Worked example
What this looks like for a multi-store electronics retailer.
Thin margins, fast-ageing stock and festival-season spikes. Eight modules, each with its own number to move. Your sector will need a different mix, but the method carries over.
01 · Observability
See the store as it runs
What goes in
- Footfall counters and CCTV feeding one live dashboard
- Uptime monitoring for POS, billing and payment systems
- Smart meters on AC, lighting and display walls
- Instant alerts to the manager on WhatsApp
Where cost drops
- Lights, AC and demo screens switch off in empty zones
- Billing outages caught in minutes, with fewer walk-outs
- Staffing matched to real footfall by the hour
Measure Power cost per sq ft · billing downtime · footfall-to-sale conversion
02 · Employee management
Attendance, hours and training
What goes in
- Face or geo-fenced attendance on a staff app, with no registers
- Working hours and overtime tracked automatically
- Shift rosters built from footfall forecasts
- 5-minute product lessons and quizzes in local languages
Where cost drops
- Overtime paid only for hours actually worked
- New joiners sell confidently sooner, with less trainer time
- Fewer mis-sold products and returns
Measure Overtime hours · time-to-productive · training completion
03 · Customers & CRM
Know every customer who walks in
What goes in
- Customer profile keyed to phone number at billing
- Purchases, warranties and AMC dates in one view
- WhatsApp nudges for warranty expiry, accessories and upgrades
- Walk-in enquiries logged to track lost sales
Where cost drops
- Repeat buyers cost far less than new ones won through ads
- Warranty and accessory add-ons rise with no extra staff
- Ad spend aimed at known segments, not everyone
Measure Repeat purchase rate · attach rate · cost per acquisition
04 · Inventory & AI
Smarter stock, smarter offers
What goes in
- Live stock across every store and the warehouse
- AI demand forecast by model, season and festival
- Purchase suggestions with quantities, sent to buyers
- AI offer engine: bundles for slow movers, personal offers per customer
Where cost drops
- Less cash locked in stock that isn't moving
- Fewer stock-outs on fast sellers
- Old models cleared before the next launch cuts their value
Measure Inventory turns · ageing stock value · stock-out days
05 · Social media insights
Listen online, act in the store
What goes in
- Mentions and reviews tracked across Google, Instagram, Facebook and YouTube
- AI sentiment and topic tagging, including local languages
- Trend alerts on products people are asking about
- Campaign results per post and per rupee spent
Where cost drops
- Stock what customers are already searching for
- Stop campaigns that don't bring buyers
- Answer bad reviews before they spread
Measure Sentiment score · Google rating · cost per lead
06 · Grievance management
Every complaint tracked to closure
What goes in
- One intake for WhatsApp, phone, store desk and email
- Lifecycle: logged → assigned → service centre → resolved → confirmed
- SLA timers with automatic escalation
- AI routing by type: delivery, installation, warranty, billing
Where cost drops
- Fewer repeat calls about the same issue
- Service-centre delays visible and chased
- Complaints resolved before they turn into refunds or lost customers
Measure Resolution time · repeat contacts · SLA breaches
07 · Customer feedback
Hear from customers after every sale
What goes in
- Two-question WhatsApp survey after purchase, delivery and installation
- Voice or text replies in local languages, summarised by AI
- Scores per staff member and per store
- Weekly digest of the top five issues for management
Where cost drops
- Fix a broken process once instead of firefighting it daily
- Reward top staff based on data, not impressions
- Fewer returns caused by mis-selling
Measure CSAT / NPS · survey response rate · issues closed
08 · People & assets
AI on staff time and assets
What goes in
- AI view of staff time: with customers, admin or idle, by zone and hour
- Roster and cross-store move suggestions
- One register for demo units, display TVs, AC, vans and POS
- Usage tracking and failure prediction for maintenance
Where cost drops
- The right headcount in every time slot
- Equipment serviced before it fails
- Idle vans and demo units moved or retired
Measure Sales per staff hour · asset uptime · maintenance cost