DAILY INTELLIGENCE
FOR YOUR PLAYER BASE
Lintvern is a player intelligence layer built for iGaming operators. We connect to your existing data warehouse, run daily scoring on your player population, and write results back as CRM attributes. Your analytics team gets insights that actually reach production.
DATA STAYS IN YOUR WAREHOUSE.
Most ML vendors want you to move your data to their platform. Lintvern runs inside your warehouse and writes scores back. Your CRM picks them up like any other player attribute.
RESULTS FROM REAL OPERATOR DATA
Numbers from actual scans and production deployments. Not benchmarks.
FOUR SCORES YOUR CRM DOESN'T HAVE
Generated daily from your warehouse. Written back as player attributes. Your campaigns act on them automatically.
BONUS ABUSE DETECTION
Scores every player's bonus-to-GGR ratio using relational graph patterns across deposits, sessions, and bonus claims. Identifies promo hunters before the next campaign runs.
CHURN PREDICTION
Predicts which players go dormant in the next 30 days using temporal behavioral signals. Route at-risk players to retention campaigns before they leave.
PROMO SENSITIVITY
Counterfactual scoring: would this player have deposited without the bonus? Stops you giving promos to players who'd spend anyway, including your best organic depositors.
VIP UPLIFT POTENTIAL
Identifies which players respond positively to targeted high-value bonuses and which don't. Concentrate VIP spend where it drives GGR, not just activity.
HOW LINTVERN WORKS
From warehouse access to daily player scores in your iGaming CRM in 1–4 weeks. Your existing operator stack stays exactly as it is.
CONNECT YOUR WAREHOUSE
We connect to Snowflake, Redshift, BigQuery, or Databricks. We need four tables: players, deposits, bonuses, and sessions. Minimum 6 months of history.
MODEL PLAYER BEHAVIOUR
We analyse every player's deposit patterns, bonus usage, and session history to surface behavioural signals that flat RFM segments miss: bonus hunting, churn trajectory, promo response.
SCORE EVERY PLAYER, EVERY MORNING
Each morning, every player gets a fresh score: bonus abuse risk, churn probability, promo sensitivity, VIP uplift. Scores update daily as behaviour changes.
SCORES LAND IN YOUR CRM
Scores are written back to your warehouse as a new table. Your CRM reads them as player attributes. No new tooling, no manual export. Existing campaign logic takes over.
COMMON QUESTIONS
Questions from operators and tech providers before they start a scan.
Four tables from your data warehouse: players, deposits, bonuses, and sessions/transactions. We need at least 6 months of history. We accept direct warehouse connections (Snowflake, Redshift, BigQuery, Databricks) or Parquet/CSV exports via S3 or SFTP. An anonymised sample is fine for the initial scan.
SEE WHAT YOUR DATA KNOWS
BEFORE YOU COMMIT TO ANYTHING
Export four anonymised tables. We run our scoring model. In 7 days you get a report showing exactly how much bonus budget you are losing, which players are about to churn, and who your next VIPs are.
7 days. No commitment. No PII.
What data do you need?
Four anonymised tables: players, deposits, bonuses, sessions. CSV or Parquet. No PII, no live warehouse access required.
What does it cost?
Nothing. The scan is free. Pricing only comes up if you want to move to production.
How long does it take?
7 days from receiving your export to delivering the report.
What if the results are disappointing?
Then you have proof for free. We show AUROC on your data. If it doesn't beat what you have, there is nothing to discuss.
READY TO SCORE AND
PROTECT YOUR REVENUE?
Partner with Lintvern to cut bonus waste, predict churn, and make your existing CRM smarter, without changing a single tool.