AlphaCouncil provides data-driven market analysis and educational insights for GCC investors. This page explains our methodology — how we score stocks, synthesize perspectives, and present information. Transparency builds trust.
Every stock is distilled into 12 calibrated scores (1–10, higher = better). The dimensions are grouped by time horizon — separating “is this a good company?” from “is this a good moment?” — with a sentiment layer reading the current narrative.
The Investment Horizon dimensions answer whether the underlying business is fundamentally sound and worth owning over a multi-year period. The Trading Horizon dimensions answer whether the current setup offers an attractive entry or exit point. The Bridge Horizon reads the market’s current sentiment and news flow. Every dimension uses explicit calibration anchors — so a score of 8 on Profitability means the same thing across all stocks, not a subjective ranking. These 12 scores are one structured input into the AI Analyst Council synthesis, not standalone buy/sell signals.
9 dimensions assessing long-term company quality and fundamental merit
How reasonably priced the stock is — P/E, P/B, EV/EBITDA and other multiples versus peers and the stock’s own history.
Focus: Price vs fundamentals & peers · Horizon: Medium-term
Top-line and bottom-line growth potential — the trajectory of revenue and earnings and how durable it is.
Focus: Revenue & earnings trajectory · Horizon: Medium / Long-term
How efficiently and consistently the company turns revenue into profit — margins, ROE, ROA and earnings quality.
Focus: Margins, ROE, ROA, earnings quality · Horizon: Medium / Long-term
Strength of the business model and balance sheet — competitive moat, durability and financial resilience.
Focus: Business durability, moat, financial strength · Horizon: Long-term
Dividend reliability and income generation — yield, track record and the sustainability of the payout.
Focus: Yield, history & sustainability · Horizon: Medium / Long-term
Alignment and stability of the major shareholders — institutional, insider and strategic holders.
Focus: Institutional, insider & strategic holders · Horizon: Long-term
Corporate-governance standards and shareholder protection — board quality, transparency and alignment.
Focus: Board quality, transparency, alignment · Horizon: Long-term
Sustainability and responsible business practices across environmental, social and governance factors.
Focus: Environmental, Social & Governance · Horizon: Long-term
Sensitivity to external shocks — exposure to interest rates, oil prices, geopolitics and regional liquidity.
Focus: Macro sensitivity & external shocks · Horizon: Medium-term
2 dimensions assessing near-term momentum and technical positioning
Recent trend strength and earnings surprises — price and earnings momentum over the near term.
Focus: Price & earnings momentum · Horizon: Short / Medium-term
Chart patterns and technical indicators — support/resistance, moving averages, RSI and related signals.
Focus: Chart patterns & technical indicators · Horizon: Short-term
1 dimension capturing market sentiment, news flow and analyst views
The current market narrative — media tone, news flow and analyst revisions shaping how the stock is perceived.
Focus: Market sentiment, news flow & analyst views · Horizon: Short-term
Every dimension score is computed relative to GCC sector peers and each stock's own historical range. A "high" value score means the stock appears cheaper than its typical valuation — not that it's universally cheap.
Scores compare against GCC sector peers, not global benchmarks that may not reflect regional realities.
Current scores are contextualized against each stock's own historical distributions to identify meaningful deviations.
Scores inform analysis but do not constitute recommendations. No single score equals a buy or sell signal.
How dimensions combine into a holistic view
This score suggests review may be warranted — not that action should be taken. Always verify with your own analysis.
Several specialized AI models analyze your portfolio independently, then a chairman model synthesizes their views into one balanced read. Conflicting signals are surfaced, not hidden — because real analysis involves tradeoffs.
Identifies concentration risks, volatility patterns, and potential red flags across holdings.
Compares current valuations to historical ranges and identifies potential mispricings.
Tracks dividend sustainability, yield changes, and income generation potential.
Analyzes price trends, relative strength, and technical positioning signals.
Monitors news flow for material developments affecting your specific holdings.
Links oil, currency, and regional economic indicators to portfolio exposures.
Synthesizes all perspectives into coherent portfolio-level observations and identifies the highest-priority considerations.
How the Council delivers analysis
Each analyst perspective runs independently before synthesis, preventing groupthink.
Disagreements between analysts are explicitly shown, not averaged away into false consensus.
Final synthesis prioritizes what matters most for your specific portfolio composition.
Not all news matters equally to your portfolio. Our news engine classifies each story by its relevance to your actual holdings — distinguishing between direct impacts on stocks you own and indirect sector or macro effects.
Stories about your specific holdings are prioritized over general sector or market news.
Each story is classified as constructive, cautionary, or neutral based on content analysis.
Official exchange announcements and regulatory filings are weighted higher than general news sources.
Every data point and insight can be traced back to its origin. We don't aggregate black boxes — we curate verifiable information with clear provenance.
Click through to original filings, exchange announcements, and data provider records. Every claim links to evidence.
Analysis includes confidence levels based on data completeness, recency, and source reliability.
Timestamps show when data was last updated, with alerts for stale information that may require review.
Transparency means acknowledging what we cannot do as clearly as what we can. Understanding these limitations is essential to using AlphaCouncil effectively.
Financial statements are available after reporting periods close. Price data may have 15-minute delays. News processing takes time. Real-time decisions require real-time data sources.
All scoring models involve assumptions and statistical uncertainty. Historical patterns may not predict future performance. Edge cases exist that models may not handle well.
We cover GCC-listed equities comprehensively, but some smaller or newly-listed instruments may have limited historical data or reduced analytical depth.
AlphaCouncil does not execute trades, connect to brokerages, or manage money. Analysis is purely informational — all trading decisions and execution remain with you.
AlphaCouncil exists to help GCC investors understand their portfolios more clearly. We provide the data, the analysis framework, and the multi-perspective synthesis. The decisions — and their outcomes — remain entirely yours.
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