The same analysis must land as a half-page exec summary, dev-ready detail, a vendor scope letter, and an end-user FAQ — four documents, one truth. AI does the re-rendering in minutes; your job is keeping every number sourced and rewriting the "so what" for each audience, because that part does not translate mechanically.
Workflow area: Stakeholder Communication · Tier: Foundation · Hands-on time: ~25 minutes
Analysts lose entire days to reformatting: the steering committee wants half a page, the delivery team wants tables and IDs, the vendor needs unambiguous scope language, and end users need to know what changes for them on Monday. Writing four documents from scratch invites the worst failure in stakeholder communication — version drift, where the exec deck says 4 days and the vendor letter says 5 because they were edited separately. The fix is a single source-of-truth pack rendered into audience-specific outputs, with a verification pass per rendering. One truth, four voices.
Build the source-of-truth pack. One document containing: the findings with citations (from pb-01), the numbers with sources and evidence grades (from pb-09), decisions with owners, open questions, and recommended next steps. Every fact appears here exactly once. If it is not in the pack, no rendering may contain it.
Define the audience matrix. For each audience, one line each: what they must decide or do after reading, what they already know, what altitude (page count, tables vs prose), and their sensitivities. Two minutes of thinking that transforms output quality.
Render all four in one pass, bound to the pack.
You are rendering ONE analysis for four audiences. Use ONLY the
source pack below. Every number must appear exactly as in the
pack, with its source tag. Invent nothing; omit freely.
AUDIENCE MATRIX:
1. EXEC SUMMARY — audience: steering committee; decision: approve
option B and its budget; half a page; leads with the "so what";
numbers as ranges with confidence, no jargon.
2. DELIVERY DETAIL — audience: dev team + QA; action: refine into
backlog; full detail, tables, requirement IDs, open questions
flagged as OPEN with owners.
3. VENDOR SCOPE LETTER — audience: implementation vendor;
action: bounded estimate; formal tone; explicit in-scope /
out-of-scope lists; no internal politics, costs, or stakeholder
names; unresolved items listed as "to be confirmed", never
silently resolved.
4. END-USER FAQ — audience: AP clerks affected by the change;
action: know what changes for them and where to ask questions;
plain language, Q&A format, honest about what is not decided.
For EACH rendering, end with a SO-WHAT line: the single sentence
this audience should remember. Make it specific to their stake —
do not reuse the same sentence across audiences.
SOURCE PACK:
[PASTE SOURCE-OF-TRUTH PACK]
Check a sample of good output for the failure patterns.
EXEC SUMMARY (extract)
Duplicate vendor records cost an estimated $38k–$71k annually in
reconciliation labor [S: sizing model v2, base $53k]. Option B
(detection at entry) removes ~80% of new duplicates for a one-time
build of ... SO WHAT: approving option B this month means the
Q4 close runs without the reconciliation backlog.
END-USER FAQ (extract)
Q: Will this change how I enter vendors?
A: Yes — one new step. If the system finds a possible duplicate,
you'll see the existing record and choose "use existing" or
"create anyway with a note". Nothing else in your screen changes.
Run the two-pass verification. Pass one, numbers: every figure in every rendering, checked against the pack — this is where "up to 80%" quietly becomes "80%", and ranges collapse into their upper bounds. Pass two, audience safety: read the vendor letter as the vendor's lawyer (any accidental commitments? internal information leaked?), read the FAQ as a nervous clerk (does it overpromise? does it respect that their workaround knowledge matters?), read the exec summary as the one skeptical director (can every claim survive "says who?").
Rewrite the four so-what lines yourself. The model's so-whats are competent; yours know that the CFO cares about the Q4 close and the AP team fears headcount subtext. This is the highest-leverage two minutes in the playbook — the so-what is the only line most readers retain.
Version the pack, not the renderings. When facts change, update the pack, re-render, re-verify. Never patch a rendering directly — that is how drift returns.
The four renderings have four different confidentiality levels — the source pack and delivery detail are internal, the vendor letter is contractual, and the FAQ is effectively public; render in your organization's approved AI workspace and check each output against the lowest clearance of its audience before sending.
Maintain one source-of-truth pack and treat every audience document as a disposable rendering of it — verified for numbers, filtered for its audience, and carrying a so-what line only a human who knows the room could write.