Architecture
Four layers. One unmanaged travel journey.
Proprietary data sets, connectivity, Knowledge Graph, and agent orchestration aren't abstractions. Here's exactly which layer powers which stage of a real trip, from planning through the memories after.
The unmanaged travel journey
Seven stages. A named layer or agent behind every one.
Unmanaged travel has no human handler watching the trip by default. These are the stages that otherwise go unwatched, and exactly what's watching them here.
Planning
Destinations, hotels, and packages get matched on attribute-level data (walkability, acoustic profile, family amenities), not just price and city, so the traveler sees real options before any money moves.
Booking
Fare class and rate code eligibility get decoded against the traveler's elite tier and card terms in real time, so the option that actually wins on entitlement gets surfaced, not just the lowest price.
Payment
Cash, points, statement credits, and transfer bonuses get compared at live redemption value, and every accrual, redemption, and payout gets reconciled across issuer, merchant, and platform ledgers automatically.
Pre-travel preparation
Entry requirements, document checks, and trip-specific prep get tailored to the traveler's profile and itinerary, instead of a generic checklist everyone gets regardless of where they're actually going.
Monitoring
Booked airfare and lodging rates get watched continuously for price drops, upgrade openings, and better redemption paths, with automatic rebooking or an alert the moment one appears.
On trip: disruptions & experience management
Gate changes, missed connections, cancellations, and service-quality issues get caught and acted on in real time, with waiver requests filed, rebooking proposals made, and the rest of the trip re-planned before the traveler has to ask.
Post trip: memories
What the traveler loved, rebooked, or skipped gets written back into the Knowledge Graph as durable preference signal, so the next trip starts smarter instead of from a blank search.
Layer 1
Knowledge Graph
Attribute-based hotel data, destination intelligence, and a direct tour/package provider registry, not property codes and city search.
Layer 2
Agent Orchestration
Thirteen specialized agents spanning the full travel experience: profile, personalization, group coordination, planning, fare and rate eligibility, offers, payments and rewards, travel management, reconciliation, memory, and re-engagement, all on a standardized tool protocol (MCP).
Layer 3
Shared Core Services
Continuous reshopping, dynamic packaging, and fare-class/rate-code decoding: the commodity primitives partners stop having to rebuild themselves.
Layer 4
Distribution & Connectivity
Multi-source aggregation normalizing NDC/GDS endpoints alongside direct hotel CRS/PMS and tour operator feeds.
Core engine capabilities
Shared once. Used by every consumer of the platform.
Unified Traveler Profile & Vault
Aggregates identity details, passport credentials, loyalty program IDs, seat/room preferences, dietary needs, and payment instruments into an authenticated record.
Implementation
Zero-knowledge encrypted data store with tenant-level RBAC. Tokenized PII and scoped authorization via OAuth2/OIDC.
Continuous Reshopping & Price Guarantee
Monitors booked airfare and lodging rates, detects price drops, verifies rebooking feasibility against penalty rules, and executes or alerts for re-ticketing.
Implementation
Asynchronous worker queue executing scheduled rate evaluations against GDS cache and merchant APIs with configurable net-savings triggers.
Dynamic Packaging Engine
Bundles disparate inventory (NDC flights + boutique lodging + local excursions) into a single transaction while maintaining opaque package pricing.
Implementation
Atomic cart orchestrator handling multi-provider lock-and-commit workflows, split merchant payouts, and single-point payment settlement.
Trip Planning Engine
Multi-agent system generating itineraries by clustering activities, optimizing for time/budget, and aligning with traveler "vibes."
Implementation
Multi-agent orchestration layer processing constraints against the Knowledge Graph.
Recommendation Engine
Performs attribute-based semantic matching (e.g., remote work ergonomics, acoustic profiles) against inventory.
Implementation
Graph-based matching engine querying Knowledge Graph embeddings.
Rewards & Card Usage Engine
Orchestration layer evaluating travel costs against points ecosystems, transfer partners, and statement credits.
Implementation
Valuation engine indexing benchmarks, bonus multipliers, and redemption paths.
| Capability | What it does |
|---|---|
| Unified Traveler Profile & Vault | Aggregates identity details, passport credentials, loyalty program IDs, seat/room preferences, dietary needs, and payment instruments into an authenticated record. |
| Continuous Reshopping & Price Guarantee | Monitors booked airfare and lodging rates, detects price drops, verifies rebooking feasibility against penalty rules, and executes or alerts for re-ticketing. |
| Dynamic Packaging Engine | Bundles disparate inventory (NDC flights + boutique lodging + local excursions) into a single transaction while maintaining opaque package pricing. |
| Trip Planning Engine | Multi-agent system generating itineraries by clustering activities, optimizing for time/budget, and aligning with traveler "vibes." |
| Recommendation Engine | Performs attribute-based semantic matching (e.g., remote work ergonomics, acoustic profiles) against inventory. |
| Rewards & Card Usage Engine | Orchestration layer evaluating travel costs against points ecosystems, transfer partners, and statement credits. |
What this means for you
The same architecture, three different ways to win with it.
Travel Agencies & Tour Operators
Better offers
Attribute-based recommendations and real-time fare and rate eligibility, not just a price and city search.
Manage travel & payments
Fare Class & Rate Code Intelligence and the Payments & Rewards Agent surface the best option and currency at the moment of booking.
Servicing & engagement
Continuous monitoring catches disruptions and upgrades before the client does, and Travel Memory sharpens every future recommendation.
Travel Suppliers, Airlines & Hotels
Better offers
The Knowledge Graph exposes attribute-level inventory (acoustic profile, walkability, family amenities) to high-intent demand, not just a city and price search.
Manage travel & payments
Dynamic packaging and loyalty integration keep bundled revenue and redemption inside your own ecosystem instead of leaking to a generic OTA.
Servicing & engagement
Continuous reshopping and disruption monitoring protect service quality, and supplier performance feeds straight back into the graph.
Card Issuers
Better offers
The Offer Agent targets statement credits, multipliers, and discounts by traveler profile, instead of one blanket promotion for everyone.
Manage travel & payments
The Payments & Rewards Agent ranks a member's full card portfolio by real redemption value at the point of sale.
Servicing & engagement
The Reconciliation Agent keeps an auditable ledger, while Price Monitoring and Retention agents re-engage members between trips.
Let's talk
Bring the platform into your product.
Whether you're an issuer, an airline, a supplier, a distributor, or a publisher, tell us what you're building and we'll show you exactly which layer of the platform fits.
Request a demo