Enrich

Gaming

Data with Advanced AI

Turn players into forever fans with live ops that predict, personalize, and pay off.
Live games win on timing and personalization.
NiftyBot reads engagement, monetization, and content cadence to predict churn, pick the right offer, and schedule drops that actually land. You ship fewer global blasts and more moves that change DAU/ARPDAU.
Complexity: High
Esports Sponsorship Impact
Sponsors want proof, not vibes. This call estimates incremental reach and lift from a Red Bull LoL segment sponsorship and gives the talking points to renew. Brand teams get credible math fast.
REQUEST

{ "source": { "brand": "Red Bull", "property": "League of Legends", "activation_elements": ["In-broadcast segment", "TikTok highlights", "Player POV content"], "region": "NA", "season_window_weeks": 8 }, "requests": [ { "field_name": "incremental_reach_estimate", "field_type": "numeric" }, { "field_name": "engagement_uplift_pct", "field_type": "numeric" }, { "field_name": "renewal_talking_points" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "incremental_reach_estimate", "value": 1.6, "confidence": 0.72, "method": "estimation", "reasoning": "Modeled against typical NA split viewership plus short-form overlap; result in millions." }, { "field_name": "engagement_uplift_pct", "value": 9.4, "confidence": 0.7, "method": "calculation", "reasoning": "Weighted average of in-broadcast mentions and social highlight CTRs vs non-sponsored baselines." }, { "field_name": "renewal_talking_points", "value": ["High overlap with energy drink buyers", "Creator POV content outperformed by 18%", "Season-long consistency beats one-off finals"], "confidence": 0.75, "method": "reasoning", "reasoning": "Points align with audience-product fit and performance of ongoing integrations." } ] }
Complexity: Medium
Live Ops Offer Recommender
Offers should feel earned, not random. This call selects the best in-client offer for a VALORANT player segment and sets a fair price. You lift ARPDAU without training players to wait for sales.
REQUEST

{ "source": { "publisher": "Riot Games", "title": "VALORANT", "segment": "EMEA-Controller-Mains", "skin_interest": ["Odin", "Vandal"], "past_purchases": ["Vandal skin (2025-Q1)"], "session_time_7d_min": 310 }, "requests": [ { "field_name": "recommended_offer" }, { "field_name": "offer_price_usd", "field_type": "numeric" }, { "field_name": "offer_window_hours", "field_type": "numeric" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "recommended_offer", "value": "Vandal bundle variant with finisher + player card", "confidence": 0.82, "method": "assessment", "reasoning": "Past Vandal purchase and weapon preference suggest highest cosmetic affinity." }, { "field_name": "offer_price_usd", "value": 18, "confidence": 0.76, "method": "estimation", "reasoning": "Price balances perceived value of finisher cosmetics with segment spend history." }, { "field_name": "offer_window_hours", "value": 36, "confidence": 0.74, "method": "reasoning", "reasoning": "Short windows convert better for engaged segments without excessive regret." } ] }
Complexity: Medium
Player Churn Save
Don’t wait for the uninstall. This call scores churn risk for an Apex Legends cohort, then prescribes a save offer and the copy to use. You nudge the right players with the right value, not discounts for everyone.
REQUEST

{ "source": { "publisher": "Electronic Arts", "title": "Apex Legends", "cohort": "NA-Solo-Returning-30d", "avg_sessions_7d": 2.1, "spend_90d_usd": 7.50, "ranked_last_played_days": 27 }, "requests": [ { "field_name": "churn_risk", "field_type": "categorical", "instructions": "Return one of: Low, Medium, High" }, { "field_name": "save_offer" }, { "field_name": "push_copy" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "churn_risk", "value": "High", "confidence": 0.86, "method": "classification", "reasoning": "Low recent sessions, low spend, and long gap from Ranked match are classic churn signals." }, { "field_name": "save_offer", "value": "Ranked re-entry token + 2 battle pass level skips valid 72 hours", "confidence": 0.8, "method": "reasoning", "reasoning": "Progress acceleration and immediate Ranked access are high-response levers for lapsed competitive players." }, { "field_name": "push_copy", "value": "Drop back into Ranked with a free re-entry — 72 hours to climb plus 2 BP levels on us.", "confidence": 0.77, "method": "assessment", "reasoning": "Short, benefit-led copy focuses on the single friction that kept them away." } ] }