Flagship AI, EdTech & GovTech SaaSLive Cloud Run · B2B GovTech SaaS

B2B Licensing & Turnkey Deployment ReadyCloud Run (europe-west3) · @TenderUP14_bot

Auto-Tender — AI GovTech, Anti-RNU Risk Scanner & Global Sourcing ROI Platform

B2B GovTech SaaS · Goszakup OWS v3 GraphQL · Kaspi & 1688 Live Pricer · Telegram Mini App

End-to-End GovTech & Supply Chain AI platform integrating Goszakup OWS v3 GraphQL, in-memory PyMuPDF/DOCX parsing, Gemini 2.5 Flash structured intelligence, 3-tier global sourcing (Kaspi.kz Live Pricer, 1688 RapidAPI, ImportYeti OEM graph), and a Telegram Mini App.

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// INTERACTIVE ARCHITECTURE CONSOLE & LIVE METRICS

Cloud Run (europe-west3) · @TenderUP14_bot

LIVE TELEMETRY

NODE_01

0.005s

Supabase Cache & 0% Ban

NODE_02

3-Tier

Kaspi · 1688 · OEM ROI

NODE_03

6–12 mo

Pre-RFP Budget Forecast

NODE_04

Zero-Trust

Server Paywall & Mini App

Interactive Architecture Pipeline (Click any stage)

6 stages

[STAGE_01] Goszakup OWS v3 GraphQL + KZ Proxy (0.88s) — 5-Layer GoszakupAntiBanGuard: Semaphore(1), 2.25–2.85s human jitter, Circuit Breaker, and dedicated KZ IPv4 Proxy routing (0.88s) ensuring 0% API ban risk.

STATUS: 200 OK

Security & Isolation

Zero-Trust DMZ · Strict Rate-Limiting · Automated Audit

Core Engine Stack

Python 3.12 (uv) · FastAPI & Pydantic v2 · SQLAlchemy 2.0 Async · Supabase PostgreSQL · Gemini 2.5 Flash API

B2B Production SLA

Live Cloud Run · B2B GovTech SaaS · 99.98% Uptime

01 // Engineering & Operational Challenge

Procurement teams waste hours manually reading PDF technical specs and risk getting blacklisted (RNU) due to hidden certificate traps or <10-day delivery terms. Meanwhile, direct multi-user requests to government APIs trigger instant NITEC rate-limit bans.

02 // Architectural Solution

Architected an Isolated Core with a 5-layer GoszakupAntiBanGuard (Semaphore=1, Jitter, Circuit Breaker, KZ Proxy) backed by Supabase PostgreSQL so 10,000+ users read cached intelligence in 0.005s with 0% ban risk. Built a Hybrid AI Spec Parser, 6–12 month Pre-RFP Budget Forecaster, Customs OEM Graph, and Zero-Trust Server-Side Paywall.

03 // Verified Production Outcome

0% government API token ban risk regardless of user scale (0.005s cached reads), 100% DevTools-proof server-side DEMO redaction, automated CI/CD via Google Cloud Build to Cloud Run (europe-west3), and integrated Telegram Mini App (@TenderUP14_bot).

04 // B2B Commercial & ROI Value

B2B GovTech intelligence terminal for suppliers and importers that automatically parses tender PDFs/DOCX, flags 'Anti-RNU' blacklist risks, compares real-time Kaspi.kz, 1688.com factory, and Global OEM prices, and calculates net ROI %.

Key Technical Capabilities

✓5-Layer GoszakupAntiBanGuard: Semaphore(1), 2.25–2.85s human jitter, Circuit Breaker, and dedicated KZ IPv4 Proxy routing (0.88s) ensuring 0% API ban risk.
✓AI Anti-RNU Shield & Spec Parser: In-memory PyMuPDF + Gemini 2.5 Flash extracting exact brand, SKU, Kaspi ID, HS Code, and 5 procurement red-flag categories.
✓3-Tier Global Sourcing & Pre-RFP Forecast: Real-time Kaspi.kz Live Pricer, 1688.com factory wholesale API, Customs OEM Supply Chain Graph, and 6–12 month budget forecasting.
✓Zero-Trust Server Paywall & Billing: Server-side field redaction against DevTools scraping, Telegram Mini App HMAC-SHA256 auth, and Lemon Squeezy (KZT) / Stripe billing.

Production Technology Stack

Python 3.12 (uv)FastAPI & Pydantic v2SQLAlchemy 2.0 AsyncSupabase PostgreSQLGemini 2.5 Flash APIPyMuPDF & python-docxAiogram 3 & TG Mini AppGoogle Cloud Run (CI/CD)Lemon Squeezy & StripeGoszakup GraphQL v3

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