Enrich

Travel and Hospitality

Data with Advanced AI

Turn seats and rooms into living, thinking inventory that prices, promotes, and staffs itself.
Travel demand shifts by hour, not quarter.
NiftyBot reads routes, rates, reviews, and on-property signals to predict lift, rewrite offers, and right-size staffing. You move inventory with confidence and protect margins without hammering guests.
Complexity Level: Medium
Actionable Travel Itinerary
This enrichment turns a simple trip brief into an actionable travel plan. From a few inputs (route, dates, party, interests, constraints, loyalty) it generates a tight itinerary, neighborhood fits, stroller-friendly logistics, and targeted packing notes. The value is speed and specificity: instead of generic lists, you get context-aware picks for Lisbon in that exact week, tuned to food, history, light hiking, ocean views, and an infant in tow.
REQUEST

{ "source": { "origin": "JFK", "destination": "Lisbon, Portugal", "travel_dates": "2025-10-12 to 2025-10-20", "travelers": "2 adults, 1 infant", "lodging": "Airbnb in Bairro Alto", "interests": "food, history, light hiking, ocean views", "loyalty_status": "Delta Gold, Marriott Silver", "constraints": "stroller-friendly, no rental car" }, "requests": [ { "field_name": "trip_outline" }, { "field_name": "neighborhood_recommendations" }, { "field_name": "day_trip_ideas" }, { "field_name": "packing_essentials" }, { "field_name": "local_transport_tips" } ]
}
RESPONSE

{ "enrichments": [ { "field_name": "trip_outline", "value": [ "Day 1: Arrive LIS, check in Bairro Alto, evening stroll Miradouro de São Pedro de Alcântara, casual petiscos nearby.", "Day 2: Alfama and Castelo circuit, Se Cathedral, Fado dinner in Alfama.", "Day 3: Belém day: Jerónimos, Pastéis de Belém, MAAT riverside walk.", "Day 4: Sintra light loop: Quinta da Regaleira, town center; avoid Pena interior queues.", "Day 5: Ocean day: Cascais boardwalk, Boca do Inferno, early seafood lunch.", "Day 6: Chiado museums, Carmo Convent, Time Out Market off-peak.", "Day 7: Tram-free hills walk with elevator assists, LX Factory evening.", "Day 8: Slow morning, last-minute shopping, depart." ], "confidence": 0.86, "method": "reasoning", "reasoning": "Balances sights with stroller-friendly pacing and ocean views." }, { "field_name": "neighborhood_recommendations", "value": [ "Bairro Alto: central, lively evenings; choose flatter blocks near Chiado for stroller ease.", "Chiado: cafés, museums, good transit links.", "Principe Real: greener, quieter squares, gentle slopes." ], "confidence": 0.83, "method": "reasoning", "reasoning": "Matches interests and infant constraint with walkability." }, { "field_name": "day_trip_ideas", "value": [ "Sintra light itinerary: Regaleira gardens, town center, avoid steep castle climbs.", "Cascais and Estoril: seaside promenades, stroller-friendly paths.", "Costa da Caparica north beaches: boardwalk sections with easy access." ], "confidence": 0.84, "method": "reasoning", "reasoning": "Prioritizes ocean views and easy terrain." }, { "field_name": "packing_essentials", "value": [ "Compact travel stroller with shoulder strap", "Layerable windbreaker and light sweater", "Plug adapter Type C/F", "Soft-terrain stroller wheels or clip-on caps for cobbles", "Baby sunhat and mineral SPF", "Light rain cover" ], "confidence": 0.82, "method": "reasoning", "reasoning": "October variability, cobblestones, and coastal wind." }, { "field_name": "local_transport_tips", "value": [ "Use Elevador da Glória and Santa Justa lift to avoid steep pushes.", "Zapping card on Viva Viagem for buses and trains to Cascais and Sintra.", "Avoid peak Tram 28; similar views via buses or walking routes.", "Rideshare for late evenings back up to Bairro Alto." ], "confidence": 0.81, "method": "reasoning", "reasoning": "Reduces hills and crowds while keeping routes simple." } ]
}

Complexity: Low
Fare Promo Lift
Don’t guess your sale impact. This call forecasts lift for a Delta JFK→LAX three-day promo and tells marketing exactly how to frame the subject and when to send. Fewer blasts, more bookings.
REQUEST

{ "source": { "airline": "Delta Air Lines", "route": "JFK-LAX", "promo_window_days": 3, "discount_pct": 12, "send_channel": "Email" }, "requests": [ { "field_name": "predicted_open_rate", "field_type": "numeric" }, { "field_name": "predicted_click_to_book", "field_type": "numeric" }, { "field_name": "subject_line" }, { "field_name": "send_time_hint" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "predicted_open_rate", "value": 0.327, "confidence": 0.86, "method": "estimation", "reasoning": "Air travel promos with clear route and percent-off perform above typical newsletter baselines for transcon routes." }, { "field_name": "predicted_click_to_book", "value": 0.042, "confidence": 0.81, "method": "estimation", "reasoning": "Historical public norms for limited-time fare drops on leisure-business blend routes." }, { "field_name": "subject_line", "value": "JFK ↔ LAX: 12% off, 72 hours only", "confidence": 0.79, "method": "reasoning", "reasoning": "Specific route + percent + timer maximizes clarity and urgency." }, { "field_name": "send_time_hint", "value": "Schedule first wave Tue 7–9am ET; re-send to non-openers Wed 6pm ET.", "confidence": 0.74, "method": "assessment", "reasoning": "Morning commute open behavior plus evening catch-up window for coastal audiences." } ] }
Complexity: High
Front Desk Staffing
Overstaffing drains margin; understaffing tanks NPS. This call forecasts Hilton front-desk check-ins per hour and recommends staffing counts for Saturday. Ops gets the Goldilocks plan.
REQUEST

{ "source": { "brand": "Hilton", "property": "Hilton Seattle Downtown", "day": "Saturday", "rooms_occupied": 402, "group_blocks": ["Wedding 80 rooms"], "events_nearby": ["Mariners home game"] }, "requests": [ { "field_name": "checkins_per_hour_forecast" }, { "field_name": "recommended_agents", "instructions": "Peak and base staffing suggestion" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "checkins_per_hour_forecast", "value": { "15:00": 95, "16:00": 110, "17:00": 82, "18:00": 54 }, "confidence": 0.8, "method": "calculation", "reasoning": "Saturday leisure skew with group arrivals plus pre-game timing spikes between 3–5pm." }, { "field_name": "recommended_agents", "value": "Peak 9 agents 15:30–17:00; base 6 agents rest of shift; float 1 for key re-encodes.", "confidence": 0.77, "method": "reasoning", "reasoning": "Queue time target under 6 minutes at peak with buffer for group desk traffic." } ] }
Complexity: Medium
Listing Fix & Rate Hint
Listings convert when they answer objections. This call distills review themes for a popular Austin Airbnb and rewrites the blurb, then offers a rate hint for next weekend. Hosts get clarity, guests get confidence.
REQUEST

{ "source": { "platform": "Airbnb", "city": "Austin, TX", "listing_title": "Modern SoCo Loft with Rooftop", "recent_reviews": [ { "text": "amazing location but a bit of street noise" }, { "text": "kitchen well stocked; check-in keypad worked great" }, { "text": "bed comfy; AC strong; bring earplugs if light sleeper" } ], "next_weekend_events": ["ACL Live shows"] }, "requests": [ { "field_name": "top_issues" }, { "field_name": "new_listing_blurb" }, { "field_name": "suggested_nightly_rate_usd", "field_type": "numeric" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "top_issues", "value": ["Street noise at night"], "confidence": 0.88, "method": "classification", "reasoning": "Noise appears in multiple recent reviews; other notes are positive." }, { "field_name": "new_listing_blurb", "value": "Right in SoCo — walk to music and food. Blackout curtains, white-noise machine, and strong AC make nights easy after the shows.", "confidence": 0.82, "method": "reasoning", "reasoning": "Acknowledge and offset the main objection while reinforcing location perks." }, { "field_name": "suggested_nightly_rate_usd", "value": 269, "confidence": 0.75, "method": "estimation", "reasoning": "Event weekend uplift for comparable 1-bed lofts within 0.5 miles." } ] }
Complexity: Medium
Upsell Recommender
Upsells should feel helpful, not pushy. This call suggests the best Marriott upsell for a weekend stay, the price to offer, and the copy to use. Ancillaries climb while satisfaction holds.
REQUEST

{ "source": { "brand": "Marriott", "property": "JW Marriott Austin", "stay_length_nights": 2, "check_in_day": "Friday", "party": "2 adults" }, "requests": [ { "field_name": "upsell_type", "field_type": "categorical", "instructions": "Return one of: Late checkout, Room upgrade, Lounge access, Parking" }, { "field_name": "offer_price_usd", "field_type": "numeric" }, { "field_name": "push_copy" } ] }
RESPONSE

{ "enrichments": [ { "field_name": "upsell_type", "value": "Late checkout", "confidence": 0.83, "method": "classification", "reasoning": "Weekend leisure patterns favor departure flexibility over lounge access at this property type." }, { "field_name": "offer_price_usd", "value": 45, "confidence": 0.78, "method": "estimation", "reasoning": "Price point balances acceptance with minimal housekeeping disruption on Sunday turns." }, { "field_name": "push_copy", "value": "Sleep in Sunday — add 2pm late checkout for $45 and skip the rush.", "confidence": 0.76, "method": "reasoning", "reasoning": "Benefit-led copy with a simple price anchor improves tap-through." } ] }