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Sandbox · Pattern recognition

The eight patterns where value hides

A catalog, not a menu. You scan real work through eight lenses once a quarter, write specific candidates, then filter before any experiment runs. The long argument lives in the canon article; this page is built for orientation and shareability.

Scroll the catalog

Swipe horizontally to move through all eight patterns.

Pattern 1Speed

Repetition

Tasks your organization does over and over, largely similar each time, that consume real staff time.

Three example domains
  • Donor thank-you sequences and stewardship touches
  • Meeting recaps, weekly summaries, intake notes
  • Event confirmations and volunteer onboarding mail

Typical trap

Speed applied carelessly erodes the relational signal repetition was carrying. The staff experiences repetition; the recipient does not. Pair repetition work with an explicit answer to what human signal must survive.

Pattern 2Scale

Translation

The same idea, moving to a different audience or a different format.

Three example domains
  • Sermon to small-group guide; report to donor one-pager
  • Internal memo to board brief; long article to social thread
  • Policy to staff FAQ in a different register

Typical trap

Translation that sands the source into lowest-common-denominator prose. The nuance belonged to a specific audience; without a named owner for what must survive the trip, translation becomes generic polish.

Pattern 3Cognition

Synthesis

Too much information needing clarity — multiple sources, one read.

Three example domains
  • Strategic plan to executive brief
  • Interview transcripts to theme map
  • Board minutes survey for a new member

Typical trap

Synthesis that smooths disagreement into a single confident story. Coherence is not honesty if the sources contested each other. Treat outputs as drafts of your synthesis, not the synthesis itself.

Pattern 4Acceleration

Generation

Blank-page problems — something must exist that does not yet.

Three example domains
  • Grant outline, curriculum scaffold, job description first pass
  • Campaign email sequence before the program exists
  • Staff policy on a topic not yet written

Typical trap

The first draft becomes the whole draft because nobody is scoped for revision. Generation without a reviser and a written standard for revised produces generic final copy.

Pattern 5Quality

Transformation

Existing content improved or reshaped — tone, clarity, length, style normalization.

Three example domains
  • Voice adjustment for a mismatched audience
  • Compression of a structurally sound long report
  • Clarity pass on a paragraph that says the right thing awkwardly

Typical trap

Transformation that irons out the distinctive edges that were load-bearing. Ask after any pass whether the piece reads more specifically you, or less. Less means the transformation was wrong.

Pattern 6Coherence

Structuring

Unorganized thinking that must become structured output.

Three example domains
  • Retreat whiteboard to strategy draft
  • Spoken reasoning to framework or decision memo
  • Rambling considerations to decision log

Typical trap

Structure imposed before the thinking is real. Generators love bullets and matrices whether or not the thought has that shape. If the senior leader cannot explain the content without the frame, the frame is doing the thinking.

Pattern 7Reasoning

Decision support

Weighing options — scenarios, trade-offs, stress-tests around a real choice.

Three example domains
  • Program shapes under constraints
  • Partnership risk reads and staffing scenarios
  • Naming or pricing where several plausible answers exist

Typical trap

The assistant's framing substitutes for the leader's judgment. Decision support becomes decision outsourcing. The instrument may structure considerations; it may not make the call.

Pattern 8 · FlaggedRelational scaling

Personalization

The same content, tailored to individuals — one message, many custom versions.

Three example domains
  • Donor follow-ups referencing specific histories
  • Coaching responses tuned to the individual
  • Member outreach shaped to individual contexts

Typical trap

Personalization produces the feeling of care without the fact of care. Recipients learn the difference faster than producers learn to hide it. This pattern needs the ethical and relational flag before it enters the sandbox.

Templates and full depth

The one-page scan worksheet ships behind a simple request flow so teams can run the exercise without waiting on sales. The article carries definitions, cadence, and how the scan feeds experiments.

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