Manifest
Autonomous e-commerce engine with 1-tap human review
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Manifest - Autonomous e-commerce engine with 1-tap human review

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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.

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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?