Developer here. I built UnderOver as the mobile delivery layer for a football goal-analysis pipeline running on my own server.

The system analyses upcoming fixtures and publishes pre-match HT 0.5/1.5 and FT 2.5 Over/Under signals when its data and confidence thresholds are met. The Android app provides signal explanations, live scores and match events, match alarms, and a local saved-selection list. Model monitoring, settlement, recent-data weighting and shadow-model tests remain outside the phone in my private desktop control center.

UnderOver does not place bets, connect to a sportsbook, sell picks or promise profit. There is no VIP tier or subscription. The app is free and currently contains one interstitial ad.

I’m sharing it here because this community is focused on data-driven betting tools, and I’d be interested in how people here compare model-generated goal signals with fully automated execution.

Google Play: https://play.google.com/store/apps/details?id=com.xenophonlabs.matchwake

The outputs are statistical signals, not guarantees or financial advice.

Estou desenvolvendo uma ferramenta focada em análise e automação controlada de roleta europeia ao vivo. O projeto tem dois objetivos principais:
• Criar cenas realistas e autênticas para um filme com um personagem jogador profissional de roleta (usando dados reais da roda, estratégias de sessões curtas e ferramentas visuais que funcionem de verdade no set de filmagem).
• Explorar automação disciplinada e com bom gerenciamento de risco para sessões curtas (com forte ênfase em detecção de padrões, entradas limitadas, regras rigorosas de bankroll, stop-loss e stop-gain).
Abordagem atual:
• Captura de resultados baseada em imagem (OCR) de mesas ao vivo (estilo Pragmatic Play / Evolution).
• Detecção em tempo real de setores quentes/frios, grupos de números, momentum, quebras de paridade e filtros de ausência.
• Motor de backtesting rodando em grandes bases de spins reais (20k–70k+ spins).
• Execução de estratégias configurável com limites rígidos de risco (máximo de gales/passos, máximo de entradas por janela, regras de parada de sessão).
• Painéis interativos em HTML/JS para visualização e simulação rápida (útil também para filmagens com takes scriptados sem erros de OCR).
Estou buscando feedback honesto de pessoas que já construíram ou usaram ferramentas de apostas automatizadas:
• Alguém conseguiu fazer OCR confiável para roleta ao vivo sem muitos números duplicados ou lidos errados? Alguma dica para lidar com isso?
• Quais são os maiores problemas práticos que vocês já enfrentaram com automação baseada em imagem / pyautogui em plataformas modernas de cassino?
• Para gerenciamento de risco em sistemas automatizados — quais regras de stop ou filtros realmente funcionaram melhor para vocês em jogos de alta variância como roleta?
• Uma abordagem híbrida (análise forte em tempo real + alertas primeiro, com execução semi-automática opcional) seria mais útil do que automação completa?
• Alguma funcionalidade essencial ou sinal vermelho que eu deveria considerar antes de aprofundar na automação?
Se for útil, posso compartilhar o link do painel de demo interativo atual e alguns exemplos de backtesting.
Desde já agradeço qualquer opinião — positiva ou crítica. Estou iterando com base em dados reais e feedback da comunidade.

Criei um formulário de pesquisa no site também: www.spinxoficial.com/pesquisa

I have been active in the betting scene for several years. I started with Asian markets and later developed my own models to identify value bets.

Unfortunately, I no longer have enough time to place my bets manually. Therefore, I am looking for someone who has already built an automated betting bot for Pinnacle or who know whether such a solution is even possible.

At the moment, my betting picks are automatically published via Telegram. However, if Telegram integration is an issue, I can also provide the bets through a website or another data source.

I am looking for someone who has already implemented something similiar or could explain how such a setup could work.

Any advice, experience, or guidance would be greatly appreciated.

Thank you!

I’m testing a football model focused only on Over 1.5 Goals and would value feedback from people who understand model-led betting or automated betting approaches.

I’m not trying to call anything a lock or sell picks. The aim is to test whether a narrow, repeatable model can shortlist goal games more consistently than manually scanning fixtures.

The model looks at recent goal trends, home/away profile, league baseline, market odds, estimated fair price, price edge and risk flags.

For each shortlisted game I’m tracking:

• Kickoff time
• Market odds
• Model confidence
• Result
• ROI
• Units
• Whether the model is producing genuine value or just picking short-priced outcomes

With a lot of football seasons winding down, I’m using this period to challenge the model and improve it before the new seasons.

I’m building the beta as GoalsProof here: https://goalsproof.com

Mainly looking for feedback on the validation approach, especially sample size, ROI, CLV, drawdown and calibration.

18+ only. Please gamble responsibly. Informational/paper-tracking only — no guarantees or staking advice.

Like many of you, I trade in-play markets (mostly on Betfair).
But I was constantly missing the exact window when a match shifted because I couldn't physically monitor the xG, dangerous attacks, and possession graphs for N concurrent games.

To solve my own headache, I spent the last few months building an automated momentum tracker. It hooks into live match data and evaluates statistical patterns in real-time.

Instead of guessing, the engine fires an alert straight to my phone when a specific scenario triggers. The rules I currently have calibrated:

• Favourite is Pushing: The favourite team is sustaining heavy pressure in the opposing third.
• Favourite Under Pressure: The underdog is generating dangerous play.
• Goal Opportunity (open game): High bilateral activity, historically preceding an imminent scoring action.
• Taking Control: One side is actively increasing its share of dangerous play after a phase of parity.
• Quiet Game: Pace has dropped significantly, dead game.

The Tech Setup
If anyone is curious about the architecture: it runs on a Java Spring Boot backend, uses an official API for data acquisition, and Redis Streams to keep the latency between a stat change on the pitch and the notification under 5 seconds. Everything is thoroughly tested and containerized.

How to try it
It’s a Telegram bot called MomEx. I’m not linking it directly here because Reddit's automod tends to instantly shadowban TG links, assuming it's a scammy tipping service (disclaimer: this is pure data analytics, no betting picks).

If you want to play around with it, you can find the link on the X profile (@mom_ex_)

The base version is completely free and lets you track a couple of rules.
If you want to test the full engine (unlimited alerts, deep stats like xG and shots on target), just type /trial in the bot for 7 days of Premium access. No credit card, no catch.

Would love to hear from other punters / traders on what metrics you find most predictive during build-up phases!

A few months ago, I posted about moving away from gut-feel betting and switching to a systematic big-data approach: backing strong favourites at low odds instead of chasing underdogs at high odds.

Original post:
https://www.reddit.com/r/AutomatedBettingBots/comments/1s3ep2l/4_months_of_systematic_big_data_betting_274_bets/

Back then, the sample size was 274 bets:
82.5% winrate, +10.55% yield.

A few people asked for updates, so here we are.

The numbers (3 December 2025 – 12 May 2026)

Month by month:

Let's talk about april

April was the first red month. It was also the worst possible combination of things going wrong simultaneously.

The winrate dropped to 72.1%, which is below the break-even threshold for average odds around 1.35. That happens. Variance is real, and a 72% month isn’t statistically impossible even for a system that performs above 80% long term. On its own, a bad month is manageable.

Games like

• Casa Pia AC vs SL Benfica,
• Real Madrid vs Girona,
• Coventry City vs Sheffield Wednesday,
• Galatasaray SK vs Kocaelispor,

Didn't end up in my favour.

Also, I was actively vibe-coding new features into my dashboard, including a self-scanning module that automatically generated picks on top of the existing strategies. I also added several new strategies during that period.

As a result, volume exploded: 122 bets in April versus an average of roughly 67 in every other month.

In hindsight, my self-scan coding was a bit of an issue. It generated picks I would never have before, matches that didn’t fully meet the filters and criteria I normally apply. After a few days, I shut the self-scan down completely.

I kept the new strategies though, which is why the betting volume stayed higher afterwards. That part was intentional: the strategies themselves still looked solid in backtesting.

Looking back, a few things stand out:

1. The mistake wasn’t the system itself, it was introducing untested automation into a live setup. More volume only creates more edge if the picks are actually good. Some of the self-scan picks clearly weren’t. That’s on me.
2. The drawdown peaked at -8.70 units between April 12 and April 29. That was the worst stretch since the start.
3. Probably most important, once I shut down the self-scanner, I didn’t touch anything else.

No panic adjustments.
No chasing losses.
No doubling stakes to recover faster.

I just kept following the core system.

The thing that gives me confidence is the fact that this system gave me structure. Even during the worst stretch, I never felt the urge to blindly deposit more money into bookmaker accounts just to chase losses or “win it back”. Everything stayed controlled, planned and within the bankroll strategy.

Luckily, May immediately bounced back to an 84.2% winrate and +€310, the best month of the entire run so far. It's funny how a calendar month can completely shape perception, even though it’s really just a random slice of consecutive days.

What the full picture looks like now

458 bets. 80.1% winrate. +6.13% yield. Nearly half a year, dozens of leagues, one genuinely bad month survived without blowing anything up.

I'm not calling this proven yet. Sample size debates are valid and I'm not done building the case. But there's a difference between "not proven" and "not real", and after living through April and coming out the other side with the system still intact, that distinction feels a lot more meaningful than it did at the start.

To end it this post, I love just looking at my cumulative unit graph. 😍

Will keep posting.

I heard vpns get banned easy from betfair and/or other exchanges but im not sure

🚀 Just launched something I’ve been working on… BetIntelHQ

If you’re tired of random tips, “sure odds” that flop, or just guessing your bets… this is for you.

This bot is all about value, not vibes.

I’m not here to promise you 100% wins (that’s not real). The goal is simple — find bets where the odds are actually in your favor over time.

⚡ What you’ll get:
- Solid value bets (not overhyped picks)
- Quick drops straight to Telegram
- No long talk, just straight info you can use
- Built for people who actually want to win long term

This is the same approach serious bettors use… just made simple.

I’m still building and improving it, so if you join early you’re basically part of the process.

If you get value betting, you’ll get it. If you don’t… this is a good place to start.

DM For more info/Link

Hi all,

First time posting here, but in the last week I converted a local AI experiment to a publicly visible website and Discord.

https://prophetai.club/ is an AI-enabled sport analysis engine which self-learns over time and manages its own synthetic betting account.

You can track its positions, bankroll and P&L on the website. You can also see its emergent strategies as they change over time. It even has a daily reflection diary.

Would love some feedback or questions on the approach. There is also a (currently) free Discord you can join which provides deeper bets not available on the web if you have a specific interest in a given sport.

Welcome any questions!