Customer proof

Real estate proof & rollout playbooks

Beachhead stories first: speed to lead, site visits, closed ₹. Anonymized pilot metrics below — join the cohort to measure your own baseline in Analytics.

Pilot metrics are anonymized and directional for design-partner floors. We do not invent win rates. Publish named logos only with written permission.

Real estatePilot metrics (anonymized)

Bangalore channel partner: portal leads to site visits

8 agents · single Cloud API line · 99acres + Meta Lead Ads

Leads sat in personal WhatsApp; median first reply ~4 hours; weekend enquiries died.

Median speed to first reply: 47s
Site visits / week: +2.1×
Leads with ≥5 touches: 61%

Week 1
Knowledge import + WhatsApp connect + Sources
Portal/email ingest live; templates approved for outbound open
Week 2–3
Assist → auto_guarded on grounded FAQ
Night enquiries answered from project docs; hot buyers on Your turn
Week 4+
Follow-up agent + pipeline ₹
Silence after visit booked no longer depended on sticky notes

See Real estate solution →

Real estatePilot metrics (anonymized)

Pune developer desk: MagicBricks drip + weekend rush

22-person floor · multi-project · MagicBricks + Housing + CTWA

Managers could not see whose turn it was; AI pilots elsewhere invented ticket sizes; chase stopped after day two.

Ungrounded price sends: 0
Follow-up compliance: 93%
Closed ₹ attributed: Shadow on

Week 1
Trust rails + price sheets in knowledge
Zero ungrounded ₹ quotes reaching customers in pilot week
Week 2–3
Assignment by project + site-visit stage
Named owners on negotiation; Home showed deals at risk
Week 4+
Attribution shadow ledger
Marketing saw which Meta campaigns produced Won ₹

See Real estate solution →

Real estatePilot metrics (anonymized)

Hyderabad brokerage: long-cycle premium chase

12 agents · Gachibowli corridor · 3–6 month cycles

Premium buyers needed 10+ touches; reps managed 3–4; NRI evening messages waited until morning.

Avg touches before visit: 9.4
After-hours first reply: <2 min
Stalled → re-engaged: 11%

Week 1
Shared inbox + digests
Sales head saw overnight backlog before standup
Week 2–3
Follow-up agent quiet hours + max touches
Policy-respecting chase across weeks
Week 4+
Pipeline forecast hygiene
Won/Lost reasons captured for later P(win) work

See Real estate solution →

30-day rollout

Metrics publish after the first cohort completes

Week 1

Connect + first classified lead

WhatsApp live on Meta Cloud API. First inbound message classified in Conversations.

Week 2–3

Team adopts Conversations + Pipeline

Take over on handoffs. Move deals with ₹ values. Your team owns high-stakes replies; optional guarded auto-send for simple messages.

Week 4

Compare vs baseline

Win rate, response time, and pipeline value from Analytics — your data stays yours.

Metrics we track (with your permission)

Win rate

Won deals ÷ qualified leads (30-day window)

Median first response

Time to first human reply after inbound

Pipeline ₹ visible

Deals with ₹ value on Pipeline board

Handoff resolution

% flagged threads with Take over within 24h

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