Elegance Wanderer

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Inspiration

Elegance Wanderer was inspired by the growing group of photo-first travelers and social media creators—people who travel not only to visit places, but to present themselves within those places. For these users, packing and styling decisions are inseparable from how they will appear in photos and videos later shared on platforms such as Instagram, TikTok, or Xiaohongshu.

In practice, most travel planning tools stop at routes, dates, and bookings. They leave users to independently figure out outfits, weather suitability, and cultural appropriateness. This gap often results in overpacking, visually inconsistent trips, or missed opportunities for high-quality photos. The same uncertainty also affects many everyday travelers who are not creators, but simply struggle to coordinate what to wear in unfamiliar environments.

What it does

Elegance Wanderer is a context-aware, multimodal travel agent that helps users plan trips with both practicality and appearance in mind. It generates day-by-day itineraries, outfit combinations, and visual previews that reflect the user’s identity, destination context, and travel conditions. Instead of abstract inspiration, users can preview how they might look in specific locations and situations.

How we built it

The system is built around gemini-3-pro-preview, which serves as a constraint-aware planning engine. It reasons jointly over travel context, user attributes, visual goals, cultural considerations, and luggage limits to produce structured, consistent plans.

Where external information is needed to avoid assumptions, we use gemini-3-flash-preview with Google Search grounding to retrieve publicly available context. This grounding step helps reduce hallucination risk and keeps planning aligned with real-world cues, without treating the output as a guaranteed forecast.

For visual generation, gemini-2.5-flash-image produces identity-consistent outfit sketches and photo guidance based on the same planning context.

Challenges we ran into

A key challenge was maintaining trip-level logical consistency and visual identity across multiple generations, while keeping response time and hallucination risk under control.

Accomplishments that we're proud of

We built a system that connects planning, packing, and visual guidance into a single workflow, producing outputs that users can realistically follow during real trips and content creation.

What we learned

Through development and testing, we learned that Gemini’s reasoning, grounding, and vision capabilities deliver the most value when they are tightly integrated into one coherent planning pipeline.

What's next for Elegance Wanderer

Next, we plan to support multi-city trips with visual continuity, creator-oriented styling presets, and budget-aware optimization, expanding the product’s usefulness for both content creators and everyday travelers.