Leads
IndiaShelter Housing Finance · AI-scored housing loan prospects
| # | Lead | Location | Income | Loan Est. | ICP Score | Category | Outreach Preview |
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Select sources and run the pipeline Leads will appear here with AI-generated scores and outreach |
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Weekly Intelligence Report
29 Apr – 5 May 2025 · IndiaShelter Housing Finance
Floem Weekly Summary — Claude Analysis
This was your strongest week yet. 247 signals were detected across Reddit, Google News, and StackExchange — up 34% from last week. Of those, 38 scored Hot (ICP ≥ 80), meaning they closely match IndiaShelter's core customer: informal income earners in tier 2/3 cities who have been turned away by mainstream banks.
Your sales team converted 6 loans totalling ₹94 lakhs from these leads. The pattern is clear: every single conversion this week was a customer who had already been rejected by SBI or PNB. That rejection is now your strongest buying signal — and Floem has updated the scoring model to prioritise it.
247
Leads Scraped
↑ 34% vs last week
38
Hot Leads
15.4% of total
71%
Call Connect Rate
↑ from 58% prev wk
34%
WhatsApp Response
Industry avg: 12%
6
Conversions
₹94L disbursed
Lead Funnel — This Week
From signal detection to loan disbursement
Evolved ICP Profile
AI-derived from 6 conversions this week
AI Insight
"Bank-rejected + self-employed in Rajasthan is your highest-converting segment. Scoring weight updated. Next run will prioritise these signals."
Biggest Drop-off
89 of 247 leads were enriched — a 64% drop driven by the 10-lead-per-run cap. You are leaving qualified leads on the table. Raising the cap to 25 would surface ~22 more Hot leads weekly at an additional cost of ~₹30.
Your Winning Profile
All 6 conversions were self-employed, Rajasthan or Gujarat, income ₹18k–₹28k, previously bank-rejected. This is now your highest-confidence segment.
ICP Is Evolving
IndiaShelter's initial ICP assumed salaried income would convert well. Data says otherwise — 5 of 6 conversions were informal/self-employed. Floem has reweighted this signal.
Call Performance
31 calls made this week
WhatsApp Outreach
34 messages sent this week
Lead Source Quality
Avg ICP score by source
Unlock More Signal Sources
Currently running on free sources only.
NoBroker API
UNLOCK+340
Additional qualified leads/week in Jaipur, Indore, Surat — pre-filtered by intent.
99acres + MagicBricks
UNLOCK+520
Combined property enquiry signals per week from tier 2/3 cities.
LinkedIn + JustDial
UNLOCK+180
SME owners and salaried professionals with relocation-driven purchase signals.
Bank Rejection Feed
ENTERPRISE+95
PSU bank declined applicants referred directly into Floem. IndiaShelter's highest-converting segment.
With all sources: estimated 1,135 additional leads/week · projected 18–22 additional conversions/month · ~₹3.2 Cr/month
Talk to Floem →📞 What's working on calls
The single phrase that converted the most leads: "Hum informal income bhi accept karte hain — ITR nahi chahiye." Connect rate jumped from 58% to 71% after the team started calling between 6–8 PM.
Top objection remains interest rate. Recommended: anchor on EMI per lakh — ₹1,050/month per lakh is easier to process than 12.5% p.a.
💬 What's working on WhatsApp
Messages that referenced the customer's specific situation got a 34% response rate, nearly 3× the industry average of 12%. Generic "home loan offer" messages got 6%.
41% of customers who replied went on to share income documents. The WhatsApp message is the highest-leverage touchpoint in the funnel.
ICP Score Distribution
89 enriched leads this week
Conversion Geography
Hot leads and conversions by city / state
✓ = Loan sanctioned this week
Floem Recommendations for Next Week
AI-generatedDouble down on Jaipur
Jaipur produced 2 conversions this week. Add r/Jaipur and Jaipur-specific Google News queries. Target auto-rickshaw owners and small shop operators.
Fix the funnel leak at outreach
4 Hot leads received no outreach this week. Automating WhatsApp delivery would close this gap and add an estimated 1–2 conversions/week.
Test a new source: local Facebook groups
Groups like "Jaipur Ghar Kharido" have thousands of members actively discussing home purchases — estimated 30–40 additional leads/week.
ICP Feedback Loop — Active
Floem's AI analysed 6 conversions from this week. Three new scoring signals have been identified and will be applied from next pipeline run onwards.
New Signal Added
"Rejected by SBI/PNB" → +15 pts
Weight Increased
Self-employed Rajasthan → ×1.4
Signal Downweighted
Google News leads → ×0.7
Platform Architecture
How Floem turns raw internet signals into closed loans
The Floem Flywheel
A self-reinforcing loop — every loan closed makes the next one easier to find
Floem Lead Generator
Scrapes 20+ sources. Claude scores every lead against IndiaShelter's ICP. Generates personalised WhatsApp + calling scripts in seconds.
Floem CRM
Hot leads land directly in the Floem CRM pipeline. Sales agents see score, signals, and outreach copy in one place.
WhatsApp + Calling
One-click send of Claude-generated WhatsApp message. AI-assisted call scripts. All activity logged automatically.
ICP Score Update
Conversion data flows back into the scoring engine. Claude identifies patterns — adjusts weights for city, income type, bank history.
Call & Message Analysis
Every call transcribed and analysed. Which pitch lines converted? Where did deals drop off? Surfaced automatically.
Conversion & Loan Sanction
Loan sanctions logged against the originating lead signal. Floem knows which source, city, income band, and message type closed each deal.
Floem Intelligence Pipeline — End to End
01 · Signal Sources
Live Now
r/IndiaInvestments · r/personalfinanceindia
Google News RSS
Affordable housing · loan signals
StackExchange
India real-estate Q&A
CSV / CRM Upload
Walk-ins · broker referrals
License to Unlock
NoBroker
Property seeker database · tier 2/3
99acres
Active property enquiries
MagicBricks
Buyer intent signals
Housing.com
Shortlisted property listings
LinkedIn Sales Nav
Job change → relocation signals
JustDial / Sulekha
Home loan enquiry leads
WhatsApp Groups
Local property buyer communities
Bank Rejection Feeds
PSU bank declined applicants
Enterprise Add-ons
CERSAI / MCA21
Govt property registry signals
IndiaMART / TradeIndia
SME owner business signals
Telecom CDR Data
Location + mobility patterns
02 · Floem Engine
Signal Scraper
Multi-source parallel scraping. Deduplication by URL hash + content fingerprint. Rate-limit handling. Retry logic. Scheduled runs via cron.
Claude AI Enrichment
Haiku 4.5Each lead sent to Claude with IndiaShelter's ICP as context. Returns ICP score, buying signals, risk flags, estimated loan size, employment type, and personalised outreach — in one call.
ICP Scoring Engine
Dynamic scoring model. Weights updated weekly from conversion outcomes. Hot / Warm / Cold classification. Follow-up priority assignment.
Outreach Generator
Personalised WhatsApp message + calling pitch per lead. References the customer's exact situation: city, income type, bank rejection. Not a template — generated fresh for each lead.
03 · Delivery
Lead Dashboard
Real-time web UI. Scored lead table. One-click copy of WhatsApp + calling scripts. Filter by Hot/Warm/Cold. Full lead modal with signals and risk flags.
WhatsApp Business API
RoadmapAuto-send personalised WhatsApp to Hot leads the moment they are scored. No manual copy-paste. Track open, read, and reply in real time.
AI Call Intelligence
RoadmapFloem's call AI listens to every sales call. Detects objections, scores intent, flags drop-off moments. Feeds outcome data back into the ICP model.
CRM / Sheets Export
Push enriched leads to Google Sheets, Salesforce, HubSpot, Zoho, or any CRM via webhook. Each row includes score, signals, outreach copy, and follow-up priority.
SMS / Email Alerts
RoadmapInstant SMS to field agents when a Hot lead is detected in their city. Daily digest email with the top 10 leads and suggested call order.
04 · Intelligence Loop
Conversion Tracking
Every loan sanction tagged back to its originating lead signal. Floem knows which sources, cities, income bands, and message types closed deals.
ICP Model Update
Claude analyses conversion patterns weekly. Scoring weights adjust automatically. Your lead quality improves every single week — without touching a config file.
Call Analysis AI
Floem transcribes and analyses every sales call. Detects which pitch lines converted, which objections killed deals, and what top performers say differently.
Weekly AI Briefing
Every Monday, your sales head gets a Claude-generated intelligence report: best-performing segments, updated ICP, recommended focus cities, and scripts that are working right now.
↺ Insights flow back into Signal Sources & ICP Scoring — the system gets smarter with every loan closed
🏦
Vs. JustDial / Sulekha
Those platforms sell the same cold list to every lender. Floem finds customers before they fill a form — from their Reddit posts, property searches, and social signals.
🤖
Vs. Manual Prospecting
A DSA can work 30–40 leads a week. Floem surfaces 10,000+ scored leads per month, with a personalised WhatsApp message and calling script ready before your agent picks up the phone.
🔄
The Compounding Edge
Floem's ICP model updates every week based on what actually closed. Month 6 results are dramatically better than Month 1, with zero additional effort from your team.
▸ Income ₹12k–₹60k
▸ Loan ₹5L–₹30L
▸ Informal / no ITR
▸ Bank-rejected OK
15 yr → ₹1,231/mo
20 yr → ₹1,136/mo
₹15L · 15yr ≈ ₹18,465/mo
▸ Cash income accepted
▸ Faster processing
▸ Field assessment
▸ Self-employed OK