In active management, there's a familiar dilemma. When a top-rated analyst issues a "Strong Buy" and the stock falls while the market rallies, what happened? Was it a bad call, or just bad luck?
For years, the industry has relied on a simple scorecard: P&L. If the trade made money, it was "right." If it lost money, it was "wrong."
The problem is that P&L often measures noise, not skill. A single geopolitical shock, an unexpected rotation, or a sudden rate move can overwhelm even the most thoughtful thesis. That doesn't mean the analyst lacked insight. It could mean that the traditional yardstick missed it.
When skill signals get buried under market noise, the impact is real:
The result is misallocated resources and missed opportunities to recognize true insight.
At Menos AI, we believe solving this requires more than a new metric. It requires new infrastructure.
That is why we developed Voice Scoring™, proprietary IP that evaluates analysts based on whether the world unfolded as they predicted, not just whether the price followed their trade. As Hedge Fund Alert reported exclusively, our technology "can separate real investment insight from luck" and is currently being piloted with several global-macro hedge fund clients.
Our approach goes beyond surface-level evaluation. We systematically verify the factual and causal claims behind each thesis and translate them into structured, trackable insights. This creates a cleaner signal of analytical skill that can be applied across asset classes.
Consider an example featured in our methodology. An analyst recommended shorting Japanese government bonds in early 2025, expecting that insurers would reduce holdings due to new regulations and that rising defense spending would drive issuance higher. Soon after, President Trump's unexpected tariff announcement caused bonds to rally in the opposite direction, making the trade look like a miss on P&L. Yet over time, both rationales proved correct: insurers slowed their buying, Japan increased bond issuance, and long-duration bonds sold off. Voice Scoring™ would identify this as skill, not failure.
As our co-founder, William Wu, recently told Hedge Fund Alert: "Voice Scoring shows who really knows why markets move – not just who got lucky."
We have chosen to go deeper rather than broader. Instead of building a general-purpose financial AI platform, we focus on one industry-wide challenge: separating skill from luck.
The technology addresses three key areas:
As our white paper details: "Much like a credit rating that evolves as new data arrives, Voice Scoring continuously updates confidence in an analyst's ability, creating a forward-looking measure of skill that enables investors to elevate the most insightful voices and surface alpha-generating ideas with greater confidence."
This blog is just the starting point. In our full white paper, "Separating Skill from Luck: A Reasoning-Based Framework for Evaluating Analyst Insight with Menos AI's Voice Scoring System," we share the methodology, case studies, and practical applications of Voice Scoring.
Download the paper for further insight as to how your team can capture and track alpha skill signals with greater clarity.