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Pabandi
AI bookings. Web3 escrow. No empty seats.
Pabandi is an AI‑native booking ecosystem powered by a stacked ML ensemble (XGBoost + temporal GNNs) that predicts no‑shows in real time. Web3 Solana escrow locks refundable deposits only from high‑risk customers, guaranteeing revenue for hospitality & service businesses. Reliable users book free. Post‑check‑in, PAB utility tokens mint on‑chain. LinkedIn, Fiverr, and wallet history feed one portable reputation score. No speculation — just AI, escrow, and trust rewarded.
Top comment
Hey Product Hunt! I’m Jawad, founder of Pabandi. Today we’re launching a booking ecosystem that fuses machine learning and Web3 to kill the no‑show problem for good — starting with hospitality, salons, clinics, and freelancers. Why this matters: No‑shows bleed over $50 billion a year globally. Businesses lose revenue. Reliable customers get punished with blanket deposits. And a freelancer’s 5‑star reputation on Fiverr means nothing when they book a co‑working desk across town. We saw a broken trust layer — so we built one. What Pabandi does, technically: 1. AI Reliability Score — A stacked ensemble of gradient‑boosted trees, temporal graph neural networks, and a meta‑learner crunches 247+ features (booking history, lead time, traffic, device patterns, and optional on‑chain wallet activity). Accuracy: 91% on held‑out test sets, perfectly calibrated. 2. Web3 Escrow — When a customer books, if the AI flags elevated risk, a refundable deposit is locked in a Solana escrow contract via our Anchor program. The deposit amount fluctuates dynamically with real‑time risk. 3. Guaranteed Revenue — If that high‑risk customer doesn’t show, the escrow automatically releases to the business — income the business would have lost. If they do show, the deposit returns and PAB utility tokens mint directly to their Phantom wallet. 4. Portable Reputation — Users can link LinkedIn, Fiverr, Upwork, and their wallet. Public signals (account age, star ratings, completion rates) are hashed into privacy‑safe features that boost their score — so trust travels across every booking. 5. Staking & API — Businesses stake PAB tokens to access our scoring API at up to 40% off, creating a sustainable token flywheel. The same API can be plugged into any booking platform, insurance underwriter, or marketplace. Early traction: Our pilot in Karachi (salons & clinics) delivered a 67% drop in no‑shows and 34% revenue recovery. Customer satisfaction hit 94%. The waitlist passed 1,000 in a few weeks. Try it: https://pabandi-42c5b.web.app/ I’m here all day to geek out about the ML stack, the Solana contracts, or our plans to scale this across Southeast Asia. Ask me anything! AI bookings. Web3 escrow. No empty seats. Wada karo, inaam pao. 🤝🇵🇰
About Pabandi on Product Hunt
“AI bookings. Web3 escrow. No empty seats.”
Pabandi was submitted on Product Hunt and earned 0 upvotes and 2 comments, placing #151 on the daily leaderboard. Pabandi is an AI‑native booking ecosystem powered by a stacked ML ensemble (XGBoost + temporal GNNs) that predicts no‑shows in real time. Web3 Solana escrow locks refundable deposits only from high‑risk customers, guaranteeing revenue for hospitality & service businesses. Reliable users book free. Post‑check‑in, PAB utility tokens mint on‑chain. LinkedIn, Fiverr, and wallet history feed one portable reputation score. No speculation — just AI, escrow, and trust rewarded.
On the analytics side, Pabandi competes within SaaS, Artificial Intelligence and Web3 — topics that collectively have 524.6k followers on Product Hunt. The dashboard above tracks how Pabandi performed against the three products that launched closest to it on the same day.
Who hunted Pabandi?
Pabandi was hunted by New User. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Pabandi including community comment highlights and product details, visit the product overview.