All Use CasesNext Best Offer (NBO)

Next Best Offer (NBO)

Serve the right promotion to the right customer. EkamFlow's next best offer prediction selects the optimal discount, bundle, or incentive to maximize both conversion and margin.

What is Next Best Offer (NBO)?

Next best offer (NBO) prediction determines which promotion, discount, or incentive is most likely to convert each individual customer. Instead of blanketing your audience with the same offer, NBO uses machine learning to match customers with the specific incentive that maximizes their likelihood to act — while protecting your margins.

Generic offer strategies leave money on the table. Some customers would convert without any discount. Others need a specific type of incentive. Without ML, marketing teams either over-discount (eroding margin) or under-target (missing conversions).

EkamFlow predicts the next best offer for every customer as part of a unified prediction. The model considers purchase history, price sensitivity, past offer responses, and current engagement to select the optimal incentive — returned alongside churn risk, LTV, and channel preferences in one API call.

How EkamFlow does it

Margin-aware optimization

NBO predictions balance conversion probability against margin impact. Don't over-discount customers who would convert anyway — reserve incentives for price-sensitive segments.

Learns from offer response history

Your model trains on which offers each customer has responded to in the past — redemptions, click-throughs, and conversions — to predict future offer affinity.

Part of the full prediction stack

NBO comes back with churn risk, LTV, next best channel, and next best time in one API call. Your offer strategy is informed by the complete customer picture.

GET /v1/predict
{
"customer_id": "cust_29841",
"next_best_offer": "premium_upgrade",
"offer_conversion_prob": 0.72,
"discount_needed": "none",
"expected_revenue": 240,
"latency_ms": 11
}
one API · sub-60ms · all predictions

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