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Manifest
Autonomous e-commerce engine with 1-tap human review
Every listing starts as a manifest. Manifest automates the entire e-commerce pipeline: live trend matching, multi-supplier sourcing, reinforcement-learning price floors, and XGBoost ML return-to-origin (RTO) risk scoring. Listings are sent directly to your phone via Telegram for 1-tap approval before anything publishes. No complex dashboards, no manual copying just autonomous e-commerce powered by strict human-in-the-loop control.
Hey Product Hunt!
I'm Somesh, maker of Manifest.
Building and running an e-commerce store today usually means juggling dozens of disconnected tools: trend hunting, catalog matching, manual pricing, and risking heavy losses from Return-to-Origin (RTO) delivery failures.
I built Manifest to solve this: a single-operator automation engine that handles trend matching, multi-supplier pricing, margin safety floors, and ML risk scoring automatically. But instead of unguided automation, every listing is delivered directly to your Telegram app for a simple 1-tap approval decision before publishing.
I'd love to hear your thoughts, feedback, and questions! What's the biggest bottleneck in your current e-commerce setup?
About Manifest on Product Hunt
“Autonomous e-commerce engine with 1-tap human review”
Manifest was submitted on Product Hunt and earned 0 upvotes and 1 comments, earning #1 Product of the Day. Every listing starts as a manifest. Manifest automates the entire e-commerce pipeline: live trend matching, multi-supplier sourcing, reinforcement-learning price floors, and XGBoost ML return-to-origin (RTO) risk scoring. Listings are sent directly to your phone via Telegram for 1-tap approval before anything publishes. No complex dashboards, no manual copying just autonomous e-commerce powered by strict human-in-the-loop control.
On the analytics side, Manifest competes within Productivity, Artificial Intelligence and E-Commerce — topics that collectively have 1.2M followers on Product Hunt. The dashboard above tracks how Manifest performed against the three products that launched closest to it on the same day.
Who hunted Manifest?
Manifest was hunted by SOMESH SURYAWANSHI. 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 Manifest including community comment highlights and product details, visit the product overview.
SOMESH SURYAWANSHI