Intelligence Architecture

How TT2 transforms information into opportunity

Internal planning and visualisation of the intelligence pipeline.

Admin · No live data

Theme Heat Engine

Recalculate all Theme Heat scores from live database signals.

Weights: Earnings 25% · Analyst 25% · Price 20% · Insider 10% · Opportunity 20%.

Hidden Gem Discovery Engine

Score the TT2 universe for under-the-radar opportunities.

Weights: Coverage 20% · Revisions 20% · Earnings 20% · Price 15% · Theme 15% · Insider 10%. Universe: seeded TT2 tickers.

Opportunity Scoring Engine

Composite Opportunity + Conviction scores using live TT2 database signals.

Weights: Theme 20% · Earnings 15% · Revisions 10% · Price 15% · Insider 10% · Valuation 15% · Discovery 10% · Data Quality 5%.

Reality Gap Engine

Where TT2 believes the market may be misunderstanding the situation.

Inputs: Theme · Earnings · Discovery · Opportunity · Analyst Gap · Awareness. Penalises crowded names with elevated expectations.

Discovery Engine Flow

How raw data becomes a portfolio decision

Data Sources
12 feeds ingested
01
Signal Detection
Anomaly & event flags
02
Theme Analysis
Map to active themes
03
Opportunity Scoring
Weighted composite
04
Discovery Engine
Rank & filter
05
Opportunities Page
Curated marketplace
06
Research Lab
Deep-dive workspace
07
Portfolio Engine
Action & allocation
08
Data Sources

Inputs that feed the intelligence engine

Earnings Data
Planned
Imp.
95
SEC Filings
Planned
Imp.
92
Insider Transactions
Planned
Imp.
78
Analyst Revisions
Planned
Imp.
88
News Sources
Planned
Imp.
85
Social Media / X
Planned
Imp.
72
Reddit
Planned
Imp.
65
Earnings Call Transcripts
Planned
Imp.
90
Economic Data
Planned
Imp.
80
Sector Data
Planned
Imp.
82
ETF Flows
Planned
Imp.
75
Institutional Holdings
Planned
Imp.
86
Opportunity Scoring Framework

How every opportunity receives a composite score

Theme Strength20%

How aligned the opportunity is with active TT2 themes.

Earnings Momentum15%

Revenue and EPS revision trajectory.

Analyst Revisions12%

Direction and magnitude of sell-side estimate changes.

Capital Flows12%

ETF, institutional and options flow direction.

Insider Activity8%

Executive buying/selling clustered around signals.

Narrative Change10%

Shifts in market story, media attention, sector rotation.

Valuation13%

Relative to history, peers and growth-adjusted metrics.

Technical Confirmation6%

Price structure, volume profile and trend alignment.

Reality Gap14%

Spread between consensus view and TT2 independent view.

Total Opportunity Score = weighted sum across all categories (0–100)
Reality Gap Engine

Where consensus and TT2 diverge

MU

Consensus View

Memory cyclical; peak earnings in Q2.

TT2 View

HBM structurally undersupplied through 2026; EPS estimates too low.

Reality Gap Score89

OKLO

Consensus View

Pre-revenue SMR play; speculative.

TT2 View

DoD contract pathway de-risks timeline; first-mover advantage in micro-reactors.

Reality Gap Score82

VRT

Consensus View

Industrial HVAC with data-centre tailwind.

TT2 View

Critical-path infrastructure for hyperscaler expansion; 40% of revenue from AI buildout.

Reality Gap Score76
Theme Heat Engine

How raw signals become Theme Heat Scores

25%
News Flow

Mentions, sentiment velocity, source authority

25%
Capital Flow

ETF inflows, institutional accumulation, options skew

20%
Earnings Trends

Revision breadth, guidance direction, surprise rate

15%
Policy Developments

Legislation, subsidies, regulatory tailwinds

15%
Industry Activity

M&A, capex plans, partnership announcements

Combined → Theme Heat Score (0–100)
Hidden Gem Detection

How under-the-radar opportunities surface

Low Analyst Coverage20%

Threshold: < 8 covering firms

Rising Revisions20%

Threshold: 3+ consecutive upward EPS revisions

Improving Fundamentals18%

Threshold: Revenue growth accelerating 2+ quarters

Positive Capital Flows17%

Threshold: 4-week institutional net inflow

Strong Theme Alignment15%

Threshold: Direct or 1-hop exposure to active theme

Low Market Awareness10%

Threshold: Social mention velocity below peer median

Discovery Score = weighted composite (0–100) · Score > 70 surfaces on Opportunities page
Future Integrations Roadmap

From interface to autonomous intelligence

Phase 1

User Interface

  • Mission Control dashboard
  • Research Lab query interface
  • Opportunities Engine curation
  • Portfolio Engine management
  • Alerts & notification system
Phase 2

Intelligence Layer

  • Signal detection pipeline
  • Theme heat scoring engine
  • Opportunity scoring framework
  • Reality gap calculator
  • Hidden gem detection algorithm
Phase 3

Live Data

  • Earnings & SEC feeds
  • Analyst revision stream
  • Insider transaction tracker
  • Capital flow monitor
  • News & social sentiment ingest
Phase 4

AI Copilot

  • Natural language research queries
  • Automated thesis generation
  • Earnings call transcript analysis
  • Comparative thematic reasoning
  • Portfolio action suggestions
Phase 5

Learning Engine

  • Outcome tracking & feedback loop
  • Score calibration from results
  • Personalised conviction models
  • Predictive opportunity ranking
  • Autonomous theme rebalancing

This page is for internal architecture planning only. No live data is connected.

Intelligence layer implementation will follow Phase 2 of the TT2 roadmap.