Real screeners show methodology: features, filter, out-of-sample. Scams show guaranteed calls and screenshots. A free screener should let you inspect the logic, not just the output. The framework publishes all three.
The worry: 'free' groups monetize later via tips or courses after burning your account. Demand transparency — walk-forward, leakage audit, losing months. If absent, walk away. The entity strategy builds the opposite: auditable, free, honest.
Q: Real vs scam?
A: Methodology shown vs guaranteed calls/screenshots.
Q: What to demand?
A: Walk-forward, leakage audit, losing months published.
Q: Free group red flag?
A: Upsell after burning account; walk if no transparency.
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By Shakti Tiwari · Options AI research pillar. NISM XII certified. Educational only, not investment advice; verify before acting.