invented to show the format.

Illustrative example

One-pager · Customer Success Manager

Current L2 · AI-Enabled  Target L4

Uses AI consistently for account preparation and follow-ups, with before-and-after examples. The next focus is to turn the preparation prompt into a documented workflow the wider team can reuse.

Personal performance goals
Clearer customer updates, more consistent follow-up.
Skills development
Prompt design, summarizing customer data.
Services optimization
Renewal preparation moved from ad hoc notes to a repeatable checklist.
Evidence of changed work
Before: manual notes per account. After: a shared prompt and template. Impact: to be measured next quarter.
Path to L4
Document it, measure it, enable two peers, embed it in the renewal routine.
Illustrative example

Team roll-up · Customer-facing team

Current team placement: mostly L2, with early L3 behavior in one role.

Illustrative roles, levels and next steps
RoleLevelNext step
Solutions ConsultantL3Measure impact of the demo-prep workflow
Customer Success ManagerL2Document the account-prep workflow
Customer Success ManagerL2Share prompts with the team
Implementation SpecialistL3Standardize the onboarding checklist
Support SpecialistL2Add before-and-after examples
Program CoordinatorL1Complete foundational learning

Executive sentence: The team uses a shared AI maturity model to run quarterly development reviews and scale documented, measurable AI-enabled workflows toward L4.

Access

A paid offering, included with the service

1

Get in touch

Tell us about your team and how you run performance and career conversations.

2

Receive your access

We send you a password for your organization. The toolkit page asks for it when you open it.

3

Run your first quarter

Use the intake, rubric, prompt builder and templates right away.

Already a client?

Open the toolkit and enter the password you received. Want to see whether it fits? Reach out and we will walk through it with you.