Precise.ly

Inspiration

We've found it difficult planning large group trips, people want to do different things, and usually one person becomes designated trip planner. Our solution makes that person's life stress free.

What it does

The user chooses a country or city and upvotes or downvotes pictures based on the vibe of the trip, chooses budget, travel dates etc. We generate a sentence describing the vibe of the trip that the research and planning agents use to find famous or hidden gem local hotspots. Your trip is managed by the team of:

Flight and Accomodation agents find the best travel plans and places to stay, staying within budget. Ro
Local research: famous and hidden gem local hostpots.
Route planner: Manages travel for every day, using google maps API to calculate and optimise routes.
Itinerary planner: Creates day by day lists of locations based on users interests and desired vibe, uses route planners knowledge to keep everyday running smoothly.
Validator Agent: Ensures that planned itinerary matches user's preferences, is under budget and enjoyable.

If you need a change of plans, you can chat with the agents directly to request changes or notify them of disruptions and they will quickly and easily adapt your itinerary to fit.

How we built it

Frontend: Vite, Backend: FastAPI. Agents: CrewAI, litellm. LLMS: Choice from Claude, Gemini and OpenAI.

Challenges we ran into

Many aspects of vacation planning are walled gardens from flight booking to accommodation finding, they traditionally can only be accesed via arbirtage websites and not APIs. We've had to restrict the scope of such queries however platforms like Amadeus and Tavily give agents enough access to cover most of the market

Accomplishments that we're proud of

Autonomous route planning, influenced by users preferences. Collaborative multi-agent workflow, adaptive to live conditions like bad weather.

What we learned

How to create reactive and responsive multi agent systems that a user can interact with in real time.

What's next for precise.ly

Notification sync to keep all travelers up to date at every step. Production integration with Amadeus and other booking systems. Expansion to more complex agent workflows and llms, fine tuned models for better plan and itinerary generation. Release!!