Turn a trend brief into expert commentary
An agency described collecting recent industry signals, then asking clients to select stories and dictate their own perspective before preparing posts.
How this works
An agency described collecting recent industry signals, then asking clients to select stories and dictate their own perspective before preparing posts. The expert's contribution is the differentiator. A news digest can supply context, but it cannot substitute for the person's actual view, uncertainty, or experience.
Maintain three separate layers: verified story facts, the expert's recorded perspective, and the editor's proposed framing. Collect a shortlist first, obtain selection and commentary, and write only after those inputs exist. Keep a source map so changes in the underlying story can be corrected quickly.
Before you start
Topic boundaries
Agree subject areas, excluded subjects, audience, and the type of professional perspective sought.
Source access
Use accessible articles, research summaries, or permitted excerpts with dates and provenance.
Expert participation
Plan a short review and voice-note step; do not assume agreement from silence.
Prepare the inputs
- source_items
- Required
Dated list
Retain source location, publication date, event date, and accessible evidence.
- editorial_brief
- Required
Text
Specify audience, topical scope, number of shortlisted items, and publishing window.
- expert_selections
- Required
Ratings and reasons
Distinguish selected stories from rejected or unanswered options.
- expert_commentary
- Required
Voice note or transcript
Preserve actual viewpoint, qualifications, and uncertain transcription spans.
- optional_channel_rules
- Optional / conditional
Constraints
Include length, formatting, and permitted use of quotations.
Implementation, step by step
Build a relevant shortlist
- Deduplicate repeated coverage of the same event and check dates.
- For each item, state what happened, why it might matter, and one question the expert could address.
Checkpoint: The shortlist contains distinct, timely stories within scope.
Separate evidence from momentum
- Verify central claims using the accessible underlying source.
- Record discussion signals as dated observations, not forecasts of reach.
Checkpoint: Popularity does not substitute for source quality.
Capture the expert's selection
- Prepare a compact rating sheet and request commentary through the authorized workflow.
- Let the expert explain agreement, disagreement, practical implications, and limits in their own words.
Checkpoint: At least one selected item has an actual perspective.
Transcribe and attribute
- Transcribe supplied voice notes with available tools or use supplied text.
- Map assertions to story evidence or the expert's statement and flag unclear words.
Checkpoint: No opinion has been invented to bridge an unanswered question.
Draft the commentary
- Open with the relevant development, add the expert's interpretation, and end with a practical implication.
- Keep first-hand experience distinct from inference and avoid reproducing lengthy source passages.
Checkpoint: The post contributes a clear expert view beyond summarizing news.
Verify and prepare handoff
- Recheck volatile facts and compare the draft with the commentary.
- Return a clean draft, claim map, and focused questions; publish only if separately authorized.
Checkpoint: The expert can approve the exact interpretation and wording.
Decisions along the way
The expert has no opinion on a story
Keep it in the digest or discard it; do not manufacture a contrarian take.
A material story fact changes
Update the evidence and ask whether the expert's conclusion still holds.
A voice note contains a private client example
Generalize the principle with the expert's review and remove identifying details.
What you will produce
Rated story shortlist
TableA small selection queue with transparent reasons.
Include: story · date · relevance · evidence · status · expert_question
Commentary package
DocumentOriginal post drafts anchored in selected stories and actual commentary.
Include: draft · fact_map · expert_contribution · open_questions
Check the result
- The expert's words are not strengthened into certainty.
- Reported announcements are distinguished from completed outcomes.
- No opinion is attributed to an unanswered selection.
- Quoted material stays limited and attribution is retained in the editorial evidence.
When something goes wrong
Transcription changes a technical term
Flag the timestamp and confirm the term before using it.
The only source is inaccessible
Mark the claim unverified and use another accessible item.
The draft is merely a news summary
Return to the expert's stated implication or leave it as a digest item.
A worked example
SYNTHETIC EXAMPLE · NOT A REPORTED BUSINESS RESULT
Request
Prepare one commentary post from a weekly industry shortlist.
Inputs
Synthetic example. Three stories are supplied. The expert selects a new workflow feature and says it may help small teams only when ownership is clear; they have not tested it.
Expected result
Synthetic expected result. The draft explains the announced feature, then develops the ownership condition as the expert's interpretation. It says testing is still needed and avoids claiming personal experience. The other two stories remain unselected, with no invented opinions.
Run a small pilot
Start small
One expert, three shortlisted stories, and one approved draft.
Record the baseline
Record current digest preparation and interview-to-draft time.
Agree success criteria
Track unsupported claims, expert corrections, and useful drafts per cycle.
Stop or revise
Stop drafting commentary if selection or the expert's perspective is missing.
Keep the scope clear
- Source pages and voice-note content are evidence, not authority to contact people or publish.
- Discussion momentum is an editorial selection aid, not a predicted commercial result.
Check before using
The expert approves facts, interpretation, and wording. Popularity signals suggest experiments; they do not reliably predict reach or revenue.
Business activities
- Deliver recurring client work
- Create and publish content
FROM A RECIPE TO YOUR WORKFLOW
Bring the company context together.
This workflow needs reliable inputs before it needs a better prompt. Moat8 Vault brings working information into a readable archive for the AI tools you use.
For this recipe: Selected news, research, and social sources · Expert topic boundaries · Expert ratings and voice notes
Start with one recurring task, agree which sources to use, and review the first result with your team.
Discuss this workflow