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Case StudiesNovember 1, 20246 min read

Shaun Chivandire

Shaun Chivandire

Founder & Developer

EdgeForge trading journal dashboard

The Origin

I noticed something in trading communities: tools were tribal. ICT traders used ICT tools. SMC traders used SMC tools. Each methodology had its own ecosystem.

But what if you traded multiple styles? What if you were still developing your edge?

The Insight

Every trading journal forced a methodology on you. They assumed you knew your edge. But most traders don't—they're still experimenting.

By being methodology-agnostic, I could serve the entire market instead of fighting for one tribe.

The Build: 8 Weeks

Weeks 1-2: Core Journaling

Basic trade logging. Entry, exit, notes. Nothing fancy.

interface Trade {
  id: string;
  pair: string;
  direction: 'long' | 'short';
  entry: number;
  exit: number;
  notes: string;
  tags: string[];
  screenshots: string[];
}

Weeks 3-4: AI Analysis

Integrated Claude for trade analysis. The prompt was key:

"Analyze this trade without assuming a specific methodology. Look for patterns in the trader's decision-making."

Weeks 5-6: TradingView Integration

Webhook integration for automatic trade import. This removed the biggest friction point—manual entry.

Weeks 7-8: Beta Launch

Reached out to 100 traders I'd connected with in Discord communities. 50+ joined the beta.

What Worked

1. Not Picking Sides

By not forcing ICT or SMC or any methodology, traders felt safe trying it regardless of their style.

2. Private Beta Launch

Starting with Discord communities gave us:

  • Fast feedback
  • Early evangelists
  • Real usage data

3. AI as Coach, Not Judge

The AI doesn't tell traders they're wrong. It asks questions:

  • "I notice you often exit early when in profit. Is this intentional?"
  • "Your win rate is higher on Asian session trades. Have you noticed this?"

The Numbers

  • 50+ beta users in first month
  • 4.8 average rating
  • 8 weeks from idea to launch
  • $0 marketing spend

Lessons for Builders

Speed Over Perfection

The first version was rough. But getting feedback from 50 real traders was worth more than polishing in private.

Positioning Matters

"Methodology-agnostic" became our positioning. It resonated because nobody else was saying it.

Build in Public Adjacent

I didn't build in public, but I was active in trading communities. When I launched, people already knew me.

What's Next

Adding social features for traders to share anonymized strategies. The community wants to learn from each other—without revealing their exact setups.

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