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BetPronósticos AI — project cover
AI · ML · TELEGRAM · SAAS

BetPronósticos AI

A complete sports prediction system with ensemble ML models, a multi-channel Telegram bot, a read-only REST API and a Stripe sales landing. In production with workers, quality gates and an AWS deployment.

Python ML Telegram FastAPI Stripe AWS
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Project overview

Project built by RoviDev Studio: football predictions with machine learning in production. A complete sports prediction system with ensemble ML models, a multi-channel Telegram bot and a read-only REST API…

MLEnsemble modelsFeatures, cross-validation and automatic retraining.
4Telegram channelsPublic, conservative, balanced and aggressive.
APIREST read-onlyPredictions, stats and tiers for integrations.
AWSLightsail prodTerraform, PM2 and 24/7 health checks.

Problem → Solution

The challenge

  • Manual tipsters don't scale and lack verifiable metrics.
  • Monetising predictions requires channels, payments and tier management.
  • ML models need continuous retraining and quality gates.

The RoviDev Studio delivery

  • ML pipeline with ensembling, feature engineering and automatic validation.
  • Telegram bot with 4 channels based on the user's risk profile.
  • Documented REST API for predictions, statistics and subscriptions.
  • Landing with Stripe/crypto and reporting and sync workers.

What’s inside

ML pipeline

Automatic ensemble

Training with features, validation and scheduled retraining.

Telegram

Multi-channel

Bot with public, conservative, balanced and aggressive channels.

API

Documented REST

Endpoints for predictions, historical stats and tier management.

Payments

Stripe + crypto

Sales landing with subscriptions and premium access.

Workers

Background jobs

ML training, reporting, sync and automatic health checks.

Infra

AWS Lightsail

Terraform, PM2, quality gates and continuous monitoring.

Stack & architecture

MLPython ensemblescikit-learn, feature engineering and validation.
BotTelegram Bot APIMulti-channel with subscriber management.
APIFastAPI RESTRead-only endpoints with OpenAPI docs.
DBSQLite + syncLocal persistence with sync workers.
PaymentsStripeSubscriptions and a conversion landing.
InfraAWS · TerraformLightsail, PM2 and reproducible deployment.

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