PROPHET

THE DELICATE ART OF ORGANIC INTELLIGENCE

Step beyond traditional data products and analysis methods. Prophet provides a competitive edge simply unavailable elsewhere.

ARCHITECTURE

Modular, self‑evolving architecture refines both logic and reach as mandates pivot or analysis deepens.

TAXONOMIES

Mandate‑specific taxonomies mirror real‑world market dynamics to yield clean relational tables ready for analysis.

FRAMEWORKS

Proprietary parsing logic fuses domain expertise with large‑language models to capture nuance and surface insights.

ARCHITECTURE

LIVING ARCHITECTURE
FOR LIMITLESS ADAPTATION

Prophet's living architecture powers every Providence mandate.

Constant feedback loops use outputs as fresh inputs, while its modular services and precision parameters let the platform reshape itself around any thesis and turn static data into a perpetually advancing intelligence engine.

Prophet continuously learns, enhancing the intelligence delivered.

Prophet's core design automatically feeds analytical outputs back into the system, leveraging a constant learning loop to iteratively refine data structures and taxonomies across diverse inputs - producing the uniquely structured, high-fidelity datasets necessary for high quality data-driven decision-making.

Prophet adapts to the unique requirements of any mandate.

Providence leverages Prophet’s modular architecture to seamlessly weave new datapoints, business logic, or proprietary analytical frameworks directly into the intelligence engine and mirror the precise nuances of your investment thesis without disruption.

Prophet operates efficiently through flexible microservices.

Prophet's microservices architecture allows Providence to deploy reusable services for granular functionalities - optimizing compute resources, enhancing system resilience against component failures, and maintaining a high-throughput, cost-effective intelligence workflow via precisely orchestrated activation.

Prophet allows precision tuning via parameterization.

Providence ensures precise alignment and robust governance by configuring Prophet with hundreds of adjustable parameters, building an analysis engine perfectly matched to your mandate's criteria from launch, and meticulously tracking every setting and adjustment for full operational transparency.

TAXONOMIES

A MAP FOR EVERY MARKET

Prophet designs mandate‑specific taxonomies that mirror the economic reality of your target markets, not the labels imposed by generic data providers.

Organic taxonomies build a comprehensive understanding of new markets from scratch while controlled taxonomies maximize accuracy when a satisfactory understanding already exists.

TAXONOMY TYPE
CONTROLLED TAXONOMIES

Controlled taxonomies lock in a structure you already trust, ensuring perfect consistency across large data sets.

ORGANIC TAXONOMIES

Organic taxonomies let Prophet name and nest categories as it discovers them - ideal for charting a new market or thesis.

Hierarchical taxonomies excel at roll‑ups and market sizing, while dimensional taxonomies add insights into relationships and prevalence.

TAXONOMY STRUCTURE
HIERARCHIAL TAXONOMIES

Hierarchical taxonomies typically involve parent‑child buckets such as Sector → Industry → Sub‑industry.

DIMENSIONAL TAXONOMIES

Dimensional taxonomies rely on combinations of elements to create identities with multi-dimensional relationships.

Elite taxonomies evolve and iterate through various structures until the map mirrors the market.

FRAMEWORKS

INSIGHT BY DESIGN

Prophet pairs deep domain logic with intelligence frameworks to deliver investment‑grade insights.

Each framework layers primitives like metrics and taxonomies into evolving logic that scales with every new question.

METRICS & FIELDS

Standardized elements that define every data point you need to capture.

BUSINESS OBJECTS

Digital twins of companies, assets, and events that anchor each data point.

REASONING RULES

Embedded domain logic that scores, flags, and steers decisions.

TAXONOMIES

Consistent labels that let markets roll up, slice, and benchmark instantly.

DATA PIPELINES

Automated flows that ingest, cleanse, and enrich data into necessary structures.

AI AGENTS

Specialist models that extract, validate, and synthesize with analyst‑level precision.

PERFORMANCE TELEMETRY

Live quality gates that admit only investment‑grade data.

SCHEMAS

JSON blueprints that lock structure and streamline downstream parsing.

INTELLIGENCE FRAMEWORKS

Nested intelligence frameworks that deepen analysis on demand.