
Early Investment Signals from Artificial Intelligence
Ultimately the general market will realize what our AI discovers very early in the theme investment life cycle.
[Investments can be in capital markets or strategic corporate planning.]
General Theme Investment Cycle
Emergent themes are where investment opportunities hide, until they become obvious and less attractive as investments

Nobody can guarantee the future. Nevertheless an advantage can be created by seeing what our AI sees - early discoveries of emerging and increasingly connected market themes.
Examples: Financial Stock Investing
A Measure of Actual Performance
Throughout 2019 and into 2020, a portfolio of eight themes composed of 28 different stocks significantly beat the market and most hedge funds.
This stock market measure is also useful evidence for corporate strategic decision making. Three themes shown below.
Early Theme Discovery Portfolio Return
[pre pandemic fear reaction]
+34%
Early Theme Discovery Portfolio vs S&P 500
[pre pandemic fear reaction]
+16%
Early Theme Discovery Portfolio Annualized
[pre pandemic fear reaction]
+30%
THEME 095: Silicon on the Edge Will Outperform S&P 500
GO TO AI CPU's IN CLOUD ECOSYSTEM THEME RADAR
Analysis: The primary thesis of this theme is the pushing of intelligence and AI to the edges of cloud networks, thereby enabling faster network decisions without the need to transmit data and then wait for computed reactions from the central cloud.


Example: Corporate Strategic Planning
2016 Themes Discovered
2020 Themes Realized
Early Theme Discoveries for major oil company
Early Themes Proven Prescient


Example: Product Development
Beauty Ecosystem Market Themes: Year 2020 Report
256,000 unstructured news/blog signals were collected and analyzed over 2020 with Natural Language Processing (NLP) and Artificial Intelligence (AI). Early market themes were discovered as strategic inputs for new products, acquisitions and business models.



Our market focused artificial intelligence

Knowledge Graph
The IBB database organizes the world economy into 20,000 ultra-granular industries. Thousands of companies are mapped to unique lines of business. Theme potentials are revealed.

Event Content
Themes are the sum of countless market events that are connected with our artificial intelligence - even if not visible without AI assistance. Thousands of news, blogs and other unstructured inputs are some of the the raw inputs for our intelligent agent engines.

Artificial Intelligence
Our servers conduct billions of daily competitive relationship seeking calculations. Market event dots are connected over long periods to discover and track market themes. Our artificial intelligence highlights the interesting themes, suppressing the noise.

Analyst Supervision
Our analysts assist our AI with supervised machine learning. Most importantly, our analysts deliver strategic and tactical market intelligence to our clients - leveraging the powerful AI theme discovery network.

Theme Discoveries
Themes are early emerging and increasingly connected indications of market directions. Discovery Patterns enables investors and analysts to leverage artificial intelligence as a competitive advantage.
Our Business Purpose
We are a sophisticated market intelligence company. We create and maintain ecosystems of artificial intelligence agents that deliver continuous market theme discoveries and tracking. Our AI brings our clients unique real-time insights while minimizing research costs.