Beyond the Knowledge Graph

The Knowledge Layer

The infrastructure that transforms isolated analyses into organizational intelligence. Every metric, trend, and insight becomes queryable across time, teams, and domains.

What Is the Knowledge Layer?

The Knowledge Graph visualizes connections. The Knowledge Layer is the infrastructure
that makes those connections possible in the first place.

Traditional Analytics
  • Reports live in folders
  • Search by filename only
  • No connection between analyses
  • Insights get buried and forgotten
  • Teams work in silos
Transform
Knowledge Layer
  • Reports become searchable objects
  • Search by meaning and intent
  • Automatic cross-analysis linking
  • Insights surface when relevant
  • Cross-team intelligence

Four Components Working Together

The Knowledge Layer isn't a single feature. It's an infrastructure of interconnected systems
that make organizational learning automatic.

Component 1

Cross-Sectional Search Index

Every analytical output is decomposed into standardized objects: metrics, trends, segments, insights. These objects are indexed in a semantic vector space, enabling queries that span all past analyses regardless of when or by whom they were created.

Component 2

Semantic Query Processing

Ask questions in natural language. The system doesn't search for keywords—it understands meaning. "What drives profit?" finds margin analyses, pricing studies, and cost breakdowns, even if none use the word "profit."

Component 3

Object Aggregation & Synthesis

Related objects are automatically grouped and synthesized. When you ask about customer health, the system combines churn rates from Marketing, LTV from Finance, and satisfaction scores from Support into a unified answer.

Component 4

Business Domain Exploration

Navigate your organizational knowledge by domain: Customer, Finance, Operations, Product. Discover what you know about any business area, and identify gaps where new analyses could add value.

From Analysis to Searchable Objects

Every analysis produces standardized objects that become part of your knowledge base.
Here's how it works.

Step 1

Analysis Completes

// Churn Prediction Results
churn_rate: 4.2%
top_driver: support_tickets
at_risk_users: 847
model_accuracy: 0.89
Step 2

Object Extraction

metric segment insight model

Each finding typed and tagged

Step 3

Embedded & Indexed

Semantic vectors created
Related objects linked
Now queryable forever

Standardized Object Types

Metric
KPIs, rates, scores
Trend
Patterns over time
Segment
Groups & cohorts
Insight
Findings & drivers

Cross-Sectional Queries in Action

One question. Insights from everywhere.

Query

"What do we know about profitability?"

The Knowledge Layer doesn't search for the word "profitability." It finds semantically related concepts across all your analyses—margin trends, cost drivers, pricing impacts, efficiency metrics.

Finance 3 months ago
Gross Margin: 42.3%
From Q4 Financial Analysis
Sales 6 weeks ago
Average Deal Margin: 35.2%
From Deal Analysis Report
Operations 2 weeks ago
Cost per Unit: $12.40 (down 8%)
From Efficiency Analysis
Product 1 month ago
Premium tier 3x more profitable
From Product Mix Analysis

Why This Matters

The Knowledge Layer solves three fundamental problems
that plague every data-driven organization.

Institutional Memory Loss

Organizations repeatedly analyze the same questions because past insights are buried. The Knowledge Layer ensures nothing gets forgotten—every analysis becomes permanent, searchable memory.

Siloed Intelligence

Marketing knows about churn. Finance knows about revenue impact. Product knows about feature usage. But no one connects the dots. The Knowledge Layer automatically links related insights across teams.

Discovery Friction

Finding relevant past work requires knowing exactly what to search for. The Knowledge Layer enables semantic discovery—ask questions in natural language and find conceptually related analyses.

Every analysis makes your organization permanently smarter.

Start Building Your Knowledge Layer

Every analysis you run becomes searchable organizational intelligence. The more you use it, the more valuable it becomes.