Under the hood

One honest pipeline.

We ask for raw data - not pre-built aggregates - to avoid the target leakage that flatters a model in demos and fails in production.

1
Raw data in

Four casino tables via API: users, transactions, game sessions, game events.

2
36 behavioural slices

One vector per player: registration cohort, first bet/deposit, account age, activation speed, affiliate type and source, payment methods, win/loss, balance, active days, bets, bonuses. More slices on request.

3
6 models → 1 result

Separate gradient-boosting models, consolidated into a single decision. Classical ML, not an LLM.

4
Offer to your channels

A live queue surfaces an offer in about 6 seconds; a human approves before it sends.

How a pilot works

From your data to a decision you can trust.

1
Connect data

Four tables stream via API into ClickHouse on your infrastructure. No PII leaves your side.

2
Initial training

The engine trains in about 30 minutes and starts producing a read per player.

3
Early calls

Player value and next-best-action land first; traffic-quality forecasts target around day 6.

4
Validate honestly

Measured against your current read - a 3-arm A/B for value, the market's 14-day numbers for traffic.

5
Decide to scale

You see what's proven on your own data first. Full audit before scale.

Why raw, not aggregates

Raw tables keep the numbers honest.

Pre-aggregated data hides target leakage - signals that look predictive in a demo and collapse in production. Raw tables let us build the feature set cleanly, so the numbers you see in a pilot are the numbers you get.

Retraining & drift

Kept honest as behaviour shifts.

Initial training runs in about 30 minutes; a full retrain with checks takes up to a day on clean data. When drift appears, we retrain on a custom trigger and can alert you on plan-vs-actual by segment.

Data & security

Your players' data stays yours.

Built for operators moving around a million players a month.

No PII held

Phone and email never leave your side.

Your infrastructure

Data streams via API into ClickHouse on your infrastructure.

Player-ID only

Inside Sellrise, players are an ID - nothing more.

Tested before scale

Penetration tested on pilot; full audit before scale.

Integration / API

Two-way, real-time.

One endpoint. Your casino pushes events - deposits, bets, logins, cashier-opened - and receives offers back. We integrate your existing channel providers; we don't resell messaging.

Technical figures (about 30 minutes initial training, up to a day for a full retrain, about 6 seconds to surface an offer) are indicative and confirmed against your environment during a pilot.

Bring one traffic source. We'll show you the call.

A 30-minute walkthrough on your stack and your numbers - no slides, your data.

Book a demo