JRVS
PRODIGY · Operator Folio · 01
Private. For Robbie Lamprecht and McGrath New Farm.
JRVS
PRODIGY · Operator Folio · 01
For — Robbie Lamprecht · McGrath New Farm

The Restorer.

A ninety-day social plan — positioning, a hook library, a content calendar, and the production set that makes it run.

Issued
2026-04-30
Operator
Nathan Thompson
Patch
Newstead · Teneriffe · New Farm · CBD
Cycle
Day 0 — Day 90

A map of what is here.

Robbie Lamprecht, at a glance.

Identity

Robert "Robbie" Lamprecht

  • Sales agent, McGrath New Farm
  • 876 Brunswick St, New Farm 4005
  • 0419 999 989
  • 13 years in inner-Brisbane property
  • Origin: Johannesburg, South Africa
Numbers (last 12 mo)

11 · $11.3M · $1.0M

  • Properties sold: 11
  • Total volume: $11.3M
  • Average sale: $1.0M
  • Estimated GCI at 2.5%: ~$282K
  • RateMyAgent score: 5.0 verified
Patch

Newstead · Teneriffe · New Farm · Brisbane CBD

  • Teneriffe units: +15.68% annual capital growth
  • New Farm units: +13.6% annual compound growth
  • Brisbane prestige: $3M entry, $25M ceiling
  • Apartment vacancy tightening into 2026
Existing footprint

The runway

  • Instagram @agentroberto.mcgrath — active, on-brand
  • Facebook page — fresh, 12 likes (greenfield)
  • TikTok — not present (greenfield)
  • YouTube — not present (greenfield)
  • LinkedIn — present, light
The differentiators

Three signals worth pattern-locking

  • Classic car restorer — declared in his own bio
  • MC for corporate and all events — voice and presence on camera
  • Johannesburg origin — outsider's lens on Brisbane
Market context

The vacuum he steps into

  • Drew Davies (Place Ascot) signalled an exit January 2026 — the most-followed inner-Brisbane personality-agent
  • Tony O'Doherty (McGrath Bulimba, QLD #2) is the new content benchmark — hook-result-lesson pattern
  • Place New Farm dominates listings; less dominant on personality-led content
  • Inner-Brisbane apartment market is the fastest-growing residential surface in the country

The agent who restores things properly.

Most agents flatten themselves into a category. Robbie has a separate life that makes the category interesting.

The thesis. A man who can restore a car can read a building. The same eye that finds the original line on a forty-year-old Porsche reads the bones of a Teneriffe woolstore conversion or a New Farm Queenslander. Robbie sells inner-Brisbane property because he understands restoration — material, history, what to keep, what to undo. Combined with thirteen years on the patch and an MC's voice, that becomes a category of one.

Three positioning lines, choose one

  1. The Restorer. An agent's eye for the bones of a property, a restorer's patience for the detail. Newstead, Teneriffe, New Farm.
  2. Original line, original feature, original price. Inner-Brisbane property, sold by an agent who knows what to leave alone.
  3. Cars and houses are the same problem. Robbie Lamprecht reads both. McGrath New Farm.

Recommend line one — "The Restorer." It travels across all five pillars without rewriting. It permits short-form humour, long-form detail, and the kind of testimonial that doesn't sound like every other agent's testimonial.

Voice rules

Five lanes, one personality.

Each lane runs to a different audience. None is optional. The mix produces the personality.

01
Pillar — The Restorer

Cars × houses

Signature pillar. Robbie in his garage, on a build, at a show, walking a property. Each piece draws a line between a car detail and a property detail — patina, factory line, original glass, original chrome, original brick. Twice per week. The pillar that makes him uncopyable.

  • Format: short-form reels, fifteen to thirty seconds
  • Cadence: 2 per week
  • Distribution: IG, TikTok, YouTube Shorts, LinkedIn
02
Pillar — On the Patch

Newstead, Teneriffe, New Farm walk-throughs

Listings shown the way a connoisseur shows a car — exterior line, interior detail, what the architect did, what the previous owner did, what the river adds, what the price reflects. Auction commentary in his MC register.

  • Format: walking reels, ninety-second listing tours, auction-day vlogs
  • Cadence: 2 per week minimum (lifts on auction weeks)
  • Distribution: IG, TikTok, YouTube long-form for full tours
03
Pillar — The Number

Data, sold-flex, market reads

One graphic per week showing one inner-Brisbane number — Teneriffe unit growth, New Farm median, days on market, auction clearance rate. Plus the sold-flex — every settlement a piece, said quietly.

  • Format: single-graphic reel, one carousel post, one short voiceover
  • Cadence: 2 per week
  • Distribution: IG, LinkedIn, Facebook
04
Pillar — Operator's Notebook

How an agent actually works

The MC voice as educator. How a vendor should choose. How an auction is run. What a bid means. What an under-bid means. What an off-market is and is not. These are the videos that turn passive watchers into appraisal requests.

  • Format: talking head, fifteen to forty-five seconds, single idea per piece
  • Cadence: 1 per week
  • Distribution: IG, TikTok, YouTube Shorts, LinkedIn (the LinkedIn lane lives here)
05
Pillar — The Long Way

Origin, story, life

Used sparingly. Johannesburg. The first Australian house. Why classic cars. Why New Farm specifically. Family. Mentors. The restraint pillar — too much story is the agent who never sells; too little and the personality never lands.

  • Format: longer-form (sixty to ninety seconds), occasional carousel
  • Cadence: 1 every two weeks
  • Distribution: IG, LinkedIn, occasional TikTok

The mix

PillarPer weekPer monthPer quarter
The Restorer (cars × houses)2824
On the Patch2824
The Number2824
Operator's Notebook1412
The Long Way0.526
Total short-form pieces7.53090

Plus one long-form YouTube property tour per month and one suburb-deep-dive per quarter.

Fifty hooks, by pillar.

A hook is the first three seconds. It must stop a thumb without lying about what comes next. Use these literally or as scaffolds — but say them in his voice, not the script's.

Pillar 1 — The Restorer (cars × houses)

  1. The same eye that finds the original line on a 1973 Porsche reads the bones of a Teneriffe woolstore.
  2. Restoration teaches you what to leave alone. Most renovations forget that.
  3. I bought the car for the same reason people buy in New Farm. Original detail.
  4. This panel is 50 years old. So is the floor in the apartment I'm listing tomorrow.
  5. Three things a restorer notices that a buyer's agent misses.
  6. The chrome is original. The kitchen is not. Here's why that matters at auction.
  7. If a vendor asks me why the offer should be higher, I show them the patina.
  8. Original glass on a car. Original glass on a Queenslander. Same conversation.
  9. I don't trust a renovation that doesn't show its history. Buyers don't either.
  10. Twenty hours in the workshop on Saturday. Two appraisals on Sunday. Same skill set.

Pillar 2 — On the Patch

  1. If you only see one Teneriffe woolstore this year, see this one.
  2. This is the apartment that sold off-market for the highest price per square metre I've seen in Newstead.
  3. Three things New Farm buyers ask that Teneriffe buyers never ask.
  4. The cheapest river view in Newstead this week.
  5. Walking the line between New Farm and Teneriffe — what the postcode hides.
  6. Auction day. Forty-five seconds. Watch the room turn.
  7. This building has nine apartments. Three sold this year. Here's what the price did.
  8. The most under-priced street in New Farm right now, and why.
  9. Why the building you live in matters more than the apartment inside it.
  10. I sold this apartment in 2019. Today's price would surprise the original owner.

Pillar 3 — The Number

  1. Teneriffe units. Up 15.68% in twelve months. The highest in inner Brisbane.
  2. New Farm unit growth, year on year — 13.6%. Houses, 0.9%. That gap is the trade.
  3. If you bought a Newstead two-bed in 2018, here's what the market says it is now.
  4. Three numbers from inner Brisbane that nobody is putting on a graphic. Here they are.
  5. Sold. Mowbray Terrace. 14 days. Quiet campaign.
  6. Sold. Vernon Terrace. Off-market. Four-day campaign.
  7. Auction clearance in inner Brisbane is sitting at 62%. Here's what 62 means and what it doesn't.
  8. Median time to sell in Newstead — six weeks. Mine — three.
  9. Ten years of New Farm prices in one chart.
  10. Settled this week. Held the price. The vendor wrote the testimonial.

Pillar 4 — Operator's Notebook

  1. The first thing I tell a vendor in their first appraisal — and it isn't price.
  2. Three things a buyer should never say to an agent at the first inspection.
  3. What a bid actually means at a Brisbane auction.
  4. The off-market sale is the most misunderstood phrase in real estate. Here's what it means.
  5. How to read an agent's CMA without believing it.
  6. The difference between a campaign that works and one that drags is one decision in week one.
  7. The two questions every buyer should ask before the second inspection.
  8. Why most vendors choose the wrong agent — and the one signal that fixes it.
  9. If your agent talks about marketing more than method, you have the wrong agent.
  10. Settlement day is the agent's last test. Here's what to watch.

Pillar 5 — The Long Way

  1. I grew up in Johannesburg. Brisbane felt slow at first. Now it feels exact.
  2. The first house I owned in Australia taught me everything I sell on now.
  3. Why I work New Farm specifically, and not the rest of Brisbane.
  4. The agent who taught me to listen first and price second.
  5. The reason I restore cars — and what it has to do with houses.
  6. The MC work came before the real estate. Both teach the same thing.
  7. What thirteen years on the same patch lets you see that a new agent cannot.
  8. The hardest sale of the last twelve months. What it taught me.
  9. Why I joined McGrath New Farm — and why the office matters as much as the agent.
  10. Three rules I do not break, ever, and why each one cost me a sale once.

Hook engineering rule. Three opens that work for Robbie's voice — the declarative ("Original chrome. Original brick. Same conversation."), the contrarian ("Most renovations get this exactly wrong."), the numbered list with low-friction count ("Three things a restorer notices a buyer's agent misses."). Avoid the question-open and the "you won't believe" open. They flatten the personality.

Ninety days, five posts a week.

Pieces are scheduled by pillar, not by mood. Cadence is the moat — most agents post in bursts; pattern beats burst.

Weeks 1–4 — Mobilise

WeekDayFormatPillarWorking title
Week 1 — re-introduction
1MonReel · 30sThe Long Way"Johannesburg to New Farm — 13 years on one patch"
TueCarouselThe NumberThree numbers from inner Brisbane this month
WedReel · 20sThe Restorer"Original chrome on the Porsche. Original glass on the Queenslander. Same conversation."
FriReel · 60sOn the PatchWalk-through of current Newstead listing
SatStory setOn the PatchOpen-home behind the scenes
Week 2 — establish the lanes
2MonReel · 25sOperator's Notebook"The first thing I tell a vendor — and it isn't price"
TueReel · 20sThe RestorerSaturday workshop hands. Sunday appraisal hands. Same eye.
WedSingle graphicThe Number"Teneriffe units up 15.68% — the highest in inner Brisbane"
ThuReel · 30sOn the PatchAuction-day vlog if applicable; if not, current listing tour
SatSold postThe NumberQuiet sold-flex with one-line testimonial
Week 3 — pattern lock
3MonReel · 20sThe Restorer"Three things a restorer notices that a buyer's agent misses"
TueReel · 45sOperator's Notebook"What a bid actually means at a Brisbane auction"
WedReel · 60sOn the PatchNew listing — full walk and condition read
ThuSingle graphicThe Number"Auction clearance is at 62% — what 62 means and what it doesn't"
SatStory setOn the PatchSaturday open-home reel — voice-led
Week 4 — the long-way piece
4MonReel · 75sThe Long Way"The first house I owned in Australia"
TueReel · 25sThe Number"Sold. Vernon Terrace. Off-market. Four-day campaign."
WedReel · 30sThe RestorerWorking on the car. Talking through what it teaches him about price restraint.
ThuReel · 60sOn the PatchListing two — interior cinematic + price-rationale voiceover
SatCarouselOperator's Notebook"Three rules I do not break, ever"

Weeks 5–8 — Compound

Same five-piece-per-week shape. Pillar mix tightens to 2 + 2 + 2 + 1. The Long Way drops to one piece per fortnight. Auction-week supersedes everything when applicable — auction-day vlogs replace whatever else was scheduled. By week 8, the Restorer pillar should have produced 12+ pieces, the Patch pillar 12+, and Robbie's Reels view-count median should be lifting visibly.

WeekAnchor piecePillar splitOutcome target
5"The cheapest river view in Newstead this week"R2 / P2 / N2 / O1First reel above 10K views
6"Why I work New Farm specifically, and not the rest of Brisbane"R2 / P2 / N1 / O1 / L1First inbound DM appraisal request
7"This building has nine apartments. Three sold this year. Watch what the price did."R2 / P2 / N2 / O1Building-level case-study reel
8"The reason I restore cars — and what it has to do with houses"R3 / P2 / N1 / O1The pillar piece that pins the personality

Weeks 9–12 — Reap

Volume holds. Quality lifts. By week 12, Robbie should have 90+ short-form pieces published, one long-form YouTube tour, and one quarterly suburb-deep-dive (Newstead apartment market 2026). The first vendor-lead conversion attributable to social should land in this window. The week-12 piece is the year-one anchor — a long-form reel mixing his garage, an inner-Brisbane property, the same voice across both, with the closing line already locked.

WeekAnchor piecePillar splitOutcome target
9"Ten years of New Farm prices in one chart" — long-form YouTube + reel cut-downR2 / P2 / N3 / O1Long-form establishes him as a market voice
10"Settled this week. Held the price. The vendor wrote the testimonial."R2 / P2 / N2 / O1First testimonial-led reel
11"Newstead Apartment Market 2026 — the quarterly read"R1 / P2 / N3 / O1 / L1The deep-dive piece — market-voice positioning
12"The Restorer — twelve weeks in"R3 / P2 / N1 / O1Anchor piece. Pin-to-profile.

How the pieces actually get made.

A content engine that depends on Robbie filming every day will fail. The set produces in batches, on a fortnightly cadence.

Set 1 — The Garage Day (fortnightly)

Half-day shoot in Robbie's workshop. 8 Restorer-pillar reels captured against the car. Same shirt, same lighting, same single shot — micro-variations across the eight pieces. Produces two weeks of Restorer content in three hours.

Set 2 — The Patch Walk (weekly)

One Newstead/Teneriffe/New Farm walking shoot per week, timed against current listings or open-homes. Captures: one ninety-second listing tour, two thirty-second on-street reels, one auction-day vlog if applicable. Two-hour window, gimbal + iPhone, no crew.

Set 3 — The Notebook (weekly)

One forty-five-minute talking-head session per week. 3 Operator's Notebook reels captured per session, single-take, single shirt. Three weeks of Notebook content in one session.

Set 4 — The Number (weekly)

Built without Robbie on camera. JRVS produces one graphic + one voiceover per week from inner-Brisbane data — Robbie records the voiceover from his phone at the end of the Notebook session. Two-week buffer maintained.

Set 5 — The Long Way (monthly)

One longer-form sit-down per month. Sixty to ninety seconds. Lit, considered, single take. Pinned moments — origin, mentor, why-the-patch, the hardest sale.


Time budget for Robbie

ActivityCadenceTime per sessionPer fortnight
Garage DayFortnightly3 hrs3 hrs
Patch WalkWeekly2 hrs4 hrs
Notebook sessionWeekly45 min1.5 hrs
Voiceover top-upWeekly15 min0.5 hrs
Long Way pieceMonthly1 hr0.5 hrs
Robbie's time per fortnight~9.5 hrs

Everything past Robbie's hand — editing, captioning, scheduling, distribution, performance review — runs through JRVS infrastructure (Remotion video pipeline, Whisper auto-caption, Buffer / Later scheduling, Metabase performance dashboard).

Where each piece goes, and when.

ChannelPillars servedNative posting cadencePosting window
Instagram (Reels + Feed + Stories)All five5–6 / wkMon–Sat 7am, 12pm, 5pm AEST
TikTokRestorer, Patch, Notebook4–5 / wkCross-posted from IG with TikTok-native cuts
YouTube ShortsRestorer, Patch, Notebook4 / wkCross-posted; long-form tour monthly
LinkedInNotebook, Number, Long Way2–3 / wkTue, Wed, Thu — vendor-side audience
Facebook (Robbie page)All five — repost from IG4–5 / wkCross-posted; comment engagement managed
McGrath internal channelsPatch, Number — sold-flexWeeklyWhatever the franchise distribution requires

Posting rules

What we read, each week.

MetricCadenceDay-30 targetDay-60 targetDay-90 target
Pieces publishedWeekly204590
Median IG Reel viewsWeekly1.5K5K15K
Top piece IG Reel viewsWeekly10K50K150K
IG follower growthWeekly+200+800+2,500
TikTok follower growthWeekly+150+1,000+5,000
Inbound DMs (qualified)Weekly2820
Appraisal requests sourced from socialMonthly136
Listings sourced from socialMonthly012

Targets are honest. The day-90 follower numbers are conservative against the inner-Brisbane personality-agent ceiling — Drew Davies cleared 100K over years; Robbie does not need to. He needs 3 appraisal requests per month directly attributable to social by month four — that is the unit economics that keep the engine self-funding.

Reporting

One Metabase dashboard built day one — pieces published, views by pillar, follower growth, DM volume, appraisal-request attribution. One weekly five-line note from Nathan to Robbie — what worked, what didn't, what next week looks like.

The lines that do not move.

The OAIC opened a sector-specific privacy compliance sweep in January 2026. Real estate is named. The voice can be loose; the privacy posture cannot.

From signed to shipping.

DayActionOwnerOutput
1Engagement signed. Robbie kick-off call.Nathan + RobbieVoice samples, photo references, three classic-car photos, current listing list
2Privacy policy refresh. APP 1.4 audit.JRVS engineeringUpdated policy live on every Robbie surface
3Brand-voice fine-tune captured (LLM tone profile)JRVS engineeringRobbie-toned listing-copy generator live
4Garage Day shoot — eight Restorer reelsRobbie + camerapersonEight reels — fortnight-one supply
5Notebook session 1 — three reelsRobbie + camerapersonThree Notebook reels banked
6First Patch Walk — current Newstead listingRobbieOne ninety-second tour, two on-street reels
7The Number engine live — first graphic + voiceover scheduledJRVS engineeringTwo-week Number buffer banked
8Buffer / Later schedule loaded for week 1 + week 2JRVS engineeringTwenty pieces queued
9Metabase dashboard liveJRVS engineeringReal-time view of every metric in section 8
10Week 1 Mon piece publishes — "Johannesburg to New Farm"AutoFirst piece live
11Inbound DM monitor live — Ollama AI inbox first-touchJRVS engineeringAfter-hours DM auto-acknowledge with qualified hand-off to Robbie
12LinkedIn refresh — Notebook content lane opensRobbie + JRVSFirst LinkedIn long-post published
13YouTube channel set up — long-form scheduledJRVS engineeringChannel live, branding aligned
14End-of-fortnight review — first ten pieces against day-30 targetsNathan + RobbieFive-line note. Adjustments. Week-3 cued.

The plan ships only if the first fortnight ships. If by day fourteen Robbie is on schedule, the rest is rhythm. If he is not, we cut one pillar and protect the others. Volume beats variety — but only when volume actually publishes.

The questions we need Robbie to answer.

Before we automate anything, we map what he actually does by hand. The audit answers one question — where is his time being spent on work a system should be doing.

A · Lead capture and first-touch

  1. When a buyer or vendor enquires through realestate.com.au, Domain, his website, or DM — what is the first thing he does? Within how many minutes?
  2. How many enquiries does he get in a typical week, broken down by channel?
  3. What percentage of enquiries does he personally read and reply to versus what an assistant handles?
  4. What does he ask first — phone, qualifying questions, suburb fit, finance position?
  5. Where does the enquiry go in his system after first-touch — VaultRE, AgentBox, Salesforce, spreadsheet, head?
  6. How often does an enquiry slip through — meaning, no reply, lost, forgotten?

B · Vendor appraisal and listing presentation

  1. How does he prepare for an appraisal — comparable sales, suburb data, vendor-specific research? How long does prep take per appraisal?
  2. Who builds the appraisal document or CMA — him, an EA, McGrath corporate, an external designer?
  3. What is in the listing-presentation pack he hands the vendor? Print, digital, live walk-through?
  4. What is the win-rate from appraisal-to-listing? Where does it lose — price, marketing budget, agent fit, indecision?
  5. Once a listing is signed, what are the manual steps before it goes live on portals?

C · Marketing for a live listing

  1. What is the standard listing marketing package (photography, copy, video, signboards, brochure, social)? Who runs each piece?
  2. How is listing copy written — by Robbie, by McGrath, by a copywriter?
  3. How long after photos arrive does the listing typically go live?
  4. How many social posts does each listing produce, and on which channels? Who creates them?
  5. Are there email or SMS sends to buyer database for new listings? How is the buyer database segmented?

D · Open homes, inspections, and follow-up

  1. How are open homes scheduled and confirmed?
  2. How does he capture inspector details at the door — sign-in book, app, both?
  3. What does the post-inspection follow-up look like — call, SMS, email? Within how long?
  4. How does he track which buyers came back for a second look?
  5. Who manages open-home volunteer assistants if any?

E · Auction campaign and contract

  1. What is the auction-campaign weekly rhythm — vendor reports, buyer feedback, competitor comparisons?
  2. How are vendor weekly reports built? How long does each take?
  3. How does he track buyer interest at the bid-likelihood level pre-auction?
  4. Who runs auction-day logistics — registration, paperwork, settlement chase?
  5. What contract-to-settlement steps does he personally touch?

F · Post-settlement and database

  1. What is the post-settlement vendor experience — gift, review request, anniversary touch?
  2. How is the past-vendor list maintained and re-engaged?
  3. What is the cadence of touches with buyers who didn't transact — newsletter, market updates, one-on-one?
  4. How are referrals tracked and rewarded?

G · Content production today

  1. How much time does he currently spend per week creating social content? Filming, editing, captioning, posting?
  2. Who edits his reels — him, a videographer, McGrath?
  3. Where does content idea come from — ad-hoc, calendar, listing-driven?
  4. What does he hate most about content production?
  5. What part of it does he genuinely enjoy?

H · Tools and stack

  1. CRM — VaultRE, AgentBox, Reapit, MyDesktop, Salesforce, McGrath internal, other?
  2. Email — McGrath corporate, Mailchimp, Active Campaign, none?
  3. SMS — Burst SMS, Twilio, none?
  4. Social scheduling — Buffer, Later, Hootsuite, manual?
  5. Video editing — CapCut, Premiere, McGrath in-house, agency?
  6. Reporting and dashboards — none, weekly McGrath, custom?
  7. Listing copy — McGrath template, ChatGPT, freelancer, himself?

How we use this. Forty-five-minute discovery call — Robbie talks, Nathan listens, transcript captured via Whisper. The output is a process map showing every manual step, the time it costs, and the failure modes. The automation map in the next section is then weighted against the actual answers.

What we streamline, what we scale.

A streamline removes a manual step. A scale puts an output engine in front of a single creative input. Most agents conflate the two — and end up with neither.

The simple test. If a task takes Robbie an hour and he hates it, we streamline. If a task takes him an hour and produces one piece, we scale — meaning the same hour produces ten. The first changes his week. The second changes the business.

Streamline candidates — five lanes

LaneManual todayJRVS streamlinedTime saved per weekBuild days
Enquiry first-touchRobbie reads every DM and email; replies in scattered windows.AI inbox (Ollama first-touch) acknowledges every enquiry within sixty seconds, qualifies (suburb, intent, finance), routes only the warm ones to Robbie.3–5 hrs3
Vendor weekly reportsManually compiled from open-home numbers, portal stats, buyer feedback.n8n pulls portal data + open-home sign-ins + buyer-feedback CRM notes; auto-generates the report; Robbie approves and sends.2–4 hrs4
Listing copyWritten from scratch or via McGrath template; tonal flatness.Brand-voice fine-tuned LLM produces first-draft listing copy in Robbie's voice from photo set + property facts. He edits, ships.2–3 hrs2
Social schedulingReels uploaded one platform at a time when remembered.Buffer / Later schedule loaded from a single Airtable record; one piece publishes IG / TikTok / YouTube / LinkedIn natively.2 hrs2
Open-home follow-upManual SMS or call after inspection; some inspectors slip.Sign-in app feeds n8n; templated personalised follow-up sent within thirty minutes; warm hand-off only when buyer engages.1–2 hrs2

Total streamline saving: 10–16 hours per week back to Robbie.

Scale candidates — three pillars

Not every pillar scales. Two of the five do — they have a clean creative input and an obvious distribution multiplier. One is a borderline case. The remaining two stay artisanal because the personality is the product.

Pillar 3 — The Number

Scales fully

Robbie's voiceover is the only human input. The graphic, the data, the platform-native cuts, the captions all run on infrastructure. Output multiplier — one fifteen-minute Notebook session can produce 10+ Number reels.

  • Stack — JRVS data pipeline (BrightData + Apify scrapers on REA / Domain) → Metabase chart → Remotion graphic → Whisper caption → Buffer schedule
  • Bulk multiplier — on weekly cadence
Pillar 4 — Operator's Notebook

Scales via avatar

Single-take talking head. Same shirt, same lighting, same single shot. Once we have a Robbie AI avatar trained, the Notebook pillar becomes — Robbie writes a thirty-second script in his voice; HeyGen produces the reel; native cuts ship. The single human input is the script.

  • Stack — Claude or Ollama drafts script in Robbie's tone → HeyGen Ask-the-Agent avatar generates video → Remotion adds B-roll, captions, brand frame → Buffer schedules
  • Risk — overuse erodes trust. Mix avatar-led with real-Robbie pieces in a 1:3 ratio.
  • Bulk multiplier — 10× on weekly Notebook cadence with quality protected
Pillar 2 — On the Patch

Borderline scale

The walk-through is the personality piece — Robbie's eye on the architecture is what people watch. The avatar can reproduce his face but not his read. Use AI for B-roll generation, voiceover-only listing-summary cuts, and the auto-edit of a forty-five-minute walk-through into ten short-form pieces.

  • Stack — Robbie films walk-through once → Opus Clip or similar produces ten short-form cut-downs → JRVS adds platform-native captions and hooks
  • Bulk multiplier — per filmed walk-through
Pillar 1 — The Restorer

Stays artisanal

The car has to be real. The hands have to be his. The signature pillar does not scale — and should not. Two pieces per week, filmed in the workshop, stays the JRVS-supported but manually-shot lane. That is the moat.

Pillar 5 — The Long Way

Stays artisanal

Origin story by AI avatar is uncanny and trust-eroding. The Long Way piece must be the real human, sat down, telling a real story. Do not scale this lane.

The combined picture

PillarManual todayAfter streamline + scaleOutput multiplier
The Restorer2 / wk manual2 / wk manual (protect)
On the Patch2 / wk manual2 / wk manual + 5 cut-downs from one filmed walk-through3.5×
The Number2 / wk semi-manual10 / wk fully automated
Operator's Notebook1 / wk manual3 / wk real-Robbie + 5 / wk avatar variants
The Long Way0.5 / wk manual0.5 / wk manual (protect)
Weekly output7.5 pieces27.5 pieces~3.7×

The 3.7× output multiplier compounds. The first ninety days of the original plan ship 90 pieces. With streamline and scale layered in by day 30, the same ninety days produce closer to 280 pieces with Robbie's hour-budget reduced, not increased.

The shortlist for cloning Robbie.

All five tools below produce avatar-led short-form video at scale. The first one was purpose-built for real estate.

ToolStrengthReal-estate fitPricing signalRecommendation
HeyGen — Ask the Agent
heygen.com/agencies/ask-the-agent
Purpose-built real-estate avatar product. Photo + short voice recording produces a usable avatar; supports interactive avatars holding live conversations. Highest. Built for the use case. Free trial; tiered subscription from ~$30 USD/mo with avatar limits, pro tier ~$180+ USD/mo. Lead candidate for Robbie.
Argil
argil.ai
Highest avatar realism per the $115K LinkedIn comparison test. Strong UGC-style output; widely used by performance marketers. High — but UGC-ad register, not editorial. ~$39 USD/mo entry; ~$150+ USD/mo for serious volume. Backup if HeyGen avatar realism falls short.
Captions — Mirror
captions.ai
Mobile-first, fast UI; full reels pipeline (avatar + caption + B-roll). Strong on quick iteration. Medium-high. ~$10–$70 USD/mo per seat. Cheap fallback for high-volume Notebook output.
Synthesia
synthesia.io
Enterprise-grade photorealism; 140+ languages. Strongest for educational / explainer content. Medium — not built for short-form social. From ~$30 USD/mo personal; enterprise from ~$1,000 USD/yr. Use only if expanding into multi-language buyer segments (Mandarin, Cantonese).
Creatify
creatify.ai
URL-to-video workflow; batch testing. Best for testing many angles at once. Medium — UGC ad bias. ~$39–$229 USD/mo. Use for paid Meta-ad variants, not organic content.

Recommended approach

  1. Start with HeyGen "Ask the Agent." Free trial first — Robbie uploads a photo and a thirty-second voice sample. Output reviewed by Nathan, by Robbie, and by one trusted McGrath colleague. Look for the uncanny-valley line — does the avatar say "him" or "almost him."
  2. If pass, go pro tier. Lock the avatar inside JRVS infrastructure as a callable asset. Scripts written by Claude / Ollama in Robbie's tone, fed to HeyGen API, output piped through Remotion for B-roll, captions, and the brand frame.
  3. If fail (uncanny valley), fall back to Argil. Same pipeline, different vendor. Argil's realism scored highest in the $115K independent test.
  4. Disclosure rule. Avatar-generated pieces are disclosed in caption — "AI-narrated by Robbie, scripted by Robbie." Honesty is the moat. Industry direction is leaning into disclosure, and it differentiates from agents who pretend.
  5. Mix ratio. One avatar piece for every three real-Robbie pieces. The avatar carries the Notebook lane volume; the real Robbie carries every other lane.

Things to watch