Coming 2026 · Private beta

One platform for the entire life of a physical good.

From the moment a return lands on the warehouse shelf to the profit line in the P&L. Seller Agent PRO collapses the 5–7 disconnected tools a marketplace seller juggles into one backend, one database, one source of truth.

No spam · Invite-only beta · One email at launch
ai_vision.py — intake
label.jpg 
{
  "article": "B07XQ9F1ZK",
  "product_name": "PowerCore 10000",
  "condition": "new",
  "needs_review": false
}
✓ resolved in 1.2s · SKU + condition
Live P&L · today
€48,210 ▲ 12%
Built for sellers who run: Multi-market Multi-brand High-volume returns Per-unit inventory
// Why it exists

Five to seven tools. Margin leaks at every seam.

A warehouse app, spreadsheets, an order router, separate analytics — stitched together by hand. Data, time and margin are lost in the blind spots between them.

01
Returns are a black hole
Boxes arrive with no usable SKU mapping. Manual sorting is slow, error-prone, and stock sits idle outside of sales.
02
No live stock picture
What's on hand, in what condition, and what's shipped is reconstructed by hand from spreadsheets.
03
Logistics never hits the P&L
Real shipping cost isn't tied to the order, so margin is always approximate — thin SKUs quietly run at a loss.
04
Finance lives in Sheets
Great for input, useless for fast reading. Reconciling plan vs. actual per market is a weekly chore.
05
Multi-market makes it worse
Different currencies, different integrations, no single source of truth across markets.
One system removes the seams.
Real movement of goods and real shipping cost feed the financials automatically — margin on facts, not guesses.
// The platform

Two halves of one system — the hands and the head.

Operations runs the movement of goods. Analytics runs the money. They share one database, so facts flow straight from the floor into the P&L.

01
Operations
the hands of the business
→
AI photo intake
Snap the label; a vision model + barcode scanner resolve SKU, name and condition in seconds.
→
Per-unit inventory
Every physical unit is its own record — status, photo set, identifiers, timestamped history.
→
Sales & fulfillment
Single units or a mixed-SKU cart under one order number, one shipping-label PDF.
→
Shipping-cost reconciliation
Pull shipped parcels, compute the contracted rate, write it back into the order — preview, then confirm.
→
Real-time Telegram alerts
Sales, label uploads, cancellations and write-offs pushed to your chat the moment they happen.
02
Analytics
the head of the business
→
Daily / weekly / monthly P&L
Sales, profit, plan, % completion and deltas — always current, per market.
→
Advertising efficiency
Ad spend, TACOS, gross margin and refund rate in one view.
→
Inventory risk
Out-of-stock, overstock, storage fees and at-risk SKUs flagged before they bite.
→
Multi-currency, FX-snapshot
Converted to a base currency at the historical rate captured at sync — past periods don't drift.
→
Focus lock
The weekly focus is auto-frozen so it can't be rewritten after the fact — discipline built in.
// AI recognition pipeline

Point a camera at the label. Get a unit.

A compact multimodal model returns strict JSON — article, name, condition. It's an API call, so there's no GPU and no training: predictable unit economics. If it's ever unavailable, a barcode + OCR path takes over fully offline.

Primary — OpenAI Vision → strict JSON
Fallback — zxing barcode + OpenCV/OCR, offline
Low-confidence results flagged needs_review, never silently committed
box_photo.jpg
→ 1.2s
unit · in_stock
articleB07XQ9F1ZK
namePowerCore 10000
conditionnew
fnskuX001ABCD23
// Architecture

One backend. One database. Adapters, not forks.

Three entry points share a single source of truth. New marketplaces and carriers are new adapters behind a common contract — the core never changes.

Browser · HTTPS
Telegram bot
Mobile warehouse
↓
Seller Agent PRO — Backend
Python 3.11 · FastAPI (ASGI) · aiogram · Jinja2
↓
PostgreSQL
single source of truth · multi-tenant
Object storage
photos · label PDFs (S3)
Cloudflare edge
CDN · WAF · Access / OTP
adapters: OpenAI Vision Marketplace API Carrier API FX rates
Stack: Python 3.11 FastAPI PostgreSQL aiogram 3.x OpenAI Vision zxing-cpp S3 storage Cloudflare OAuth 2.0 + OTP
// Roadmap

Proven single-tenant in production. Becoming a SaaS.

Now · live
Operations + analytics running in production, single-tenant, one database.
Next
Multi-tenant isolation, self-serve onboarding, Stripe billing. Versioned public REST API.
Then
Direct integrations — Amazon SP-API, eBay, TikTok Shop. Mobile warehouse app.
Later
Predictive analytics — stock-out forecasting and ad-budget recommendations.
Private beta · invite-only

Stop stitching tools together. Get early access.

Join the waitlist and we'll bring you into the private beta as it rolls out, market by market.