Every bill tells a story.
CIOS finds the next move.
Restaurants and retail stores generate thousands of bills each week, but lose valuable regulars to silent churn. CIOS is the customer intelligence engine that listens to every transaction, models customer visit rhythms, and triggers high-converting retention actions before it is too late.
Habitual Friday Diner detected slipping. Churn probability raised to 73%.
How a register receipt becomes
guaranteed return footfall.
Stop letting valuable customer relationships walk out the door untracked. See the 4-stage intelligence architecture powering CIOS.
Real-Time POS Slip Capture
Every printed receipt is an unread intelligence feed
When a waiter prints or settles a bill at the counter, CIOS ingests the raw transaction stream. No cashier retraining, no hardware dongles. We extract table party size, exact item pairings, time of day, and payment mode in milliseconds.
Not intuition. Not guesswork.
Mathematical customer modeling.
Inspired by high-frequency transactional data science and real-time fraud mitigation algorithms, CIOS turns raw bill logs into predictive behavioral mathematics.
Predicting Absence Before It Becomes Permanent
Regular diners don't announce when they are stopping their visits. CIOS builds a personal arrival distribution for each customer based on their inter-visit variance ($\mu, \sigma$).
P(Churn | \Delta t > \mu + 2\sigma) > 0.85When gap exceeds 2 standard deviations, probability of permanent churn surpasses 85%.
CIOS is the Brain.
MySA is the Voice.
Data insights alone do not drive footfall — direct, human-like customer contact does. CIOS connects with MySA Business to trigger autonomous multilingual AI phone calls and WhatsApp conversations directly to your diners.
Regular guests drift to new competitors quietly. An algorithmic cadence alert combined with a warm, personal voice call restores the bond with zero spam sensation.
Hi Ananya ji! Chef Rahul noticed aap pichle 3 weeks se nahi aaye. We missed having you at Table 12!
Hey! Yes, work was hectic! Actually planning to come this Saturday with family.
Wonderful! I have reserved Table 12 for 4 guests this Saturday at 8 PM, and your favorite Rasmalai Tres Leches is on us. Sending WhatsApp confirmation now!
The 4-Stage Autonomous Retention Loop
POS Bill Settlement
Bill settled at till counter. CIOS webhook captures table, basket, and masked guest identifier.
CIOS Survival Decay
Inter-visit cadence modeled. If departure risk crosses threshold, an autonomous winback payload is compiled.
MySA Multilingual Call
Autonomous AI phone call placed in Hindi or English with personalized invitation for their favorite table.
POS Register Attribution
Guest returns and dines. Return revenue matched to token and logged directly on executive ledger.
Prepaid, Per-Minute Voice AI. Zero Heavy Subscriptions.
First 10 seconds of every call are free. You only pay for completed, high-value conversations. No enterprise lock-in or expensive minimum commitments.
Engineered for restaurant owners who demand clarity, control, and profit.
Replace chaotic spreadsheets, manual coupon blasts, and disconnected loyalty apps. CIOS unites predictive data science with autonomous hospitality operations.
Rhythm Cadence Engine
Every regular customer has an unwritten heartbeat — some visit every 7 days, others every month. CIOS tracks the cadence variance and sounds the alarm weeks before their visit gap widens permanently.
Basket Affinity Mining
Discover which appetizer or beverage acts as your retention anchor. If an appetizer predicts a 3.4x higher lifetime return rate, CIOS flags it as an essential pairing.
Bank-Grade PII Vault
Customer phone numbers and personal identity never leak. Data is salted and tokenized at ingestion, maintaining zero risk of compliance breaches.
Zero-Lag Counter Till
Keyboard-first counter software designed for peak Friday dinner rushes. Split bills, table transfers, and thermal receipt prints with sub-18ms response time.
Automated Review Shield
When a table experience is subpar, CIOS alerts your team instantly. MySA initiates a discrete follow-up call before negative feedback is posted publicly online.
Built by a Data Scientist obsessed with real-world customer behavior.
CIOS was not born in an abstract boardroom. It was engineered from years of analyzing high-frequency transaction graphs, behavioral psychology, and live stadium operations.
TUSHAR DUBEY
Data Scientist · AI Systems Architect · Behavioral Economist
I build products by starting with people — how they think, behave, trust, and make decisions — and then designing systems that scale around those realities.
Why Should Millions of Bills Die as Waste Paper?
Every restaurant in India prints receipts all day long. Cashiers hand them to guests; accountants tally them up; and then they are thrown in the trash. CIOS turns that waste paper into a living customer retention engine. By modeling individual dining rhythms, detecting silent customer drift weeks in advance, and triggering autonomous MySA voice and WhatsApp conversations, we prove incremental revenue directly at the till.