AI · Telegram · CRM

FaceFit - AI face protocol for Bella Vladi

FaceFit is the AI face-analysis product behind Bella Vladi. A visitor or Telegram user sends a photo; the platform returns a testable Face Protocol and a premium web report, then follows up through a visual bot funnel, Telegram broadcasts and email. report.bellavladi.com is the live admin and report host.

Role Lead platform engineer · AI funnel & admin CRM

Spolupráce Photo in, personal Face Protocol out - bot, web report, visual funnels

Platform type Web

Telegram bot (aiogram, Redis FSM): start, consent, photo, zone pick, AI analysis, Face Protocol delivery, pauses and Bella cases
Visual funnel constructor (React Flow): message, photo, AI-analysis and protocol-delivery nodes staff can publish without a deploy
Gemini Vision + Generation into bella_protocol_v1, then Playwright HTML-to-PNG and a public web report (sample protocol dated 7 July 2026)
Admin CRM: dashboard funnel Start-Consent-Photo-Protocol-Report-CTA, scenarios, tracking links, client bases, employees
Broadcasts to bot users and Mailgun drip sequences once the report is ready
Production on Docker: FastAPI, Arq workers (AI / render / broadcast), PostgreSQL, Redis, S3-compatible photo/render storage

Stack

Python FastAPI React TypeScript PostgreSQL Redis Docker Telegram Gemini Playwright AWS S3 Mailgun React Flow

Související weby

report.bellavladi.com t.me/bellavladiaibot report.bellavladi.com/tbsC649NuP-FMRRpskgwF7llOLtCpMHemdk-58x-aeo

Volání bezplatného zjišťování

Přineste chaotický stack nebo zaseknutou integraci - Integrono namapuje nejchytřejší první krok.

Dostanete seniorský pohled na rozpočtové pasti, závislosti a na to, zda koupit, slepit nebo postavit - než začne placená práce. CEO zůstává v okruhu.

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