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AI leadership briefing copilot

01 — The scenario

A professional-services business where this lands in Leadership.

The friction
researchbriefingdecision-supportmarket-intel

02 — What is actually going wrong

Partners and directors spend a chunk of every week assembling context: pulling numbers from three systems, reading around a client's sector, catching up on what changed. It is genuinely necessary work done by the most expensive people in the firm, and it is done from scratch every time.

How it works

A standing brief is assembled on a schedule — internal performance against plan, movement on key accounts, relevant external developments — synthesised rather than listed, with the sources attached. Leaders read a brief instead of building one.

What good looks like

The Monday meeting starts from a shared picture instead of from five partial ones. Research hours drop and, more importantly, decisions stop waiting on someone finding time to assemble the context.

03 — The problem, in money

$29,250$5,270,850/ yr at stake
Modeled
  • Leaders5 people51 peoplePlaceholder — not a validated benchmarkStarting point
  • Research hours per leader per week4 hours20 hoursPlaceholder — not a validated benchmarkStarting point
  • Share automated0.5 ratio0.5 ratioPlaceholder — not a validated benchmarkStarting point
  • Leader leader_hourly_value value150 USD530 USDPlaceholder — not a validated benchmarkStarting point
  • Share of freed time redeployed0.5 ratio0.5 ratioPlaceholder — not a validated benchmarkStarting point

04 — The options

Build$15K–$35KA custom system, owned outright.
Bin$0Do nothing — and accept the leak.

05 — The call

Build it

Build it. A custom system is the right move here — the payback justifies owning it rather than renting a compromise.

06 — How this goes wrong

  • Synthesis that flattens dissent. A brief that reads as consensus when the underlying signals disagree is worse than no brief — insist on surfacing contradictions.
  • Unsourced claims in an executive brief. Every assertion needs a link, or someone will act on a hallucination at a scale that matters.
  • Valuing freed leadership hours at the blended staff rate. This scenario sets hours_rate_key to the leader rate for exactly that reason; a partner hour and an admin hour are not the same asset.
  • Briefs nobody reads. If it is not tied to a standing decision forum it becomes another unread email within a month.

07 — How you would actually do it

  1. 01Identify the decisions the brief is meant to serve. A brief with no decision attached is a newsletter.
  2. 02Inventory the internal sources and get read-only access sorted before building anything.
  3. 03Draft the structure by hand for three weeks first — you will change it twice.
  4. 04Automate assembly, keeping every claim linked to its source.
  5. 05Attach it to a standing meeting so there is a forcing function to read it.
  6. 06Ask each reader quarterly which sections they skip, and cut those.

08 — Tools worth looking at

Claude Projects with connected dataStrong synthesis; keep the source links mandatory.
GleanWhere the internal sources are numerous and permissions matter.
Custom pipelineJustified when internal reporting needs real transformation before it can be read.

Named for orientation, not endorsement. No affiliate arrangements, and nothing here has been paid for.

09 — Run it on your numbers

Start from industry averages, then drag the inputs to match your business. The number moves live.Drag each input to your number — the starting points are neutral midpoints, not industry data. The number moves live.

Worth to your business
$29,250per year
Modeled — industry averages
Revenue$0Modeled
Cost savings$0Modeled
Hours / week10Modeled
Industry averages
5 people
Industry avg: 5 peoplePlaceholder — not a validated benchmark
4 hours
Industry avg: 4 hoursPlaceholder — not a validated benchmark
0.5 ratio
Industry avg: 0.5 ratioPlaceholder — not a validated benchmark
150 USD
Industry avg: 150 USDPlaceholder — not a validated benchmark
0.5 ratio
Industry avg: 0.5 ratioPlaceholder — not a validated benchmark

10 — The evidence · what others report

No hard numbers reported.

Reported numbers are third-party claims, source-attributed — not verified by me, and never blended into the model above.

11 — Questions owners ask

Every figure is Modeled — computed from industry-average benchmarks against the scenario’s formula. Move the sliders to your own inputs and the numbers recalculate live. Nothing here is a promise; it is a starting estimate you can pressure-test.
The library is organized by department, outcome, effort and readiness so you can find what fits. Add scenarios to your plan, tune the inputs, and see the combined picture on your plan dashboard.
Want this to be a Projected number? That's what the Audit produces — my forecast on your real data, with my name on it.
Build means a custom system is the right move; Buy means an off-the-shelf tool wins; Bin means the math does not justify doing it at all. Binned scenarios can be favorited for reference but never enter a plan.

Is this your business?

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