The Committee

The 18 Analysts

Each analyst brings a unique analytical lens. No single analyst sees the whole picture. Together, they see everything.

01

Macro Economic

Analyses global macro conditions, interest rates, GDP growth, inflation trends, and central bank policy to contextualise every investment.

Data Sources

Central bank feedsIMF/World BankGovernment statistics

Activates For

StocksIndicesETFsCommoditiesPortfolios
02

Fundamental Analysis

Deep-dives into business models, competitive advantages, management quality, and growth drivers from public filings and disclosures.

Data Sources

SEC/FCA filingsAnnual reportsEarnings transcripts

Activates For

StocksETFs
03

Financial Statements

Parses income statements, balance sheets, and cash flow statements to assess financial health, margins, and capital efficiency.

Data Sources

10-K/10-Q filingsXBRL dataQuarterly reports

Activates For

Stocks
04

Valuation

Runs DCF models, comparable analysis, and multiples-based valuations to determine fair value and identify pricing dislocations.

Data Sources

Market data feedsFinancial statementsPeer comparisons

Activates For

StocksETFs
05

Credit & Risk

Evaluates credit risk, debt covenants, liquidity ratios, and counterparty exposure to flag financial vulnerability.

Data Sources

Credit ratingsBond marketsDebt schedules

Activates For

StocksIndicesETFsPortfolios
06

Technical Analysis

Identifies trend patterns, support/resistance levels, momentum signals, and volume anomalies across all time frames.

Data Sources

Exchange price feedsVolume dataOrder flow

Activates For

StocksIndicesETFsCommodities
07

Quantitative

Applies statistical models, factor analysis, and regression techniques to uncover quantitative signals invisible to narrative analysis.

Data Sources

Historical price dataFactor databasesCorrelation matrices

Activates For

StocksIndicesETFsCommoditiesPortfolios
08

Operations

Assesses operational efficiency, supply chain health, capex allocation, and execution risk across business segments.

Data Sources

Operational filingsIndustry reportsSupply chain data

Activates For

Stocks
09

Regulatory

Monitors regulatory environment, pending legislation, compliance risk, and jurisdictional exposure that could impact valuations.

Data Sources

Regulatory filingsGovernment registersPolicy trackers

Activates For

StocksIndicesETFs
10

Behavioral Finance

Identifies cognitive biases in market pricing, sentiment extremes, and crowd psychology signals that create mispricings.

Data Sources

Social media sentimentOptions flowRetail trading data

Activates For

StocksIndicesCommodities
11

ESG

Evaluates environmental, social, and governance factors including carbon exposure, board diversity, and controversy screening.

Data Sources

ESG rating providersSustainability reportsNGO databases

Activates For

StocksETFsPortfolios
12

Monte Carlo

Runs thousands of probabilistic simulations to model outcome distributions, tail risks, and confidence intervals around price targets.

Data Sources

Historical volatilityCorrelation dataDistribution models

Activates For

StocksIndicesETFsCommoditiesPortfolios
13

Markov Chain

Models regime transitions and state-dependent behaviour to identify when markets shift between bull, bear, and sideways regimes.

Data Sources

Regime indicatorsVolatility surfacesTransition matrices

Activates For

StocksIndicesCommodities
14

News & Sentiment

Processes breaking news, earnings surprises, analyst revisions, and media narratives to gauge real-time market sentiment.

Data Sources

News APIsPress releasesAnalyst reports

Activates For

StocksIndicesETFsCommodities
15

Legal

Screens for litigation risk, patent disputes, class action exposure, and regulatory enforcement actions that threaten value.

Data Sources

Court filingsPatent databasesRegulatory actions

Activates For

Stocks
16

Ownership

Tracks institutional holdings, insider transactions, short interest changes, and activist investor activity for ownership signals.

Data Sources

13F filingsInsider reportsShort interest data

Activates For

StocksETFs
17

Quality Assurance

Cross-validates all analyst outputs for consistency, flags contradictions, checks data freshness, and ensures analytical rigour.

Data Sources

All analyst outputsData freshness logsValidation rules

Activates For

StocksIndicesETFsCommoditiesPortfolios
18

Chief Analyst

Synthesises all 17 analyst perspectives into a single institutional thesis, reconciles conflicts, and produces the final Investment Thesis.

Data Sources

All analyst reportsConflict matrixConfidence scores

Activates For

StocksIndicesETFsCommoditiesPortfolios

Coverage Map

Coverage Framework

Which analysts activate for which asset types. Every asset class gets the specialist coverage it requires.

AnalystStocksIndicesETFsCommoditiesPortfolios
01Macro Economic
02Fundamental Analysis
03Financial Statements
04Valuation
05Credit & Risk
06Technical Analysis
07Quantitative
08Operations
09Regulatory
10Behavioral Finance
11ESG
12Monte Carlo
13Markov Chain
14News & Sentiment
15Legal
16Ownership
17Quality Assurance
18Chief Analyst
Analyst activates
Not applicable

Full Traceability

Data Provenance

Every data point traces back to its source. Every conclusion shows its reasoning. No black boxes.

1

External Sources

Raw data ingestion

  • Stock exchanges (NYSE, NASDAQ, LSE)
  • Regulatory filings (SEC, FCA)
  • News & media feeds
  • Macro indicators (IMF, BLS)
  • ESG rating providers
  • Social sentiment APIs
2

Data Ingestion

Normalisation & validation

  • Data cleaning & deduplication
  • Format standardisation
  • Freshness timestamping
  • Source attribution tagging
  • Quality scoring
3

Analyst Processing

18 parallel analyses

  • 17 specialist analysts run in parallel
  • Independent analysis per analyst
  • Conflict detection between analysts
  • Confidence scoring per verdict
  • QA cross-validation
4

Chief Analyst Synthesis

Final reconciliation

  • Conflict reconciliation
  • Weighted consensus building
  • Dissent documentation
  • Final verdict with confidence
  • Full attribution chain
5

Investment Thesis

Delivered output

  • Institutional-grade thesis
  • Analyst-level breakdowns
  • Conflict summaries
  • Data source citations
  • PDF export ready

Intellectual Honesty

Why You Should Be Sceptical

We believe transparency means acknowledging our limitations, not just showcasing our strengths.

AI models can hallucinate

Language models occasionally generate plausible-sounding but incorrect information. We mitigate this with multi-analyst cross-validation and source attribution, but no system is infallible.

Past performance is not predictive

Our track record shows historical accuracy, not future guarantees. Markets are inherently unpredictable, and any analysis — human or AI — can be wrong.

Data has latency

Market data, filings, and news feeds have inherent delays. Our analysis reflects the most recent available data, but real-time events may not be captured.

Conflicts are a feature, not a bug

When our analysts disagree, it reveals genuine uncertainty. A unanimous verdict on a complex stock should make you more sceptical, not less.

We are not financial advisers

SoiKio is not a registered investment adviser. All analysis is generated by AI and is for informational purposes only. Your investment decisions are yours alone.