Analiza GIS con ARIA
Scorer determinista + Monte Carlo + ML + debate IA. Pipeline completo de análisis institucional para GIS.
Scorer Determinista
6 dimensiones ponderadas: fundamental, técnico, valoración, sentimiento, calidad, macro
Monte Carlo
5.000 simulaciones de precio con modelo GBM. Probabilidades, VaR, percentiles
ML (LightGBM)
Predicción UP/DOWN/FLAT con probabilidades calibradas y cross-validación
Debate Bull vs Bear
5 rondas de debate estructurado con argumentos y contraargumentos
Trade Setup
Entry, stop loss y take profits calculados con ATR y Kelly Criterion
Deep Search
10 agentes: empresa, inversores, legal, ESG, competencia, cadena de suministro
Lanza el análisis de GIS ahora
Score 0-100, trade setup (entry/SL/TP), debate completo, predicciones ML y toda la información para decidir. Gratis.
Analizar GIS GratisCancela cuando quieras · 3 análisis gratis por día
How ARIA Analyst evaluates GIS
ARIA Analyst applies a 5-agent deterministic scoring core to GIS — macro, fundamental, technical, sentiment and risk — each with an explicit weight that combines into a 0-100 score. Fundamental analysis uses DCF, EV/EBITDA, FCF yield, ROIC and debt ratios; technical signals come from RSI, MACD, ADX and ATR; sentiment from news/social; macro from VIX, yield curve and sector regime. Unlike LLM-based analysis tools, the GIS score is fully reproducible — given the same input data, the same number comes out every time. AI augments around it (ML ensemble for confidence, Bull vs Bear debate for narrative) but the score itself is math.
On top of the deterministic score, an ML ensemble of LightGBM and XGBoost, trained per-regime with PurgedKFold cross-validation, adjusts confidence based on 90+ engineered features. The output is calibrated with isotonic regression so confidence percentages map to real probabilities.
For risk management, ARIA Analyst computes Value at Risk (VaR), maximum drawdown, and Sharpe ratio for GIS. Position sizing recommendations follow the Kelly criterion clamped at 5% to prevent over-concentration. Read more in our methodology page.
Frequently asked questions about GIS
What is ARIA Analyst's score for GIS?+
ARIA Analyst produces a deterministic 0-100 score for GIS via a 5-agent scoring core (macro, fundamental, technical, sentiment, risk) with explicit weights — same inputs always yield the same score, making it reproducible and backtesteable. The score is then enriched by AI layers (ML ensemble for confidence calibration, Bull vs Bear AI debate for narrative, and 10 Deep Search agents on Premium). Sign up free to view the live GIS score with breakdown.
Is GIS a good investment right now?+
ARIA Analyst does not provide investment advice. Our platform produces algorithmic scores, risk metrics, and probabilistic forecasts to inform your own decisions. For GIS, log in to view the latest multi-agent verdict, confidence, and trade setup recommendation. Always consult a licensed advisor before investing.
How does ARIA Analyst analyze GIS differently from ChatGPT or other AI tools?+
Unlike LLM-based analysis (which is non-deterministic and based on text patterns), ARIA Analyst's scoring core is fully deterministic — math functions, regression models, and rules. We use LLMs only for narrative thesis writing and the Bull/Bear debate agent, never for the score itself. This makes results backtestable and auditable.
What data does ARIA Analyst use for GIS?+
For GIS we ingest: real-time price (yfinance, fallback to direct v8 API), fundamentals (5-year income/balance/cashflow), insider transactions, institutional holdings, SEC filings (EDGAR), news sentiment (NewsAPI), options data (IV skew, put/call), and macro context (VIX, yield curve, sector regime).
Does ARIA Analyst support backtesting strategies on GIS?+
Yes. Pro and Premium tiers include walk-forward backtesting on GIS with Deflated Sharpe Ratio and Probability of Backtest Overfitting (PBO) corrections — two defenses against in-sample overfitting that vanish out-of-sample. See our blog post on walk-forward backtesting for the methodology.
How often is GIS's score updated?+
GIS's score is recomputed every time an analysis is requested. Cached results expire after 4 hours during US market hours and 24 hours outside market hours. Premium users can trigger forced re-analysis at any time.