Use Case 01
Salary credit detected
Pre-approved Personal Loan in the app — in under a second.
The salary-credit event triggers a real-time eligibility check (bureau pull, exposure ceiling, KYC vintage) and surfaces a pre-approved offer in the bank's app while the customer is still in session. Every decision carries a full audit trail under RBI fair-practices code.
Real-Time Decision Loop
Sense
Salary credit posted to the account in <10 ms
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Decide
Eligibility, exposure ceiling & KYC vintage scored
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Act
Pre-approved loan offer in the app, in-session
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Learn
Acceptance & repayment behaviour feed scoring
3× cross-sell vs batch Tap to zoom
Use Case 02
Unusual transaction pattern
Coordinated fraud alert — before the transaction settles.
Signal ingested from the card or UPI rails, risk rules and behaviour models evaluated, and a coordinated action fires across the fraud team, the customer's app and channel suppression — all inside 30 milliseconds.
Real-Time Decision Loop
Sense
Anomaly detected vs behaviour baseline at swipe time
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Decide
Risk score breaches threshold — block or step-up
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Act
Fraud team + app freeze + channel suppression fire together
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Learn
Confirmed fraud vs false positive tunes rule weights
Faster intervention, lower fraud loss Tap to zoom
Use Case 03
Loan application abandoned mid-flow
In-session recovery nudge — right offer, right channel.
Appice spots the drop-off signal (last screen, time-on-step, error), scores intent, and delivers a targeted nudge while the customer is still in context. Channel chosen by consent state and prior responsiveness.
Real-Time Decision Loop
Sense
Drop-off step, time-on-step & error code captured
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Decide
Intent scored — best channel + best offer selected
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Act
WhatsApp, SMS or in-app nudge, per consent state
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Learn
Recovery rate per channel feeds the A/B test loop
Significant recovery of abandoned apps Tap to zoom
Use Case 04
High-value customer shows churn signals
RM alerted with full context. Retention offer pre-approved.
Behaviour, balance and engagement signals score churn risk continuously. The RM receives an actionable alert — not a data dump — with a tier-appropriate retention offer already cleared by risk and compliance.
Real-Time Decision Loop
Sense
Balance velocity + engagement drop + portal-time spike
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Decide
Tier-appropriate retention offer drawn from pre-cleared catalog
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Act
RM gets an actionable alert with the offer & talk-track ready
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Learn
Save rate & retention duration into next risk score
40% reduction in HNI churn Tap to zoom
Use Case 05
Customer crosses eligibility threshold
Next-best offer calculated and queued automatically.
Eligibility is evaluated in real time across the full product set — deposits, cards, loans, FX and investments. The decisioning engine selects the right offer for the right moment, with explainable reason codes per decision.
Real-Time Decision Loop
Sense
Eligibility met (deposit, salary, tenor, balance)
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Decide
Cross-product NBO ranker picks best for the customer’s life stage
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Act
In-app banner + push + RM dashboard, orchestrated
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Learn
Conversion & revenue per offer feed the ranker
Higher revenue per customer Tap to zoom
Use Case 06
FD or RD maturity in 14 days
Roll-over advisory — with a personalised rate ladder.
Maturity events trigger a tier- and goal-aware roll-over conversation. Offers consider rate sensitivity, prior FD ladder, RM relationship and the customer's broader portfolio.
Real-Time Decision Loop
Sense
Maturity 14 days out + prior FD ladder + tier
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Decide
Rate sensitivity + RM relationship → personalised ladder
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Act
Email + in-app + RM call, coordinated per tier
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Learn
Rollover vs withdrawal outcome scores future sensitivity
Higher rollover & deposit retention Tap to zoom
Use Case 07
UPI or IMPS failure pattern
Service alert + alternate channel surfaced instantly.
Repeated failures trigger a contextual service alert, explain the issue in the app, and surface an alternate channel (card, AePS, NEFT) before the customer raises a complaint.
Real-Time Decision Loop
Sense
≥2 failures in 5 minutes on the same payment rail
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Decide
Diagnose (rail / beneficiary / limit / OTP) & pick alt route
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Act
Contextual in-app explainer + alternate channel button
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Learn
First-call resolution & repeat-failure complaint trend
Lower complaint volume, higher CSAT Tap to zoom
Use Case 08
Cross-border remittance detected
FX rate or remittance pack — before the next transfer.
Remittance corridors and frequency drive a personalised forex offer or NRI-focused product nudge. Compliance-vetted against RBI LRS, FEMA and the customer's relationship tier.
Real-Time Decision Loop
Sense
Outbound corridor + frequency + amount pattern detected
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Decide
FX offer or NRI product picked, within RBI LRS & FEMA
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Act
Push pre-next-transfer + in-app banner
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Learn
FX margin & NRI openings feed the corridor model
Higher non-interest income Tap to zoom
Use Case 09
Card spend velocity drops
Retention conversation triggered before silent churn.
Spend velocity, merchant-mix and category drop-offs score "active-card churn risk". The right reactivation play — cashback boost, milestone reminder, or category offer — is selected per segment.
Real-Time Decision Loop
Sense
Spend velocity + merchant mix + category drop-off scored
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Decide
Reactivation play (cashback / milestone / category) chosen
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Act
Push or email per consent + segment + last engagement
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Learn
Active-card rate & spend lift feed the spend models
Active-card retention up Tap to zoom
Use Case 10
Bureau score upgrade
Pre-approved credit-limit increase, in real time.
Bureau-pull subscription updates flow into Appice in near real time. The customer sees a pre-approved limit increase or a new product offer the moment their credit profile improves — under fair-practices guardrails.
Real-Time Decision Loop
Sense
Bureau-pull score moves up by ≥30 points
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Decide
Limit increase or new-product eligibility under risk policy
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Act
Pre-approved banner in-app + RM ping if HNI
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Learn
Uptake & delinquency feed the limit-policy model
Stickier customers, bigger wallet Tap to zoom