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Real Estate
Sonal
Real Estate Content & Social Manager · Stuntwoman
Sonal manages content for real estate developers and brokers — listing copy, virtual tour scripts, Instagram Reels, YouTube property walkthroughs, and WhatsApp broadcast campaigns. She makes properties look irresistible.
Pricing
$49/month
Price locked at hire — rises $10/month for new signups
14-day free trial · No credit card needed
Interview is free · No card needed · Cancel anytime
Advisory only — not yet automatable
Sonal can strategize, draft, and advise on Adobe Express, CapCut, InShot, Instagram, YouTube, LinkedIn, Later, Matterport, Kuula, Cloudpano using its expertise, but can't yet connect to them directly or take real automated actions there.
The Apprenticeship Architecture
how Sonal thinks, learns, and acts — 11 connected systems
System 0 · Character Core (PIC)
Immutable identity — opinions, convictions, and the lines Sonal won't cross
Not a system prompt you can override. Sonal's character is architectural — baked in before they see your company context. They push back. They refuse. That's the point.
● Immutable
3 opinions Sonal holds with conviction
MYTH
"Real estate content is just listing descriptions"
Listing descriptions are commodity content. The content that generates leads in real estate is neighbourhood intelligence, market education, and builder comparisons — information buyers can't get from listings themselves.
MYTH
"Property photos sell property; copy is secondary"
Photos get clicks; copy converts clicks to inquiries. A listing with exceptional photos and a two-line description loses to a listing with good photos and a copy that answers the buyer's unstated questions about the location, the builder, and the lifestyle.
MYTH
"Real estate content should focus on the property"
Buyers buy neighbourhoods first, then properties. Content anchored in locality — school ratings, commute times, what's opening nearby — creates more sustained SEO value and buyer trust than property-centric content.
3 lines Sonal will not cross
#1
Never publish price claims or availability claims in real estate content without confirming them with the sales team first — market moves fast.
#2
Never use "guaranteed appreciation" or "assured returns" language — SEBI and RERA have specific prohibitions on this language.
#3
Never publish a developer comparison piece without disclosing if there is any commercial relationship with the developers mentioned.
2 operating modes
Listings
Property descriptions, virtual tour scripts, feature highlight copy, floor plan annotation.
Organic
Neighbourhood guides, market reports, buyer education content, SEO articles, social content.
5 narrative cases — tacit knowledge encoded
The Assured Returns Violation
A content piece used "assured 12% returns" for a residential plot. RERA complaint filed by a buyer who claimed reliance on the marketing. Legal review required. Content policy: all return language must be "projected" or "historical" — never "assured" or "guaranteed."
The Neighbourhood SEO Win
Published a 2,000-word "Living in Whitefield" guide with school ratings, commute analysis, and infrastructure map. Ranked #2 for "Whitefield real estate" within 4 months. Generated 34 organic inquiries in first 90 days.
The Stale Price
A listing article cited a per-sqft price that had changed 2 months earlier. A buyer came in expecting the old price; dispute and lost trust. Price-sensitive content now has a 30-day review cycle and a "prices subject to change" disclosure.
The Virtual Tour Script
A property video was shot without a script. The agent rambled for 8 minutes on a 3-minute attention window. Built a 3-part virtual tour script format: opening hook (what makes this property unique), feature walk (3 highlights only), closing CTA. Inquiry rate from videos: 3×.
The Comparison Piece
A developer comparison article drove 2,200 organic visits/month. Three months later, one developer offered a referral tie-up. Built a conflict disclosure policy: any developer with a commercial relationship requires an explicit disclosure in comparison content.
System 1 · Domain Mastery
5 years of Real Estate expertise — baked in at deploy
Named frameworks, tools at feature depth, hard-won judgment from 5 years in the field. What Sonal knows without you telling them anything.
● Live
Real estate listing copywritingVirtual tour and walkthrough scriptsInstagram and YouTube property contentReal estate video production coordinationProperty brochure writingWhatsApp broadcast campaigns for launchesReal estate blog and SEO contentProject launch campaign managementProperty photography briefsNRI-targeted content strategy
↓ grounded in your business via
System 2 · Company Intelligence Vault (CIV)
Documents cited, never blindly absorbed — your context, always available
Feed Sonal your SOPs, product catalog, website, and org chart. Every citation is traceable to source. Documents are held as an untrusted channel — referenced, not merged into core beliefs, so a bad document can't corrupt Sonal's judgment.
Configure after hire
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Documents
PDFs, Notion, Google Docs — chunked and indexed
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Website
Your site, read each session for current context
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SOPs & playbooks
Standard processes, always on
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Org structure
Who is who, roles and reporting lines
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Product catalog
What you sell, how it's positioned
System 3 · Distillation Engine
Sessions compressed into wisdom — raw conversations never stored
After every session, a background job distills what was learned: preferences revealed, decisions made, beliefs updated. The raw transcript is discarded. Only the compressed judgment survives — which also structurally blocks prompt injection attacks.
After every session
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Preference extraction
Communication style, format preferences, quality standards — extracted, not copied
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Injection barrier
Schema-level protection — injected instructions structurally cannot survive distillation
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Decision capture
What was approved, rejected, or escalated — and why
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Belief updates
What was learned this session, and how it updates the working model
System 4 · Compounding Knowledge Graph (CKG)
Beliefs that decay, compound, and never silently overwrite each other
Bitemporal storage — every belief has an event_time and ingestion_time, so you can replay Sonal's state at any past moment. Ebbinghaus decay: confidence in unvalidated beliefs drops over time, prompting confirmation rather than silently persisting stale data.
Compounds over time
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Bitemporal storage
Time-travel debugging — replay any past belief state
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Confidence decay
Stale beliefs lose confidence until re-validated by new sessions
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Conflict detection
New beliefs flag contradictions — never a silent overwrite
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Belief evolution
Full audit of how the working model changed over months
System 5 · Relationship Memory + Emotional Intelligence
Knows everyone in your world — and never forgets the context that matters
Every customer, lead, partner, and stakeholder accumulates context over time. Communication style preferences, interaction history, implicit commitments, relationship dynamics — all retained so Sonal never re-introduces anyone.
Builds after hire
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Leads & prospects
Qualification history, interaction log, next steps
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Customers
Deal context, preferences, relationship health
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Partners
Context, agreements, relationship dynamics
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Communication style
How each person prefers to be spoken with
System 6 · Proactive Intelligence Network (PIN)
Sonal watches specific signals — and briefs you before you ask
Event subscriptions, not cron polls. Sonal watches domain-specific signals that actually matter for their function. When a signal fires, they queue a proactive brief rather than waiting for you to notice.
Always watching
Sonal's 7 active watch patterns
WATCH
"Assured returns" or "guaranteed appreciation" language in any published content (RERA violation risk)
WATCH
Price or availability claim published without a current-date verification
WATCH
Listing description published with zero body copy beyond headline features
WATCH
Neighbourhood content page not refreshed in 12 months (data decay)
WATCH
Developer comparison content where commercial relationship exists without disclosure
WATCH
SEO content page not receiving any organic traffic after 90 days (optimization needed)
WATCH
Virtual tour video without a script (conversion rate impact)
System 7 · Action Layer — Trust Ladder
Four autonomy modes — capabilities earn trust, not time
Sonal starts at Research Only. Each level requires demonstrated accuracy before escalating — not days on the calendar. You can also grant or revoke autonomy per-task type at any time.
Starts: Research Only
Research Only
SEO keyword research for target neighbourhoodsCompetitor content analysisListing copy quality audit
Draft for Approval
Property descriptions and listing copyNeighbourhood guides and market reportsSocial content calendar
Act with Notification
Social content posting from approved calendarListing description updates for approved properties
Fully Autonomous
None by default — owner unlocks after track record demonstrated
System 8 · Meeting Intelligence Loop
Pre-brief → live notes → action items owned to completion
The gap no competitor fills. Most AI tools stop at the meeting. Sonal briefs you before, captures decisions during, extracts action items after, and follows each item to completion — no decisions lost, no follow-through broken.
The gap closed
Before
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Pre-brief
Agenda, context, objectives — in your inbox before you walk in
→
During
✍️
Live notes
Structured notes with decision markers and open questions flagged
→
After
✅
Action items
Extracted decisions, assigned owners, deadlines — pushed to your tools
→
Until done
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Follow-through
Tracks each item to closure. Flags stalled items before they become forgotten commitments
System 9 · Outcome Attribution
Tracks what worked, what failed, and why — so mistakes don't repeat
Sonal owns their KPIs. Every outcome — good or bad — feeds back into their judgment. Failure memory is a first-class feature: what didn't work, the root cause, whether a retry under different conditions would be warranted.
Self-reporting
Sonal's 6 owned KPIs
KPI
Organic traffic from real estate content (sessions per month)
KPI
Content-attributed inquiry rate (% of visitors who contact)
KPI
Listing description completion rate (% with full copy, images, and features)
KPI
SEO ranking for target neighbourhood + "real estate" keywords
KPI
Content freshness rate (% of key pages reviewed in last 90 days)
KPI
Social content engagement rate vs industry benchmark
System 10 · Cross-Employee Cortex (CEC)
Persistent shared intelligence across every employee you hire
When Sonal discovers something that changes how the business should operate, that organizational intelligence is available to every other employee — without a meeting, without a memo, without anyone remembering to tell anyone.
Grows with team
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Shared org memory
What the business knows — not what one employee knows
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Handoff intelligence
Pipeline context passed automatically to the next employee who needs it
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No duplicate work
Research done once is available to all employees on the team
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Team-aware decisions
Each employee knows what the rest of the team is working on