Stop hunting for your next idea by hand.
Start building what sells.
Every day we scan Reddit, HackerNews, ProductHunt and dozens of feeds where founders ask for tools that don't exist. ScouttloAI scores the best opportunities on urgency, market size, feasibility and competition. You only see what's worth building.
Today's top opportunities
12 ideas scored today
Plataforma que calcula automáticamente el tamaño óptimo de modelo, volumen de datos de entrenamiento y presupuesto de inferencia usando Train-to-Test scaling laws
Pain: Empresas entrenan modelos IA caros siguiendo reglas tradicionales sin optimizar costos de inferencia en producción
LLM inference cost benchmarking and optimization tool that automatically compares providers and suggests the most efficient configuration per use case.
Pain: Companies spend fortunes on LLM inference without knowing if they are using the most cost-efficient provider or model for their specific case.
Automated generator of technical documentation and compliance reports for AI models, meeting regulations like the EU AI Act and internal audits.
Pain: Companies spend hundreds of hours manually documenting their AI models to comply with emerging regulations like the EU AI Act.
Monitoring platform with early-warning alerts for ML model drift in production, featuring real-time dashboards and automatic retraining recommendations.
Pain: ML teams spend weeks manually detecting when their models degrade in production, causing bad decisions and revenue loss.
A monitoring platform that tracks AI context usage in real-time across pipelines and prevents failures through alerts and automatic optimization.
Pain: Developers waste time and resources when automated build loops fail due to AI context exhaustion without warning.
Automated pre-authorization tracking and renewal reminder system for therapy sessions
Pain: Parents lose child therapy sessions when insurance pre-authorization expires unnoticed
How Scouttlo works
From raw noise to scored opportunity in three steps.
1. Ingest
Every day we pull fresh posts from r/SaaS, r/entrepreneur, r/microsaas, Ask HN, ProductHunt, curated RSS feeds and many more public sources.
2. Analyze
ScouttloAI reads each post looking for concrete pain. What passes the filter is people asking for solutions — not generic complaints.
3. Score
Each opportunity gets rated 1–10 on urgency, market size, feasibility and competition — plus a suggested vertical and who'd pay for it.
What you get for free
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1 free AI validation
Ask ScouttloAI to analyze your idea against real market signals: competition, demand, pricing and visible pains.
Deep dive analysis
Unlock the full breakdown behind any scored opportunity: pain context, product angle and key concepts.
Saved history
Keep track of all your validations and conversations. Pick up where you left off anytime.
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120+ founders already using Scouttlo
Every idea, scored on 4 dimensions
Scored by ScouttloAI — not a random number generator.
Zero-config API monitoring with natural language alerts
Questions
Public communities: Reddit (r/SaaS, r/entrepreneur, r/microsaas), Ask HN, ProductHunt discussions, blogs and curated RSS feeds. Refreshed every day.
ScouttloAI evaluates each post across 4 dimensions — urgency, market size, feasibility and competition — with a 1–10 score. It also pulls the exact quote that triggered the idea, so you can verify it's not vapor.
Both. Browse the dashboard with filters by score, vertical or industry, or get the day's top 5 in your inbox every morning.
We only store your email if you subscribe to the digest. All idea content comes from public sources.
Yes. Email sources@scouttlo.com with the URL and a line about why you think it surfaces good opportunities.
Planned for Phase 3. Subscribe to the digest and we'll tell you the day it ships.
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