REAL WORK, USEFUL PATTERNS

Begin where teams already know what good looks like.

The best first use case is recognizable, reviewable, and small enough to learn from. The examples below show patterns—not client results.

CLIENT-NEUTRAL EXAMPLES

Six places a cohort could start.

Every example uses a synthetic or generic artifact. Discovery determines whether a pattern fits the organization’s tools, policies, and work.

OPERATIONS

Turn a working session into an action brief

Move from a long transcript or set of notes to decisions, owners, open questions, and a concise follow-up.

Source
Synthetic meeting notes and a standard action template
Working pattern
Extract, classify, draft, then compare every action to the source
Review signal
Owners and due dates trace back to the notes
Draft + extraction

FINANCE

Draft a variance narrative from approved inputs

Summarize the largest changes, connect them to source figures, and prepare questions for a reviewer.

Source
Synthetic monthly results and a narrative shell
Working pattern
Calculate outside the model, supply the figures, then draft the explanation
Review signal
Every statement reconciles to the approved workbook
Analysis + narrative

PEOPLE

Create a role-relevant onboarding guide

Transform approved policy and process material into a concise guide for a specific audience.

Source
Generic policy excerpts, process notes, and an audience profile
Working pattern
Extract obligations, organize by moment of need, and preserve citations
Review signal
Guidance matches the source and omits unsupported policy
Knowledge transformation

SALES

Prepare a focused account brief

Combine approved public information and internal notes into a structured brief for a discovery conversation.

Source
Synthetic account notes and a public-company profile
Working pattern
Separate known facts, inferences, and questions to validate
Review signal
Claims are sourced and hypotheses are clearly labeled
Research + synthesis

POLICY

Compare two versions of a document

Surface material changes, organize them by topic, and prepare a reviewer-ready change summary.

Source
Synthetic policy versions and a review rubric
Working pattern
Extract differences, classify impact, then verify against both texts
Review signal
Every reported change is present in the source documents
Comparison + review

KNOWLEDGE

Build a repeatable first-answer workflow

Use an approved source set to draft consistent answers while making gaps and escalation points visible.

Source
Generic reference material and answer standards
Working pattern
Retrieve the relevant source, draft with grounding, and flag missing evidence
Review signal
The answer stays inside the source and routes uncertainty
Grounded assistance

These are starting patterns, not performance claims. They are designed to make a first workshop concrete without introducing client material or invented outcomes.

CHOOSING THE FIRST ONE

Look for a task with a visible review standard.

A good first use case teaches the operating model while producing something the team can judge.

  1. 01

    Recognizable

    Participants already understand the task, audience, and quality bar.

  2. 02

    Groundable

    The team can provide approved source material and a clear boundary.

  3. 03

    Reviewable

    A knowledgeable owner can tell what is right, incomplete, or risky.

  4. 04

    Repeatable

    The task happens often enough that a better pattern could matter.

THE CAPABILITY PIPELINE

A personal pattern can become an organizational use case.

The movement is deliberate: practice, capture, validate, then choose whether the pattern deserves wider use.

  1. 01Practice

    Try it on approved work

  2. 02Capture

    Save what held up

  3. 03Validate

    Add owner and evidence

  4. 04Scale

    Share, refine, build, or stop

BRING ONE PIECE OF WORK

Find a first use case the cohort can actually judge.

We’ll map the owner, sources, boundaries, and evidence before the session is scoped.

Map your first cohort