Industries · The same five teammates, calibrated per vertical

One team. Five sales floors.
Different leads. Different cadences.

Krish, Sara, Vishy, Drona and Yudi are the same five agents on every Indian sales floor we run. What changes is the playbook each one runs. Pick your industry below to see how the team adapts.

When CAC is ₹420, every silent inbox is ₹420 burning.

Lead-response economics dominate unit economics in lending. The team is calibrated for sub-5-minute response across every channel — DSA, digital, branch — with compliance-grade audit logs on every touch.

2.3×
Disbursal lift
9.2 → 4.1
CAC payback in months
94%
Sub-5min response
How the team adapts on an NBFC floor
Krish
manager
Routes leads across DSA + digital + branch
Sara
caller
Picks up every loan enquiry in < 5 min
Vishy
nurturer
KYC nudges + rejected-lead re-engagement
Drona
coach
Coaches tele-callers on objection handling
Yudi
forecaster
Compliance-tagged audit log of every interaction
NBFC · 100 inbound loan leads → disbursalCAC ₹420 / lead
Before Canopi
Leads in100
Responded <24h46
Reached28
Qualified9
Disbursed2.1
After Canopi
Leads in100
Responded <5m94
Reached71
Qualified22
Disbursed4.8
2.3× DISBURSAL · CAC PAYBACK FROM 9.2 MO → 4.1 MO
Field note · NBFC · Hyderabad
"A consumer-loan team was paying ₹420 per lead and routing them to a shared inbox. Average response time: 11 hours. The audit found 31% of leads got zero response inside 24 hours. Six months on Canopi: 94% sub-5min response, 2.3× disbursal rate."
Broken on the floor
01 Forms route to a shared inbox; 23% of leads never get a response. Sara
02 Tele-callers cherry-pick easy leads, age out the rest. Krish
03 Compliance drag — every conversation needs to be auditable. Yudi
04 DSA / agent networks operate outside the CRM — leads slip. Krish
05 Rejected leads pile up; KYC drop-offs never get re-engaged. Vishy
What the team installs
  • Sara picks up every loan enquiry in under 5 minutes — WhatsApp or voice
  • Krish routes to the right loan officer based on product, geography, ticket size
  • Yudi auto-tags every conversation for compliance + auto-updates the CRM
  • Vishy nurtures KYC drop-offs and re-engages rejected leads at the right moment
Sources · HBR · Lead-response economics · Internal audit · 2024
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Bookings happen at touch 6. Most channel partners stop at touch 2.

Real estate buyers take 60-120 days to convert. The team runs structured 60-day cadences across WhatsApp, email and voice — and unifies every lead across direct, channel and digital so nothing slips between projects.

3.5×
Site-visit → booking lift
₹4.2L
Saved per crore in marketing spend
38%
Booking rate at 6+ touches
How the team adapts on a Real Estate floor
Krish
manager
Unifies leads across direct + channel + digital
Sara
caller
First response on every site-enquiry form
Vishy
nurturer
60-day cadence on every site-visit lead
Drona
coach
Coaches direct sales + channel partners on objections
Yudi
forecaster
Real-time funnel for sales leadership across projects
Real Estate · Site-visit conversion by follow-up cadence% of visits → bookings
0 follow-ups4%
1-2 touches11%
3-5 touches24%
6+ structured38%
MOST PARTNERS STOP AT TOUCH 2. BOOKINGS HAPPEN AT TOUCH 6.
Field note · Real Estate · Mumbai
"12,000 inbound leads a quarter across 14 projects. Channel partners shared 3,200 of them and followed up on a third. Canopi reclaimed 1,400 lost leads, drove 41 site-revisits, closed 9 incremental bookings worth ₹14.6 Cr."
Broken on the floor
01 Channel partners share leads but not follow-ups. Krish
02 Site visits get logged once and forgotten. Vishy
03 Sales heads can't see across 12+ projects in real time. Yudi
04 Marketing spend hits the same lead via different agencies. Krish
05 First response on website enquiries takes hours. Sara
What the team installs
  • Vishy runs a 60-day structured cadence on every lead — no touch is optional
  • Sara handles first response across direct + channel + digital enquiries
  • Krish unifies the lead pool and stops duplicates across 14+ projects
  • Yudi gives leadership a real-time project-by-project funnel view
Sources · Internal data · 2024 · Anarock · Residential demand brief
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300 walk-ins, 42 test-drives. The other 158 walked out and bought elsewhere.

Auto retail is a multi-store, multi-touchpoint business. The team runs the floor across branches and channels in real time — booking test drives, coaching advisors, surfacing service-to-sales upsell triggers, and giving the sales head a single live dashboard.

+95%
Test-drive lift
₹2.1Cr
Added monthly GMV / dealership
8.7×
Service → sales conversion
How the team adapts on an Auto Retail floor
Krish
manager
Live multi-store dashboard · scoring · routing
Sara
caller
Books test drives off web + walk-in + WhatsApp
Vishy
nurturer
Service-to-sales upsell triggers + finance follow-up
Drona
coach
Coaches sales advisors after every test drive
Yudi
forecaster
Daily branch-level forecast + inventory reconciliation
Auto retail · 300 walk-ins / dealership / monthWalk-in → test-drive → booking
Before Canopi
Walk-ins300
Test-drive42
Booked12
After Canopi
Walk-ins300
Test-drive82
Booked26
+95% TEST-DRIVE LIFT · ₹2.1Cr ADDED MONTHLY GMV / DEALERSHIP
Field note · Auto Dealership · Pune
"Six dealerships, 1,800 walk-ins a month, 14% test-drive rate. Canopi rolled out across all six in eight weeks. Test-drives jumped to 27%, bookings followed at 9% of walk-ins (up from 4%). ₹12.6 Cr incremental GMV in a single quarter."
Broken on the floor
01 Walk-in registers fill out paper forms that never make it to CRM. Yudi
02 Test-drive bookings happen on WhatsApp, off the books. Sara
03 Service-to-sales handoff is manual, lossy, ad-hoc. Vishy
04 Sales head's Monday Excel is already stale by Wednesday. Krish
05 No coaching feedback loop after test-drive conversations. Drona
What the team installs
  • Krish gives the sales head a live 12-store dashboard — one screen, real time
  • Sara takes test-drive bookings off web, walk-in tablet and WhatsApp into CRM
  • Vishy triggers service-to-sales upsell cadence based on vehicle age + history
  • Drona coaches sales advisors after every test drive on objection patterns
Sources · FADA · Auto Retail Monitor · Internal data · 2024
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New counsellor ramp dropped from 16 weeks to 6.

EdTech is high-volume, high-attrition. The team codifies what top counsellors do, ramps the rest, and runs parent + student dual cadences across WhatsApp and voice — so no enrolment cools while waiting for a callback.

16 → 6 wk
Counsellor ramp time
2.7×
Counsellor productivity
−42%
Refund rate (3-month cohort)
How the team adapts on an EdTech floor
Krish
manager
Scores enrolment intent · routes to right counsellor
Sara
caller
First response on enquiries · parent + student
Vishy
nurturer
Dual-cadence WhatsApp + voice · parent + student
Drona
coach
Coaches every counsellor on every call
Yudi
forecaster
Refund-risk flags · honest enrolment forecast
EdTech · New counsellor ramp curveConversion % by week on floor
Median target: 12% conversion
Before
16
weeks to median
After Canopi
6
weeks to median
RAMP COMPRESSED 16 WK → 6 WK · 2.7× COUNSELLOR PRODUCTIVITY
Field note · EdTech · Bengaluru
"An upskilling team had 180 counsellors, 40% attrition, 14-week ramp. Canopi shipped the call-coaching loop in week one. Inside a quarter: ramp at 6 weeks, top-quartile productivity 2.7×, attrition halved. The team scaled to 320 counsellors without adding managers."
Broken on the floor
01 Counsellor ramp takes 12-16 weeks; many quit before week 8. Drona
02 Top reps' moves never get codified for the rest of the floor. Drona
03 Parent + student dual-decision-maker handled inconsistently. Vishy
04 Refunds + cancellations spike from over-promised first calls. Yudi
05 Counsellor calendars half-empty — leads sit in the queue. Sara
What the team installs
  • Drona scores every counsellor call against your playbook + sends a one-page coaching note within 30 min
  • Sara qualifies inbound enquiries and books the counselling slot before the lead cools
  • Vishy runs a parent + student dual-cadence across WhatsApp and voice
  • Yudi flags refund-risk deals from call sentiment + commits an honest enrolment forecast
Sources · BCG · GenAI sales productivity benchmark · Internal data · 2024
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Forecast slips by 31%. The pipeline lives in reps' heads, not the CRM.

B2B SaaS is long-cycle and deal-review-driven. The team keeps the CRM honest, audits every rep's commit, and surfaces stuck deals 5-7 days before they slip — so the QBR holds no surprises.

≥85%
Forecast accuracy
≥95%
CRM completeness
5-7 days
Slipping deals caught earlier
How the team adapts on a B2B SaaS floor
Krish
manager
Scores accounts · escalates stuck deals
Sara
caller
Inbound qualification + outbound discovery booking
Vishy
nurturer
Multi-channel nurture for long-cycle deals
Drona
coach
Coaches AEs on objection handling + discovery
Yudi
forecaster
Auto-CRM updates + honest forecast audit
B2B SaaS · Quarter-end forecast accuracyCommitted vs actual
Rep commit
₹2.4 Cr
Aspirational
Yudi audit
₹1.85 Cr
Honest
Actual quarter-end: ₹1.85 Cr — exactly as Yudi predicted. Close dates slipped 5 days. No surprises in the QBR.
FORECAST ACCURACY ≥85% · 5-7 DAYS EARLIER ON SLIPS
Field note · B2B SaaS · Delhi-NCR
"Forecast call on Monday: ₹2.4 Cr commit. Actual closes: ₹1.6 Cr. The gap wasn't bad luck — it was reps marking 'commit' on deals where the buyer had gone dark three weeks earlier. With Yudi auditing every commit, the forecast now lands within 8% every quarter."
Broken on the floor
01 CRM stages are aspirational; reps update them right before forecast review. Yudi
02 Top AEs out-perform median 4× — the playbook never gets codified. Drona
03 Stuck deals go undetected for weeks; manager finds out at QBR. Krish
04 Inbound demo requests sit for 24+ hours — half the leads gone. Sara
05 Long-cycle deals stall — no system pings the right touch at the right moment. Vishy
What the team installs
  • Yudi auto-updates CRM after every call + audits every rep's commit honestly
  • Drona scores every demo and discovery call · sends weekly coaching notes
  • Krish flags stuck deals 5-7 days before they slip · escalates with context
  • Sara qualifies inbound demos in <1 min · books outbound discovery for AEs
Sources · McKinsey · B2B sales forecast accuracy · Data-Mania · Internal data · 2024
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