NO LIVE
API CALLS
Every listing
starts as a manifest.
Trend, supplier, price, and risk, computed automatically, checked by a person, before anything ships.
Watch it run
Type a product idea and step through the real pipeline logic, using the same pricing and risk formulas the live system runs, computed entirely in your browser. No server call, no AI provider, nothing to wait on.
Simulated client-side only. No data leaves your browser, no AI provider is called, and no listing is created anywhere.
Manual labor vs Manifest engine
- 3+ hours/day spent copying titles, descriptions & photos manually
- High risk of negative-margin sales from hidden GST & shipping fees
- High RTO return rates (18-30%) burning cash on failed COD deliveries
- Juggling 5 supplier portals and messy manual spreadsheets
- 0 manual hours — continuous automated trend-to-catalog pipeline
- 1.35x Min Margin Floor mathematically enforced on every listing
- XGBoost ML Risk Model flags high-risk pincodes before shipping
- 1-Tap Telegram review on your phone over morning coffee
How a listing gets built
Trend match
Scans live trend sources for rising product concepts, with a ranked fallback chain if any source fails.
Supplier match
Checked against multiple supplier catalogs through one common unified gateway.
Listing copy
Synthesizes AI copywriting with multi-provider debate and deterministic fallback guards.
Price floor
Priced by a reinforcement-learning model, constrained by a real cost floor it can't go below.
Risk score
Evaluates pincode return-to-origin risk and brand copyright compliance via XGBoost ML.
Human review
Sent to a person for one-tap approval. Nothing publishes without an explicit human decision.
📦 NEW LISTING READY FOR APPROVAL
Item: Sunset Lamp RGB Atmosphere Light
Wholesale: ₹180 | Target Price: ₹599 | RTO Risk: 14.2% (LOW)
A day in the life of a solo founder
AUTOMATED SCAN
Engine scans search & marketplace feeds while you sleep.
AI SYNTHESIS & MARGIN
Computes 1.35x margin floor & synthesizes listing copy.
XGBOOST RTO RISK
ML model scores pincode risk & filters out high-loss items.
1-TAP TELEGRAM APPROVAL
You tap [✅ Approve] on your phone over morning coffee. Done.
Test the XGBoost Pincode RTO Risk Predictor
Type an Indian pincode to evaluate return-to-origin loss probability in real time.
Calculate your automation ROI
Estimate hours saved and RTO losses prevented when running Manifest autonomously.
Generate a Manifest badge for your store
Customize and copy your verified operational badge or shipping manifest sticker.
Technical principles
Every number is labeled
If a value came from a live source, it's marked live. If a fallback estimate was used, that's marked too at the point of decision.
Outcome-gated learning
Pricing and risk models improve from real order outcomes automatically, gated so early noise can't swing the model.
Quota-resilient fallbacks
Built to run inside free-tier API limits, with a ranked fallback chain so quota limits never stop the pipeline.