Fintech ML Infrastructure

Stop losing merchants before it's too late!

RetainIQ predicts merchant churn in advance, so you can intervene before revenue walks out the door.

Real-time
prediction
3
risk tiers
REST
API delivery
4
input features

Merchant churn is silent and expensive.

Fintech platforms invest heavily to onboard merchants. But when merchants begin to disengage, platforms only find out after the damage is done, losing both revenue and the cost of acquisition. By then, it's too late to act.

Silent disengagement

Merchants slow down gradually. There's no alert, no signal until they're gone.

Reactive retention

Blanket campaigns reach already-churned merchants. Spend is wasted on the wrong segment.

High acquisition cost

Losing an active merchant means losing both their GMV and your onboarding investment.

From raw transactions to retention actions.

01

Input transaction data

Frequency, recency, and value signals from your merchant network. Four features, maximum signal.

02

Get churn probability

ML model assigns risk buckets - Low, Medium, or High per merchant. Scored in real time.

03

Act before they leave

Recommended retention actions delivered via API, before churn happens. Every time.

Integrate in days, not months.

A single POST request returns a probability score, risk tier, and recommended action. Your team handles the rest.

POST /predict-churn
Request
{
  "TxFreq":       3,
  "TotalTx90":   1200,
  "AvgTx90":     400,
  "Recency":     12
}
Response
{
  "churn_probability":  0.73,
  "churn_flag":         1,
  "risk_bucket":        "HIGH",
  "recommended_action":
    "Trigger retention offer"
}
01

Retrained on your data

RetainIQ is not trained on generic datasets. The model fine-tunes on your merchant network's transaction history. Share a CSV export, and the retraining begins.

02

Business-friendly risk tiers

Low, Medium, High buckets let your ops team act without needing to interpret raw probabilities.

03

No retraining needed to tune

Adjust retention aggressiveness by tuning thresholds, not by retraining the model.

04

Stateless & scalable

Built on FastAPI. Stateless by design. Deploy once, call from anywhere.

Your merchants are sending signals right now.

RetainIQ turns transaction data into retention decisions. Deployed in days, not months. Let's talk about what it can do for your platform.