PY-Score is a proprietary scoring model that evaluates trading strategies across eight independent metrics, each weighted and rooted in real behavior — not marketing.

Each component feeds into a total score out of 100, creating a holistic, AI-assisted view of a strategy’s long-term potential and real-world performance.



The PY-Score Components (And Why They Matter)

From the desk of Shavez Ahmed Siddiqui, Co-Founder & CEO, Protocol Yield (PY)
Published: 20th June, 05:48 PM | Dubai Time


In a world overwhelmed by superficial metrics and unsustainable trading hype, PY-Score stands apart.


At Protocol Yield, we set out to build more than a ranking system — we built a performance intelligence engine. One that doesn’t reward luck, but discipline. One that doesn’t rely on flashy gains, but transparent risk-adjusted consistency. One that empowers investors to choose better, not gamble blindly.


This article unpacks exactly what PY-Score is, how it works, and why it matters more than ever for anyone allocating capital into modern trading strategies.



Critical Investor FAQs (With My Personal Take)

The PY-Score Components (And Why They Matter)

1. Should I invest in the HFT with the highest PY-Score?

Not automatically. PY-Score is a compass, not a destination.
A strategy with 88/100 may have great results today, but a lower score strategy with better balance and drawdown control may outperform long-term.

Shavez’s View:
“Let PY-Score guide your shortlist — but let your personal risk profile make the final decision.”



2. What matters more — Profit or Risk?

What Exactly Is PY-Score?

Both matter. But risk is the gatekeeper. If a strategy can’t survive volatility, profits won’t mean much.

Shavez’s View:
“Profit is your engine. Risk is your brake. The best vehicles have both.”



3. What do Sharpe and Sortino ratios tell me?

They reveal the efficiency of profits. A high return with a low Sharpe ratio = a bumpy, unpredictable ride. Sortino sharpens this further by focusing on downside volatility.

Shavez’s View:


“If Sharpe is below 1, the returns are statistically inefficient. You’re making money the hard way.”



PY-Score Is More Than a Leaderboard — It’s

a Performance Intelligence Engine

4. Is spot-only better than futures?

Not better — just different. Spot offers safer, slower growth. Futures offer scale, but with leverage risk.



Shavez’s View:
“Risk isn’t bad. Blind risk is. PY-Score helps you see the difference.”



5. Why does Payout Speed matter?

Because liquidity is trust. Delayed claims often signal backend or structural issues.

Shavez’s View:


“Every second delayed in payout builds doubt. Every fast claim builds belief.”



6. What does Balance score actually mean?

Balance captures the risk-adjusted elegance of the strategy. High R:R ratios and consistent returns reflect strategic mastery.

Shavez’s View:


“Balance is the fingerprint of a skilled trader. It proves they know when to strike — and when to wait.”



Key Takeaways

The goal of PY-Score isn’t to make decisions for you — it’s to inform your decisions better.


Whether you’re allocating $1,000 or $1 million, you deserve a transparent lens into:


  • Who’s managing your capital

  • How they behave during drawdowns

  • What kind of risk you’re truly exposed to


With PY-Score, we’re proud to be setting the new standard for performance accountability.


Let’s make investing smarter, together.


With respect and clarity,
Shavez Ahmed Siddiqui
Co-Founder & CEO, Protocol Yield (PY)
🌐 www.py.xyz | 📍Dubai