Concept

Sorti.ai is a SaaS platform that acts as an AI co-pilot for laundry and dry-cleaning businesses. It uses a simple camera (like on a tablet at the counter) to instantly scan, identify, and catalog every garment during customer drop-off. By automating the most error-prone step of the process, Sorti.ai helps businesses reduce costly damages, prevent lost items, and build customer trust through automated, transparent communication.

MVP (Minimum Viable Product)

The first product is a web-based application for an intake station tablet.

• An employee places a garment in front of the camera.
• The AI uses computer vision to instantly identify the garment type (e.g., "blue cotton t-shirt"), read the care label instructions via OCR ("machine wash cold"), and flag anomalies like pre-existing damage, severe stains, or foreign objects in pockets.
• Each scanned item is added to a digital, visual inventory for the customer's order.
• Once the order is complete, the system uses generative AI to automatically draft a confirmation SMS or email to the customer: "Hi [Customer Name], your order with 15 items is confirmed. We found a lipstick in your jacket pocket which we've set aside. See a full visual list of your items here: [link]."

AI Integration

• Computer Vision: At its core, Sorti.ai uses a fine-tuned computer vision model to perform multi-task analysis on clothing: object detection (garment type), text recognition (care labels), and anomaly detection (stains, rips, items in pockets).
• Generative AI (LLM): A language model is used to translate the raw data from the vision system into clear, concise, and friendly customer-facing communication. This automates a critical customer service touchpoint that is almost always neglected.

Unique Selling Points

• Error Reduction: Drastically reduces the risk of human error in sorting, which is the #1 cause of damaged clothing and financial loss for laundromats.
• Speed and Efficiency: What takes minutes of manual inspection and tagging per order is reduced to seconds of automated scanning.
• Automated Transparency: Builds unprecedented customer trust by providing a visual receipt and proactive alerts about their belongings, turning a point of anxiety into a moment of delight.
• Low Barrier to Entry: It's a software-only solution that works with existing commodity hardware (a tablet and a webcam), making it accessible to small businesses.

Concept

Vayago is an AI-powered route discovery app that crafts personalized driving experiences based on your desired "vibe," not just your destination. Instead of only showing the fastest route, Vayago generates unique journeys optimized for scenery, culinary discovery, architectural interest, or any other mood you can imagine. It transforms navigation from a simple utility into an engine for exploration and adventure.

Value Proposition

Stop taking the boring route. Vayago helps you discover the hidden gems and interesting paths in your own city or on the open road. Simply tell the AI what kind of journey you're in the mood for, and it will generate a curated, narrative-driven itinerary in seconds, turning any drive into a memorable experience.

AI Implementation

Vayago is built on a generative AI core. Here’s how it works:

• A user enters a prompt like, "Plan a 2-hour coastal drive from Santa Monica with a great spot for sunset photos."
• An LLM interprets the natural language request, identifying key constraints (duration, location, vibe, desired stops).
• The AI then acts as an agent, querying mapping APIs (like Mapbox or OpenStreetMap) for potential road segments and POI APIs (like Foursquare) for relevant points of interest (e.g., scenic overlooks, cafes, parks).
• Using a Retrieval-Augmented Generation (RAG) framework to ensure accuracy, the AI synthesizes this data into 2-3 distinct, creative route options. Each route is presented with a unique title, a short narrative description, and key waypoints.

The First MVP

The initial product is a lightweight mobile app designed for rapid development by a small team.

• Input: A simple text field for users to describe their desired journey in natural language.
• Output: The app displays 2-3 suggested routes on a map. Each route is a static line with interactive pins for key waypoints.
• Core Feature: Tapping a route reveals a card with an AI-generated title and a short paragraph describing the experience (e.g., "The Cliffside Explorer: A winding journey along the coast, culminating in a panoramic view from Point Dume.").
• Lean Execution: To avoid the complexity of building a full navigation system, the MVP will include a "Start Journey" button that uses a deep link to send the selected route's destination and waypoints to the user's default navigation app (Google Maps, Apple Maps, or Waze) for turn-by-turn directions.

Unique Selling Points

• Experience-First Navigation: We are the only app that prioritizes the quality and character of the journey over pure efficiency.
• Generative & Spontaneous: Creates novel routes on demand, rather than relying on a library of pre-canned "scenic drives."
• Solves Planning Fatigue: Eliminates the need to stitch together information from multiple apps to plan an interesting outing. Vayago does the creative work for you.