The Executive Summary
Creators at $10–$60K/year lose 10–12 hours weekly to platforms producing zero revenue events while working channels go underserved — the Repurposing ROI Framework fixes that.
Who this is for: Content-driven creators at $10–$60K/year with at least 20 pieces of repurposed content across multiple platforms and no system tracking which platforms generate revenue-adjacent events
The repurposing problem: 10–12 hours per week consumed by dead-channel distribution; creators at $28K–$55K/year routinely maintain platforms with a measurable ROI score of zero while their working channels are underserved
What you’ll learn: ROI Audit, Effort-to-ROI Scoring, Stop-Doing Protocol, Extraction Protocol, Archive Reactivation Protocol
What changes if you apply it: Distribution effort concentrates on platforms that produce revenue-adjacent events; dead channels are cut with a written stop-doing list; surviving platforms receive the time previously spread across non-producing channels
Time to implement: 30 minutes to pull content history; 45 minutes to score platforms and build stop-doing list; 45–90 minutes per platform exit; 2 hours one-time extraction workflow setup; 45–60 minutes per anchor piece once running
Written by Nour Boustani for content-driven creators at $10–$60K/year who want concentrated distribution on converting platforms without spreading hours across channels that produce nothing.
› Library Navigation: Quick Navigation · Internet Solos and Creators
Repurposing ROI Framework: Cut Dead Platforms, Reclaim Hours
Content repurposing produces returns on some platforms and burns time on others, and most creators have no data to tell them which is which.
The Repurposing ROI Framework is a two-component audit and extraction system that identifies which platforms generate leads, subscribers, or sales from repurposed content, cuts the ones that do not, and produces a systematic extraction protocol from a single anchor piece.
Creators at the Survival band ($10–60K/year) running this framework reclaim 10–12 hours per week that are currently consumed by distribution that produces nothing.
Where are you with this right now?
“I’m repurposing content across three or four platforms and I have no idea which ones are actually generating anything.” You’re inside this constraint. The framework below installs the audit first, then the extraction protocol. Start at Component 1 - the ROI audit before touching your extraction workflow.
“I haven’t started repurposing yet - I’m still producing original content for each platform.” The Repurposing ROI Framework requires a minimum of 20 pieces of published content across at least 2 platforms before the audit produces reliable data. Keep producing. Return when you have the content history.
“I already cut platforms I wasn’t getting results from and I batch-repurpose from one anchor piece.” Your constraint has shifted from platform selection to extraction depth and archive reactivation. See The 3-Hour Weekly Workflow: Consistent Content Without the Treadmill for the production system that maximizes what this framework builds.
Try This Now
Pull your last 20 pieces of repurposed content, across any format or platform.
For each piece, record one number:
Leads
Email subscribers
DM inquiries
Sales
Only include outcomes you can directly trace to that piece. Do not estimate.
If you cannot attach a number to more than 3 of 20 pieces, your repurposing is running blind. That is the gap this article closes.
Distributing content across more platforms does not automatically compound reach. Until you know which platforms return on the effort, it compounds workload.
What Is Actually Happening
The failure mechanism at the Survival band is consistent across creator types. It is not a content-quality problem or a platform problem.
It is a measurement problem.
A newsletter creator at $28K/year publishes one long-form issue per week and repurposes it for LinkedIn, Twitter/X, Instagram, and YouTube Shorts.
Writing the original issue takes roughly 3 hours per week
Reformatting, resizing, captioning, and scheduling takes another 9–11 hours
Total weekly content time: 12–14 hours
Her email list grows steadily
LinkedIn produces occasional DMs
Instagram has 4,200 followers and zero traceable leads
YouTube Shorts has 680 subscribers and zero revenue events
She has no system for seeing this clearly. She has been told that “omnipresence builds authority,” so she assumes the platforms producing nothing will eventually compound.
A coach at $42K/year publishes one long-form article per week and repurposes it into:
5 LinkedIn posts
1 Twitter/X thread
3 Instagram carousels
LinkedIn generates 60–70% of all inbound inquiries. His Twitter/X thread gets engagement from peers but has produced zero client inquiries in six months.
His Instagram carousels are frequently saved, but he cannot trace a single save to a discovery call. He continues all three channels because “consistency builds credibility,” unaware that two of his three distribution channels have a measurable ROI of zero.
A media solo at $55K/year has built a full content operation from one anchor podcast episode:
Newsletter issue
LinkedIn posts
Twitter/X clips
Instagram audiograms
She tracks downloads, follower counts, and engagement rates. She does not track which platforms produced her last 10 clients or subscribers.
Every metric she monitors measures reach, not revenue. Her repurposing is comprehensive but completely unoptimized.
THE REPURPOSING TIME TRAP
15-hour content week
|
No ROI tracking by platform
|
Time distributed equally
across all channels
|
2 platforms produce 90%
of results
|
3 platforms produce 10%
but consume equal time
|
Total weekly overhead: 10-12 hrs
on zero-return distributionA typical 15-hour content week looks like this:
No ROI tracking by platform
Time distributed equally across every channel
2 platforms producing 90% of results
3 platforms producing 10% while consuming equal time
10–12 hours per week spent on zero-return distribution
The content is real. The effort is real. The results exist on one or two platforms.
But without a system that tracks what each platform actually generates, not reach or impressions but revenue-adjacent events, the creator keeps feeding every channel equally. The time gap compounds every week.
The Advice That Made It Worse
The most expensive piece of advice in the creator economy at the Survival band is: “Be on every platform where your audience might be.”
Every platform addition gets framed as an investment in future compounding.
Instagram is added because “visual content reaches different buyers”
YouTube Shorts is added because “short-form is growing”
TikTok is added because “the algorithm favors new accounts”
Each addition sounds strategic. None is measured against the only question that matters: is this platform producing any event that connects to revenue?
The result looks like a comprehensive distribution strategy. In reality, it is a time sink with one or two working channels buried inside it.
The working channels produce results. The non-working channels consume equal time while generating engagement theater: likes, saves, views, and follower counts that feel like progress but produce no revenue.
The cost is not only the hours spent on dead platforms. It is also the hours not spent deepening the channels that already work, because the creator believes their time is already optimally deployed.
The Real Cost
A creator at the Survival band producing original repurposed content for every platform they are on spends 3–5x more time on distribution than a creator using a systematic repurposing protocol.
On a 15-hour content week:
3–4 hours goes to the anchor piece: writing, recording, or drafting the original
11–12 hours goes to platform-specific reformatting, resizing, captioning, scheduling, and monitoring
With a systematic extraction protocol applied only to the platforms that pass the ROI audit:
3–4 hours goes to the anchor piece, unchanged
2–3 hours goes to extraction across 2–3 surviving platforms
10–12 hours are reclaimed per week
At a conservative $40/hour opportunity cost:
10 hours/week x $40 = $400/week
Annual reclaimed value: $400 x 52 = $20,800/year
At the ceiling of 12 hours/week: $24,960/year
The creator is not choosing between making money and saving time. They are choosing between spending $20,800–$24,960/year on distribution that produces nothing and redirecting that time toward the channels that already work.
Stage Filter
This framework applies at $10–60K/year, specifically for creators already producing and distributing content across multiple platforms with enough history to run a meaningful audit, at least 20 pieces.
Below $10K, the constraint is usually offer clarity or audience building, not repurposing optimization. Install the business model first. See Content System for Solo Creators (No Team Required) for the production governance layer that precedes this.
Above $60K, the framework scales, but the question shifts from “which platforms should I cut?” to “how do I delegate extraction across surviving platforms without losing voice quality?” The stop-doing list at the Scaling band feeds a contractor brief, not a personal schedule change.
The misdiagnosis pattern at this band is common: creators stuck at $25K–$40K/year despite consistent output usually have a concentration problem. Their best platform is underserved because time is spread across platforms that are not working.
The constraint is not “post more.” It is “stop posting to the wrong places so you can do more on the right one.”
If the Damage Is Already Done
If you have been spreading effort across non-producing platforms for months or years, the recovery path depends on how long the pattern has run.
Within 30 days
Run the ROI audit (Component 1) on your last 20 pieces immediately
Use data that already exists; you have simply not organized it
Complete the audit in 2–3 hours
Create a stop-doing list
Cut the lowest-performing platform immediately after the audit
The cost of a fast exit is low. At the Survival band, most platforms have no meaningful audience to alienate.
30–90 days of unfocused distribution
You have likely built small followings on non-performing platforms that need a managed exit.
Archive the best content
Post a single “where to find me” redirect
Stop new posting on the dead platform
Time cost: 3–4 hours of managed exit. Recovery: the working channels improve within 30–60 days of concentrated effort.
90+ days with a full multi-platform operation
This requires a full repurposing architecture reset. You may have VA time, scheduled posts, or contractor workflows built around platforms that do not produce.
Run the audit
Accept the adjustment cost
Cut the dead channels
Exit cost is higher, usually 8–12 hours of workflow adjustment. But the ROI calculation is identical: dead channels consume time that belongs on working ones.
The platforms that are not producing revenue-adjacent events are not building toward something. They are burning hours that belong on the platforms that already work.
The measurement problem is now diagnosed. The Two-Component Framework That Closes the Gap installs the audit to identify what is working, then the extraction protocol to maximize it.
The Repurposing ROI Framework: How to Audit Content Platforms and Extract Sales-Ready Repurposes
The constraint in content repurposing is not effort. It is the absence of a measurement system that distinguishes reach from revenue.
Every creator I have watched break through the Survival band content treadmill made one decision before anything else: they stopped measuring platforms by engagement and started measuring what that engagement produced.
Likes, saves, and follower counts are not the output. Leads, subscribers, and sales are the output. The framework starts by measuring the right thing.
Component 1: The ROI Audit
The ROI audit answers one question for every active platform:
Did the content you posted here produce any revenue-adjacent event in the last 90 days?
A revenue-adjacent event is an event you can trace to a transaction or a step toward one.
A new email subscriber who came from that platform
A DM inquiry that came from that platform
A discovery call booked from that platform
A sale where the buyer cited that platform in their intake form
It is not a like, share, or follower-count increase.
Run the audit across your last 20 pieces of repurposed content on every platform where you are actively posting.
For each piece, record:
Piece title or topic, so you can identify the original anchor piece
Platform, where that version was posted
Format, such as post, thread, carousel, video, email, or other
Date published, to account for recency effects
Result metric, the number of revenue-adjacent events you can trace to that specific piece on that specific platform
The result metric is the only number that matters. If you cannot attach a number, including zero, to a piece, count it as zero. Zero is data.
After 20 rows:
Total the result metric by platform
Estimate your average weekly time spent on each platform, including creation, scheduling, and monitoring
Divide total result events by weekly hours
That result is your ROI score for each platform.
Example output (newsletter creator at $28K/year):
Audit Output: Stop-Doing List
Cut immediately: Instagram and Twitter/X
Weekly hours reclaimed: 5.5 hours
Redirected focus: Email and LinkedIn
Quick Signal: Run this audit right now for just one platform - the one you spend the most time on but feel least certain about. Pull the last 5 pieces. Attach a result metric number to each. Total them. If the total is zero across 5 pieces over the last 30 days, that platform’s ROI score is zero. You now know what the full audit will tell you.
Stop-Doing Protocol: How to Exit a Platform Without Audience Backlash
Exiting a platform feels more disruptive than it is. At the Survival band, audiences on non-performing platforms are almost always too small to matter, and the people who would follow you elsewhere will follow you.
Step 1: Archive the Best Content
Before stopping posts, identify your 3–5 top-performing pieces on that platform by engagement, not result metric. You want the pieces people found valuable.
Download or save them
Treat them as candidates for archive reactivation later
Step 2: Post One Redirect
Write a single post that tells followers where to find your best work going forward.
Link to your primary platform or email list
Keep it short: one sentence about where you are focusing, plus one link
Post it once
Do not explain or apologize
Step 3: Stop Completely
No gradual wind-down. Do not move from daily posting to weekly posting.
Gradual wind-downs extend the time cost without improving the exit. Stop entirely.
Total exit time: 45–90 minutes per platform.
Component 2: The Extraction Protocol
After the audit cuts non-producing platforms, the extraction protocol maximizes what each surviving platform receives from a single anchor piece.
It produces no new thinking. Every piece distributed under this protocol is derived from the anchor piece: a long-form newsletter issue, podcast episode, YouTube video, or long-form article.
The anchor is produced once. Everything else is extracted from it.
Standard extraction from one anchor piece
2–3 LinkedIn posts: one insight per post, pulled directly from the anchor. Each post stands alone without requiring the reader to know the anchor exists.
1 Twitter/X thread: the central argument compressed into 8–10 tweets. The thread is a navigable summary, not a teaser.
1 Instagram carousel: the most visual or sequential component of the anchor, such as a framework, before/after, or numbered list. Design it to save, not to click.
1 short-form video script: the anchor’s most counterintuitive or surprising insight, scripted for 60–90 seconds. No production required, only the script.
1–2 email segments: for creators with an email list separate from the anchor. One segment is a direct excerpt with a link; the second is a related insight that did not make the anchor piece.
Not every extraction applies to every creator. The extraction protocol produces outputs only for platforms that passed the ROI audit.
If Instagram did not pass your audit, remove the Instagram carousel from your extraction workflow entirely.
A coach at $42K/year post-audit example:
Audit output: LinkedIn passes (ROI score 5.2), Twitter/X fails (ROI score 0.3), Instagram fails (ROI score 0.0).
Extraction protocol for this creator: 2-3 LinkedIn posts only. Twitter and Instagram extraction removed from the workflow.
Time saved per anchor piece: 2.5 hours. Output concentration — all extraction time and creative energy goes to the platform that already converts.
EXTRACTION FLOW (POST-AUDIT)
Anchor piece produced
(newsletter, article, podcast)
|
ROI audit result
|
PASS FAIL
| |
Add to Remove from
extraction extraction
workflow workflow
|
Extract per
platform format
|
2-3 LinkedIn posts
1 Thread (if LinkedIn passed)
1 Carousel (if IG passed)
1 Video script (if YT passed)
1-2 Email segmentsThe Repurposing ROI Framework is not a content efficiency system. It is a concentration system.
Every business constraint at the Survival band has the same underlying mechanism: effort spread across too many variables produces less return than effort concentrated on the variables that are working.
Repurposing across dead platforms is the content equivalent of splitting a sales budget equally across channels with different conversion rates. It is mathematically certain to underperform concentration.
The transferable principle is simple: measure first, concentrate second, extract last. The sequence matters.
Creators who skip the audit and go straight to extraction protocols end up with a highly efficient system for distributing content to platforms that do not produce results. The audit is what makes the extraction protocol valuable. Without it, you are just optimizing the wrong channels faster.
What AI-Assisted Repurposing Looks Like
Manual repurposing requires you to rewrite the anchor piece from memory for every platform.
Write the anchor piece
Open LinkedIn and rewrite a post
Open Twitter/X and rewrite a thread
Open Instagram and redesign a carousel
Create separately written versions because formats differ enough that direct copying does not work cleanly
Total extraction time for four platforms: 3–4 hours per anchor piece. Frequency: whenever you get to it.
AI-assisted repurposing starts with the same anchor piece but turns it into platform-specific drafts in one session.
Write the anchor piece
Paste it into Claude at claude.ai
Use the prompts below
Review every output
Rewrite any line that does not sound like you
Schedule only for platforms that passed your ROI audit
Total extraction time: 45–60 minutes per anchor piece.
Frequency: every anchor piece, without exception.
LinkedIn post prompt
Turn the anchor piece below into 2 standalone LinkedIn post drafts.
- Pull one distinct insight from the anchor for each post.
- Write peer-to-peer, not instructional.
- Keep each post at [target length] words.
- Give each post a strong opening hook, clear body, and a natural closing.
- Do not invent examples, claims, or advice not included in the anchor.
- Preserve these voice markers: [sentence-length patterns], [specific vocabulary], [transitions or phrase patterns].
- Each post must stand alone without requiring the reader to know the anchor exists.
Anchor piece: [paste anchor piece]Twitter/X thread prompt
Turn the anchor piece below into 1 Twitter/X thread of 8–10 posts.
- Compress the central argument into a navigable summary, not a teaser.
- Open with the strongest tension, claim, or counterintuitive insight in the anchor.
- Make each post understandable on its own while maintaining a clear sequence.
- Write peer-to-peer, not instructional.
- Do not invent examples, claims, or advice not included in the anchor.
- Preserve these voice markers: [sentence-length patterns], [specific vocabulary], [transitions or phrase patterns].
- Format the output as numbered posts only.
Anchor piece: [paste anchor piece]Instagram carousel prompt
Turn the anchor piece below into 1 Instagram carousel outline.
- Choose the most visual or sequential element: a framework, before-and-after comparison, or numbered list.
- Create 7–10 slides.
- Write a clear hook for Slide 1.
- Give each remaining slide one concise idea.
- End with a practical closing slide.
- Design the carousel to be saved, not clicked.
- Write peer-to-peer, not instructional.
- Do not invent examples, claims, or advice not included in the anchor.
- Preserve these voice markers: [sentence-length patterns], [specific vocabulary], [transitions or phrase patterns].
- Format the output as Slide 1, Slide 2, and so on.
Anchor piece: [paste anchor piece]Short-form video script prompt
Turn the most counterintuitive or surprising insight in the anchor piece below into a 60–90 second short-form video script.
- Start with a direct hook.
- Explain one idea only.
- Use plain, conversational language.
- End with a concise closing line, not a sales pitch.
- Write peer-to-peer, not instructional.
- Do not invent examples, claims, or advice not included in the anchor.
- Preserve these voice markers: [sentence-length patterns], [specific vocabulary], [transitions or phrase patterns].
- Format the output as Hook, Main Point, and Closing.
Anchor piece: [paste anchor piece]Email segment prompt
Create 2 email segments from the anchor piece below.
- Segment 1: use a direct excerpt or concise adaptation from the anchor, then add a link placeholder: [insert link].
- Segment 2: develop one related insight that did not make the anchor piece, using only ideas already present in the anchor.
- Keep each segment at [target length] words.
- Write peer-to-peer, not instructional.
- Do not invent examples, claims, or advice not included in the anchor.
- Preserve these voice markers: [sentence-length patterns], [specific vocabulary], [transitions or phrase patterns].
- Format the output as Email Segment 1 and Email Segment 2.
Anchor piece: [paste anchor piece]What AI Can Surface
AI can surface structural patterns in your anchor content that translate into platform-ready formats.
A buried insight in paragraph 7 that would make a stronger LinkedIn hook than the point you led with
A numbered list already formatted for a carousel
A rhetorical question in the conclusion that works better as an opening than a closing
Protect Your Voice
Always read every AI-extracted piece aloud before publishing.
AI extraction tends toward complete sentences and balanced structure. Your voice may be more fragmented, conversational, or reliant on phrase patterns that AI will not reproduce without explicit instruction.
Before using the prompts, identify 3–5 voice markers to include:
Your typical sentence-length patterns
Specific vocabulary you use
Transitions or phrase patterns you repeat
The free tier is sufficient for extraction at the Survival band. No paid subscription is required.
The platforms worth your time are not the ones with the most users. They are the ones where your specific audience takes the next step.
Premium Toolkit available for members
The Repurposing ROI Framework includes:
Repurposing ROI Tracker — audit 20 pieces, identify platforms producing leads or sales, and make a clear stop-doing list.
Extraction Protocol Template — turn each anchor piece into content for your working platforms in under 60 minutes.
Archive Reactivation Planner — put proven older content to work on new-to-it platforms without creating another piece.
Plug-and-play AI diagnosis sessions — drop into Claude, Gemini or ChatGPT, answer a few questions, save hours of guessing, get your exact next move
Audio key points — concentrated frameworks you can absorb in minutes, implement while you move
Unlock 750+ ready-to-use constraint toolkits — built to solve every business problem operators actually face.
Stop losing 10 hours a week to dead channels; reclaim time worth $20,800 a year at $40 an hour.
Cancel anytime. Every download you’ve accessed stays with you.
This toolkit is for creators at the Survival band ($10-60K/year) who are actively distributing repurposed content across multiple platforms and have at least 20 pieces of content history to audit.
If you haven’t started systematic repurposing yet, the production system that precedes this framework is in The 3-Hour Weekly Workflow: Consistent Content Without the Treadmill.
The audit takes 2 hours. The stop-doing list lasts years.
One thing from this section:
The ROI audit’s output isn’t a better repurposing system - it’s a stop-doing list, and the stop-doing list is where the 10-12 hours per week come from.
The framework components are installed. The next section runs the full implementation protocol - exact steps, time targets, and the three-creator comparison that shows how the audit and extraction sequence applies across different content models.
Implementation Protocol: From Raw Content History to a Running Extraction System
A repurposing system that does not start with the audit creates efficiency on the wrong channels. The sequence is non-negotiable: audit, cut, extract.
Step 1: Pull Your Content History
Time: 30 minutes
Action: Collect your last 20 pieces of repurposed content across every active platform.
How to execute:
Open every platform where you are actively posting
Export or list every piece published in the last 90 days
Record the title or topic, platform, format, and publication date for each piece
Use the 20-row audit table in your Repurposing ROI Tracker PDF
If you have published fewer than 20 pieces in 90 days, go back further until you reach 20 rows
Do not exclude platforms you suspect are underperforming
The audit only works when every active platform is included.
Tool: Your Repurposing ROI Tracker PDF. No software required. Cross-reference platform analytics to complete the result metric column.
Cost: $0.
Output: A completed 20-row audit table with a piece title, platform, format, date, and result metric for every entry.
What correct output looks like:
Every row has a number in the result metric column, including zeros. If you leave the result metric blank because you do not know the outcome, count it as zero. Blank equals zero.
If it fails:
If every platform has zero revenue-adjacent events, the problem is your tracking, not necessarily the platforms.
Add one traceable mechanism before running the audit again:
A “How did you find me?” field in your intake form
A UTM parameter in your link in bio
A platform-specific CTA you can trace
Run the audit again in 30 days with that tracking in place.
Step 2: Score Every Platform and Build the Stop-Doing List
Time: 45 minutes, including the math.
Action: Calculate the ROI score for every platform in your audit table and identify the platforms to cut.
How to execute:
Total the result metrics for each platform across all 20 rows
Estimate your average weekly time investment for each platform, including creation, scheduling, engagement, and monitoring
Divide total result events by weekly hours
Enter each score in the effort-to-ROI scorecard in your Repurposing ROI Tracker PDF
That result is your ROI score.
Cut criteria:
Any platform with an ROI score of 0.5 or below
Weekly time investment of 2+ hours
No exceptions for a possible algorithm change or vague future compounding
If a platform has not produced a revenue-adjacent event in 20 pieces over 90 days, it is not building toward anything.
Tool: The effort-to-ROI scorecard in your Repurposing ROI Tracker PDF.
Cost: $0.
Output: A ranked platform list with ROI scores and a stop-doing list of 1–2 platforms to exit immediately.
What correct output looks like:
At least one platform belongs on the stop-doing list. If every platform has a positive ROI score, either your tracking is exceptionally good, which is possible, or your cut criteria is too lenient, which is more likely.
Recheck your result metrics. Likes and saves are not revenue-adjacent events.
If it fails:
If every platform scores similarly low, with scores near zero, the problem may be offer clarity rather than platform selection. A creator without a clear, specific offer cannot trace events to revenue because there is no conversion path to track.
See Content System for Solo Creators (No Team Required) for the governance layer that creates traceable conversion paths.
Step 3: Execute the Platform Exit
Time: 45–90 minutes per platform.
Action: Complete the three-step exit for every platform on your stop-doing list.
How to execute:
Archive your best content
Post one redirect to your primary platform or email list
Stop posting to the platform
Do not stretch the exit across multiple weeks. A clean stop on Tuesday produces the same outcome as a gradual wind-down over a month, and costs 10x less time.
Tool: Your archived content files and the platform itself for the redirect post.
Cost: $0.
Output:
Platform posting stopped
Redirect post published
Best content archived
Weekly hours freed
What correct output looks like:
You have not posted to the cut platform in 7 days
Your weekly content schedule no longer includes that platform
The time slot previously allocated to that platform is now unscheduled
If it fails:
If you cannot bring yourself to exit a platform despite a zero ROI score, name the specific belief making it difficult.
“I might lose followers.” How many? Have any of those followers produced a revenue event?
“The algorithm might change.” Possibly, but the audit is backward-looking, and there is no evidence it will change in your favor.
“I enjoy it.” That is valid, but personal enjoyment is a separate budget from business content time.
The exit is about business time allocation, not personal preference.
Step 4: Install the Extraction Protocol for Surviving Platforms
Time: 2 hours for one-time setup. 45–60 minutes per anchor piece once running.
Action: Build your extraction workflow for the platforms that passed the audit.
How to execute:
Define the exact extraction format you will produce from every anchor piece for each surviving platform
Use the Extraction Protocol Template PDF
Pull only the format rows that match your surviving platforms and delete the rest
Turn the result into a platform-specific extraction checklist for every anchor piece you produce going forward
Tool: Claude at claude.ai for draft generation, plus your Extraction Protocol Template PDF for the workflow.
Cost: $0. The free tier is sufficient.
Output:
A written extraction workflow specific to your surviving platforms
Your first anchor piece run through the workflow using Claude
What correct output looks like:
You have a written, platform-specific extraction checklist
You have run one anchor piece through it with AI assistance
The output posts sound like you after your rewrite pass
If it fails:
If extracted posts do not sound like you after rewriting, your voice markers are missing from the prompt.
Open Claude
Paste your last 3 original posts from your best-performing platform
Ask it to identify your 5 most distinctive voice patterns, including sentence length, vocabulary choices, and structural habits
Add those patterns explicitly to your extraction prompt
This Framework Across Three Creator Situations
Newsletter Operator at $28K/year
Audit result: Email and LinkedIn pass
Cut: Instagram and Twitter/X
Reclaimed: 5.5 hours per week
Extraction: 2–3 LinkedIn posts per newsletter issue
AI session: 45 minutes with Claude
The audit reveals email and LinkedIn as the only revenue-generating platforms. Instagram has 4,200 followers but zero traced leads. Twitter/X produces 1 event in 20 pieces, so both are cut.
The extraction protocol produces 2–3 LinkedIn posts per issue, derived directly from the newsletter content.
Within 60 days, LinkedIn posting quality increases because the creator is no longer splitting attention across four platforms.
Coach at $42K/year
Audit result: LinkedIn passes
Cut: Twitter/X and Instagram
Reclaimed: 4.5 hours per week
Extraction: 3 LinkedIn posts per article
AI session: 40 minutes with Claude
The audit confirms LinkedIn as the only working channel. The Twitter/X thread has produced zero client inquiries in 6 months. Instagram carousels receive saves but no calls, so both are cut.
The extraction protocol produces 3 LinkedIn posts per article. Each post contains one standalone insight and does not require the reader to see the original article.
Within 30 days, LinkedIn posting frequency increases from 2x per week to 4x per week using reclaimed extraction time, with no additional anchor content produced.
Media Solo at $55K/year
Audit result: Newsletter and LinkedIn pass
Cut: Instagram audiograms and Twitter/X clips
Reclaimed: 6 hours per week
Extraction: 2 LinkedIn posts and 1 email segment per podcast episode
AI session: 55 minutes with Claude
The audit reveals newsletter and LinkedIn as the revenue channels. Instagram audiograms and Twitter/X clips are both time-intensive to produce, so they are cut.
The extraction protocol produces 2 LinkedIn posts and 1 additional email segment per podcast episode.
The reclaimed time goes to deepening podcast guest quality through more outreach and better preparation, which feeds both surviving channels.
Checkpoint
By end of Week 2, three specific deliverables must exist:
Completed 20-row audit table - every platform, every piece, every result metric including zeros
Stop-doing list - at least one platform identified and the exit process started or completed
Extraction workflow document - written, platform-specific, covering only surviving platforms
If any of these three don’t exist: stop. Do not begin extracting content until the audit is complete and the stop-doing list is acted on. Extracting content to dead channels before cutting them is the same problem you started with, slightly optimized.
One thing from this section:
The extraction protocol only produces returns if it runs on platforms that passed the audit - installing it before the audit is optimizing the treadmill speed, not getting off it.
The protocol is installed. The next section runs the cost calculation on your specific numbers, simulates the two paths forward, and maps what the system looks like at 14 days, 4 weeks, and 8 weeks.
Test Your Content Repurposing ROI
Your Repurposing Time Cost Calculator
Completed Example: Newsletter Creator at $28K/year
- Active platforms currently posting to: 4
- Total weekly content hours: 14 hours
- Hours on anchor piece production: 3 hours
- Hours on platform-specific distribution: 11 hours
- Platforms that pass the ROI audit: 2 (email + LinkedIn)
- Hours currently spent on non-passing platforms: 5.5 hours
- Opportunity cost at $40/hour: 5.5 x $40 = $220/week
- Annual cost of dead-channel distribution: $220 x 52 = $11,440/year
- Hours reclaimed after cutting non-passing platforms: 5.5 hours/weekYour Numbers
- Active platforms currently posting to: [number]
- Total weekly content hours: [number]
- Hours on anchor piece production: [number]
- Hours on platform-specific distribution: [number]
- Platforms that pass the ROI audit: [number]
- Hours on non-passing platforms: [number]
- Opportunity cost at $40/hour: [hours] x $40 = [weekly cost]
- Annual cost of dead-channel distribution: [weekly cost] x 52 = [annual cost]
- Hours reclaimed after cutting non-passing platforms: [hours]/weekRun the Simulation Before You Build
Before running the audit, test the logic against your current situation.
Starting scenario: You are a coach at $38K/year. You post original content on LinkedIn 4x/week and repurpose each post into a Twitter/X thread and an Instagram carousel.
Total content time: 9 hours per week
LinkedIn posts: 3 hours per week
Twitter/X threads: 3 hours per week
Instagram carousels: 3 hours per week
LinkedIn discovery calls in the last 90 days: 8
Twitter/X discovery calls in the last 90 days: 0
Instagram discovery calls in the last 90 days: 0
ROI score:
LinkedIn: 8 events / 3 hours per week = ROI score 2.67
Twitter/X: 0 events / 3 hours per week = ROI score 0.0
Instagram: 0 events / 3 hours per week = ROI score 0.0
Twitter/X and Instagram both score 0.0 while consuming 3+ hours per week. Both belong on the stop-doing list.
Hours reclaimed: 6 hours per week.
You can redirect those 6 hours in two ways:
Increase LinkedIn frequency from 4x/week to 7x/week with no additional anchor content produced
Maintain 4x/week and redirect the 6 hours toward discovery-call follow-up, offer development, or email-list building
Use this prompt in Claude’s free tier:
Calculate the ROI score for each platform using the data below.
- ROI score formula: revenue-adjacent events divided by average weekly hours spent on that platform.
- Apply this cut criterion: place any platform with an ROI score of 0.5 or below and a weekly time investment of 2+ hours on the stop-doing list.
- Calculate total weekly hours reclaimed by cutting the qualifying platforms.
- Identify the lowest-scoring platform.
- Draft a short three-step exit plan for that platform: archive the best content, post one redirect to [primary platform or email list], and stop posting.
- Format the output as: ROI Scores, Stop-Doing List, Hours Reclaimed, and Exit Plan.
Platform data:
- [Platform 1]: [number] revenue-adjacent events in the last 90 days; [number] hours per week
- [Platform 2]: [number] revenue-adjacent events in the last 90 days; [number] hours per week
- [Platform 3]: [number] revenue-adjacent events in the last 90 days; [number] hours per weekReview the draft, post the redirect, and stop.
The resistance you will hit is predictable: “But I have been building my Instagram for 18 months.”
That is sunk cost. The 18 months of effort does not change the ROI score. The only question is: what is this platform producing right now, and is that worth the hours it costs?
Two Futures
Without the Audit: 90 Days
You continue distributing to every active platform. Your best platform keeps producing results but receives no additional time or energy because you are already at capacity.
Your dead channels continue consuming 4–6 hours per week with no revenue output.
By day 90, you have spent 360–540 additional hours on distribution that produced no revenue events. Your best platform stays flat because you have not had the capacity to increase posting frequency, improve quality, or test new formats.
The treadmill continues.
With the Audit and Extraction Protocol: 90 Days
Weeks 1–2:
Complete the audit
Cut 1–2 platforms
Install the extraction workflow
Reclaim 5–6 hours per week immediately
Weeks 3–8:
Run the extraction protocol
Produce platform-specific outputs from every anchor piece in 45–60 minutes instead of 3–4 hours
Redirect reclaimed time to the working channel through more posts, better quality, or deeper engagement with people who have already shown intent
Day 90:
Your working platform has received 6–8 additional hours of attention per week for 10 weeks
Output volume increases
Quality increases
At a $40/hour opportunity cost, the reclaimed time represents $2,400–$2,880 in redirected value over 90 days
That is not additional revenue yet. But concentrated effort on a converting channel has a measurable probability of producing revenue events that dead channels never had.
Cutting a platform that is not working is not giving up on it. It is giving your time to the one that already is.
What Good Looks Like at Each Stage
Day 14
Audit table completed
At least one platform cut and exit executed
Extraction workflow document written for surviving platforms
First anchor piece run through the new extraction protocol
If no platform was cut after the audit, re-examine the cut criteria. An ROI score of 0.5 or below on a platform consuming 2+ hours per week is a mandatory cut, not a judgment call.
If below threshold:
The most common Day 14 failure is completing the audit but delaying the cut. The audit produces data. The cut produces time.
Without the cut, you have data and no change. Set a specific exit date within 7 days of completing the audit, and hold it.
Week 4
Run the extraction protocol for every anchor piece without exception
Reduce weekly content hours by at least 30% from the pre-audit baseline
Extract at least one piece using AI assistance
Improve posting quality or increase frequency on surviving platforms using reclaimed time
Stop posting entirely on dead platforms
If below threshold:
If extraction sessions still take 2–3 hours, the AI prompt is not doing enough of the work.
Paste the anchor piece directly into Claude and request a specific format for each platform. Do not ask it to “help you repurpose.” Ask it to produce a defined format with specific constraints for length, tone, and structure.
Prompt specificity drives output quality.
Week 8
Run the system without deliberation
Make extraction a mechanical post-anchor-piece step, not a creative decision
Trace at least one revenue-adjacent event on a surviving platform to a piece produced under the new extraction protocol
Update the audit data using the last 20 pieces to confirm surviving platforms are still producing
If below threshold:
A surviving platform that has not produced revenue-adjacent events after 8 weeks of concentrated effort with the extraction protocol may have been a false positive in the original audit: a small number of early events that did not represent a repeatable pattern.
Re-run the audit using only the last 20 pieces. If the score remains below 0.5, apply the cut criteria.
If It Does Not Work: Rollback and Retest
Revert Steps
Stop the new extraction protocol
Return to your previous distribution pattern for one week
Use that week to identify which part of the workflow broke down: audit scoring, platform exit, extraction prompt, or post-rewrite quality
Re-Diagnosis
There are two common failure modes.
Audit scoring was too generous:
If you counted saves or likes as revenue-adjacent events, re-score using only inquiries, subscribers, and sales
The stop-doing list will likely expand
Extraction quality is low after rewriting:
If extracted posts do not convert as well as original content, the extraction prompt needs voice calibration
Add your specific voice markers
Retest on 3 pieces before concluding that the protocol does not work
One-Variable Adjustment
Change only the extraction prompt. Do not change the platform cut or the session structure.
If LinkedIn posts extracted with Claude do not perform as well as your organic LinkedIn posts:
Share 5 of your best-performing organic LinkedIn posts with Claude
Ask it to extract in the same structural style
Retest for 4 weeks
Retest Timeline
Retest for 4 weeks with only one variable changed.
If performance does not improve, the surviving platform may have a format sensitivity that requires manual extraction. Keep AI for the platforms where it works and use manual extraction for that one platform.
What This Framework Trains You to See
Signal 1: Reach Metrics That Mask Zero Revenue
Any platform metric that rises without a corresponding increase in revenue-adjacent events is a vanity metric: followers, impressions, saves, and views.
They are not useless, as long as you know they are not revenue metrics.
The framework trains you to check whether reach metrics convert anywhere downstream. Follower growth that produces zero email subscribers, zero inquiries, and zero sales is not building toward something. It is building a number.
Action:
When a reach metric improves, ask: “Has anything revenue-adjacent happened on this platform in the last 30 days?”
If the answer is no after 60 days of growth, the platform is a vanity channel regardless of the reach numbers.
Signal 2: The Working Platform Being Underserved
A creator whose best platform has a high ROI score but receives the same time investment as dead channels is underserving their best asset.
The stop-doing list only creates value if the freed time is redirected toward the working channel: more posts, better quality, or deeper engagement with people who are already converting.
Action:
After cutting dead channels, allocate the freed hours immediately and explicitly.
Example: “I am cutting Instagram, which takes 3 hours per week. I will redirect 2 hours to additional LinkedIn posts and 1 hour to email follow-up with people who have engaged.”
Write it down. Unallocated freed time does not automatically go where it should.
The cost calculator only matters if you act on it. The audit produces a number, but the stop-doing list is what converts that number into reclaimed hours.
The Archive Reactivation Protocol: Zero New Content, Extended Distribution
Content older than 6 months has a second life on platforms where it was never originally distributed.
Most creators treat their content archive as a historical record. The archive reactivation protocol treats it as a production asset. Every high-performing piece you have already created is a candidate for first-time distribution to a platform where your current audience has never seen it.
Why Archive Content Performs
A piece that performed well on LinkedIn 8 months ago has never been seen by anyone on your email list who joined in the last 6 months. A long-form article that drove 40 email subscribers when published can drive another 20–30 if surfaced on a platform you were not active on at the time.
Archive content has three performance advantages on new platforms:
It is proven: the engagement and response it received on the original platform indicates genuine audience value
It is finished: no creation time is required, only extraction and formatting
It is unfamiliar to the new platform’s audience: even an 18-month-old piece feels current to someone seeing it for the first time
The reactivation sequence does not require explaining that the content is old. Most audiences do not track publication dates.
A “from the archive” framing is optional. It is honest and can increase engagement because readers respond to curation signals, but it is not required.
The Quarterly Archive Audit
Time: 30 minutes, 4x per year.
Run this audit once per quarter as a standalone session.
Step 1: Pull Your Top Performers
For each platform that passed your ROI audit, identify your top 5 pieces by revenue-adjacent events over the last 12 months.
These are your reactivation candidates.
Step 2: Check Distribution History
For each top performer, list the platforms where it was originally distributed.
Any platform in your current active stack that did not receive the piece originally is a reactivation opportunity.
Step 3: Schedule Reactivation
Add each reactivation piece to your extraction queue for the next 4–6 weeks.
Treat it exactly like a new anchor piece going through the extraction protocol. The only difference is that no new writing is required.
Output: A reactivation queue of 5–10 pieces scheduled for distribution over the next quarter, with zero new content production required.
ARCHIVE REACTIVATION FLOW
Quarterly audit (30 min)
|
Top 5 performers by
revenue events
|
Check original distribution
|
Platform in current
stack that never
received this piece?
|
YES NO
| |
Add to Skip -
reactivation already
queue distributed
|
Extract for
new platform
(45-60 min/piece)
|
Distribute -
zero new writingReactivation Framing Options
You do not need to announce that the content is from the archive. But if you choose to, use one of these framings:
“From the archive, still one of the most useful things I’ve written on [topic].”
“I wrote this [X months] ago. The underlying point hasn’t changed.”
“Resharing this because I keep getting asked about [topic].”
Each framing signals curation. You are not simply posting old content; you are saying, “This was worth keeping.” That signal performs well with audiences who are already engaged.
If you prefer not to frame it as archive content, extract the core insights and present them as a fresh observation. The underlying idea is yours. The format is new.
Archive Reactivation Math
A newsletter creator at $28K/year has 18 months of content across two surviving platforms: email and LinkedIn.
Top 5 email pieces by revenue-adjacent events: 18 total events
Pieces from that group also posted to LinkedIn at the time: 2 of 5
Reactivation candidates for LinkedIn: 3 pieces that drove email results but were never posted on LinkedIn
Estimated LinkedIn distribution of those 3 pieces: 3–6 additional revenue-adjacent events at the platform’s current ROI score
Time investment: 3 x 45 minutes of AI-assisted extraction = 2.25 hours total
Time cost at $40/hour: $90
That is a $90 time investment for an estimated 3–6 revenue events from content that has already proven it produces results.
The archive is not a graveyard. It is an underdeployed asset.
One thing from this section:
The archive reactivation protocol produces distribution value from content you’ve already paid to create - every quarter, with no new writing.
Running This System in Your Current Condition
Contraction: Revenue Declining or Unstable
In contraction, the Repurposing ROI Framework creates one specific risk: cutting platforms prematurely when the actual problem is offer clarity rather than platform selection.
A creator whose revenue is declining and whose best platform is also declining may conclude the platform is dead. The correct diagnosis is that the offer or messaging has weakened. The platform has not changed; the conversion rate has.
Minimum viable version in contraction:
Run the ROI audit only
Do not implement the extraction protocol or cut platforms until you identify whether the revenue decline is a platform problem or an offer problem
A platform problem means ROI scores are dropping across the board
An offer problem means ROI scores remain high but revenue is still declining
If the offer is the problem, see Content System for Solo Creators (No Team Required) before optimizing distribution.
The signal that the framework is making contraction worse is cutting your best platform because it appeared on the stop-doing list during contraction. That is a false positive caused by temporarily reduced conversion rates.
Re-run the audit using data from the prior 6 months, not just the last 90 days, before cutting any platform during revenue contraction.
Stability: Revenue Consistent, Not Growing
In stability, the framework addresses one blind spot: the platform producing just enough to stay off the stop-doing list but not enough to justify its time cost.
Creators at stability often keep borderline platforms because the audit shows a nonzero ROI score. But a score of 0.6 on a platform consuming 3 hours per week is still a weak return.
The amplifier available in stability is to tighten the cut criteria.
In contraction, cut only the clear zeros
In stability, cut any platform with an ROI score below 1.0 if it consumes 2+ hours per week
Send the freed time to the platform with the highest ROI score, not to experimentation
The drift number to watch is the ROI score trend across two consecutive quarterly audits.
A platform whose ROI score declines quarter over quarter is trending toward zero. Cut it before it reaches zero, while exit cost is still low and the audience has not become a maintenance burden.
Expansion: Revenue Growing, Adding Complexity
In expansion, the first thing that breaks is extraction-protocol bandwidth.
As anchor-piece volume increases through more podcasts, articles, and videos, extraction sessions expand. The 45–60 minute per-piece target becomes difficult to maintain.
The over-reliance in expansion is the same extraction prompts built at the Survival band. Prompts that worked for 2 posts per anchor piece do not scale efficiently to 4–5 posts per piece across multiple surviving platforms.
The prompt library needs rebuilding at the expansion band.
Guardrail:
Stop when extraction sessions consistently exceed 90 minutes
Rebuild the prompt library instead of accepting time creep
Audit extraction outputs
Use the best-performing posts as examples in the new prompt
Expect the rebuild to take 2–3 hours once, then reset session time to target
Capacity signal:
When you have more archive content than your quarterly reactivation cadence can process, delegate archive reactivation extraction to a contractor using the Extraction Protocol Template as the brief.
The audit and stop-doing decisions stay with you. The extraction work scales.
The Repurposing ROI Framework in the Creator Operating System
The 3-Hour Weekly Workflow: Consistent Content Without the Treadmill establishes the anchor piece you can repurpose. Use this when original content isn’t arriving consistently.
Content System for Solo Creators (No Team Required) keeps your message consistent across platforms. Use this when repurposed posts start drifting off-position.
Turn One Piece of Content Into Ten - The AI Distribution Engine speeds up versions for your working channels. Use this when you’ve cut channels that don’t perform.
How to Create a Full Week of Content in 3 Hours - The Solo Content Engine batches creation and repurposing into fewer work sessions. Use this when production still takes too long.
How to Batch Content as a Consultant ties batched content to client acquisition. Use this when content needs to support consulting leads.
Where are you in the sequence?
If you have not run the audit, spend 30 minutes pulling your last 20 pieces of repurposed content.
If the audit is complete but you have not cut platforms, the stop-doing list is the constraint.
If you have cut platforms but are not running the extraction protocol consistently, your workflow document is missing. Write it before producing your next anchor piece.
Your Repurposing Fix Starts Now
At Week 8, you’ll be able to say:
“I know exactly which platforms produce revenue-adjacent events and which ones don’t. Every platform I’m on has a current ROI score.”
“My extraction session runs in under 60 minutes per anchor piece with AI assistance. The protocol is written down and I run it without deliberation.”
“I’ve reclaimed at least 8 hours/week from dead-channel distribution and I know exactly where that time is going.”
Three time-boxed actions:
Pull your last 20 repurposed pieces from every active platform
Fill in the first four columns of your audit table:
Piece title
Platform
Format
Date
Leave the result metric column for tomorrow
This Week
Complete the result metric column
Calculate ROI scores
Identify the stop-doing list
Execute the exit on the lowest-scoring platform
Before Next Month
Write your extraction workflow document
Run one full anchor piece through the protocol using Claude
Verify that the extracted posts sound like you after your rewrite pass
Repurposing ROI Framework Progress Milestones:
Milestone 1: 20-row audit table completed with result metrics for every row, including zeros. ROI scores calculated for every active platform.
Milestone 2: Stop-doing list identified with at least one platform meeting the cut criteria. Exit executed - redirect post published, posting stopped.
Milestone 3: Extraction workflow document written for surviving platforms. First anchor piece run through the protocol.
Milestone 4: Extraction protocol running on every anchor piece without exception. Session time under 60 minutes consistently.
Milestone 5: First quarterly archive audit completed. Reactivation queue built with at least 3 proven pieces scheduled for new-platform distribution.
If you take one thing from each section:
Platforms that do not produce revenue-adjacent events burn hours that belong on the platforms already working.
The ROI audit produces a stop-doing list, and that list is where the 10–12 reclaimed hours per week come from.
The extraction protocol produces returns only on platforms that passed the audit. Installing it first optimizes the treadmill rather than getting you off it.
The cost calculator matters only when you act on it. The audit produces a number; the stop-doing list turns that number into reclaimed hours.
The archive reactivation protocol creates new distribution value from content you have already paid to create, every quarter, with no new writing.
But if you remember only one thing:
Most creators are not on too few platforms. They’re on too many - and the two that work are being starved of the time that’s going to the three that don’t.
Repurposing ROI Framework Checklist
Pull your last 20 repurposed pieces across every active platform.
☐ Record piece title, platform, format, date, and result metric for all 20 rows
☐ Calculate effort-to-ROI score for each platform using total events divided by weekly hours
☐ Build stop-doing list for any platform scoring 0.5 or below consuming 2-plus hours weekly
☐ Execute three-step platform exit: archive best content, post one redirect, stop entirely
☐ Write extraction workflow for surviving platforms; run first anchor piece through protocol
When complete, distribution time drops and working platforms receive concentrated effort.
FAQ: Repurposing ROI Framework
Q: How many pieces of content do I need before the audit produces reliable data?
A: A minimum of 20 published pieces across at least two platforms. Fewer than 20 rows gives you directional signals, not reliable scores. If you have less than 20 pieces in the last 90 days, extend your lookback window until you hit 20 rows.
Q: What counts as a revenue-adjacent event?
A: A new email subscriber traceable to that platform, a DM inquiry from that platform, a discovery call booked from that platform, or a sale where the buyer cited that platform. Likes, saves, follower count increases, and impressions are reach metrics — they don’t count.
Q: What if every platform in my audit scores near zero?
A: That signals a tracking problem or an offer clarity problem, not a platform problem. First, confirm you’re measuring revenue-adjacent events only — not engagement. If your tracking is clean and all scores are still near zero, there’s no traceable conversion path, which usually means the offer or the call to action is unclear.
Q: How do I calculate the effort-to-ROI score?
A: Total the revenue-adjacent events for one platform across all 20 audit rows. Then estimate your average weekly hours on that platform — creation, scheduling, monitoring combined. Divide total events by weekly hours. That number is the ROI score.
Q: Do I need to announce that I’m leaving a platform?
A: No announcement needed beyond one redirect post. Write a single sentence pointing followers to your primary platform or email list, post it once, and stop. No explanation, no apology, no gradual wind-down. A clean stop on Tuesday costs the same as a drawn-out exit and takes a fraction of the time.
Q: What should I do with the hours I reclaim from dead platforms?
A: Allocate them explicitly before cutting — write it down. If you cut Instagram at three hours per week, decide immediately whether those hours go to additional posts on your best platform, deeper engagement with people already showing intent, or email list building. Unallocated freed time rarely ends up where it should.
Q: Does AI-assisted extraction really work for maintaining my voice?
A: It works with the right prompt specificity. Before your first extraction session, share your last three to five best-performing original posts with Claude and ask it to identify your five most distinctive voice patterns — sentence length, vocabulary, structural habits. Add those patterns explicitly to every extraction prompt.
Q: How does the archive reactivation protocol work?
A: Once per quarter, pull your top five pieces by revenue-adjacent events from the last 12 months. Check which ones were never distributed to your current active platforms. Any proven piece that a platform’s current audience has never seen is a reactivation candidate.
Q: What if a surviving platform stops producing results after I’ve concentrated on it?
A: Re-run the audit on your last 20 pieces only. If the ROI score has dropped below 0.5 on two or more hours per week, apply the cut criteria — the original audit may have captured a brief spike rather than a repeatable pattern.
Q: When does this framework stop applying to my situation?
A: Above $60K/year, the question shifts from which platforms to cut to how to delegate extraction on surviving platforms without losing voice quality. The stop-doing list at that stage feeds a contractor brief rather than a personal schedule change. The audit logic stays the same — the output routes differently.
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