Our Manifesto

Every operator deserves
true routing intelligence.

The travel industry spends billions on inspiration. Nobody solves the last mile: turning that inspiration into a feasible, bookable, optimized itinerary in seconds.

We built TripCreator to end the era of hallucinated routes, impossible schedules, and margin-destroying manual corrections. Our engine does not guess. It computes. Every transition is spatially verified. Every day plan is temporally constrained. Every output is instantly bookable.

The Crisis

LLM wrappers hallucinate. They schedule impossible transits, ignore operating hours, and destroy unit economics at $0.50 per trip. Human planners are accurate but take days. Neither scales.

AI Chatbots

Generic text. Zero spatial or temporal feasibility. Clients receive itineraries that physically cannot be executed.

Human Sales

Accurate but slow. Burns margins on manual routing corrections. Cannot scale beyond a handful of complex requests per day.

DIY Travelers

Abandon bookings due to research overload and spatial confusion. Your leads die in browser tabs.

Social Inspiration

Drives demand but offers zero booking logic. The gap between "I want to go" and "here is your itinerary" remains unbridged.

The V7 Architecture

We handle 90%+ of itinerary generation through a proprietary deterministic engine. The LLM only interprets intent and phrases the final narrative. Every route is mathematically verified.

Native Rust infrastructure. Unit economics of $0.012 per itinerary. A 40x reduction versus standard LLM reasoning.

Input
User Intent
LLM Interpretation
Core
Neural Routing Engine
Deterministic Search
Output
Bookable Itinerary
LLM Phrasing

The Neural Pillars

Three specialized ONNX networks. They do not predict words. They predict the quality of a travel decision.

01

Macro Scorer

Graph Neural Network

Evaluates city selection across hub demographics and transition densities. Rome to Florence to Venice scores higher than fragmented regional hops.

02

Trajectory Transformer

Sequence Evaluation

Self attention over geographic segments. Detects backtracking, poor open jaw alignments, wasted transit days.

03

Micro FiLM Scorer

Process Reward Model

Scores thousands of POI transitions conditioned on the traveler persona. A long walk is fine for Adventure, penalized for Luxury.

The Operator Infrastructure

01 // Deploy

Zero-Friction
Integration

One code snippet. No rebuilds. Every static itinerary becomes an interactive, white-labeled, bookable surface under your brand.

02 // Supply

Universal
Ingestion

We operate on your proprietary supply. Enterprise API integrations or automated CSV/JSON/XML ingestion. Zero custom code.

03 // Convert

Dynamic Sales
Workspace

The static PDF is dead. Live itinerary environments where clients interact, request changes, and stay inside your sales funnel.

Live Benchmarks

Five itinerary sources evaluated against a 10-day multi-hub luxury test prompt (Palermo, Rome, Milan). Scored across 12 dimensions.

Competitor A / Spatial Failure

Scheduled 5 high intensity activities per day on a luxury prompt. 4 fatigue violations flagged by our scorer.

Competitor B / Temporal Failure

Loaded attractions immediately after a 3.5h train transit. Impossible temporal scheduling. Scored 0.18.

Performance Metrics
EngineRatingLatencyGeo-CoherenceFatigue Violations
TripCreator.ai185015s1.0000
Traditional Operator A2050Human (Days)1.0000
Traditional Operator B1950Human (Days)1.0001
Generative Competitor A120024s0.8664
Generative Competitor B110018.5s0.8663

Scale

1.5M+ Edges

Continuously updating multimodal transit matrix.

100K+ Traces

Process Reward training from expert decisions and failures.

15s TTFD

Full itinerary generation. Rust. Thousands of permutations.

Stop losing deals to dead time.

Close complex itineraries in seconds. Not days.

30-day pilot · Your inventory · Measurable results