Solution

Causal Intelligence for Revenue & Retention Teams

Solution

Causal Intelligence for Revenue & Retention Teams

Dimension Labs connects your customer conversation data with revenue and lifecycle metrics to prove why customers churn, where expansion hides, and which accounts to act on now.

SeeRevenueRiskBeforeItShowsUpinMetrics

SeeRevenueRiskBeforeItShowsUpinMetrics

SeeRevenueRiskBeforeItShowsUpinMetrics

Revenue does not decline overnight.
The causes appear first in conversations.

Causal Intelligence reveals:

  • Causal churn indicators weeks before cancellation

  • Segment-specific dissatisfaction tied to revenue impact

  • Competitive mentions and switching intent with statistical frequency

  • Account health signals causally linked to lifecycle stage

  • Expansion signals grounded in real conversation patterns

Causal Intelligence reveals:

  • Causal churn indicators weeks before cancellation

  • Segment-specific dissatisfaction tied to revenue impact

  • Competitive mentions and switching intent with statistical frequency

  • Account health signals causally linked to lifecycle stage

  • Expansion signals grounded in real conversation patterns

Whencausalsignalsarestructuredandconnectedtorevenuedata,teamsactonthecausebeforethemetricmoves.

Whencausalsignalsarestructuredandconnectedtorevenuedata,teamsactonthecausebeforethemetricmoves.

Whencausalsignalsarestructuredandconnectedtorevenuedata,teamsactonthecausebeforethemetricmoves.

Unified Data & Enrichment

ConnectEverySource.EnrichEveryRecord.

ConnectEverySource.EnrichEveryRecord.

ConnectEverySource.EnrichEveryRecord.

Your support transcripts, sales calls, NPS verbatims, and CRM data all live in different systems. Dimension Labs connects them and builds the Meaning Layer: every interaction enriched with Dimensions like churn risk, competitive intent, and expansion signal.

Teams can:

  • Unify support, sales, survey, and renewal data into one enriched dataset

  • Join every conversation with ARR, contract dates, segment, and usage data

  • Build custom Dimensions specific to your revenue model

  • Query enriched data with SQL or export to your warehouse

Teams can:

  • Unify support, sales, survey, and renewal data into one enriched dataset

  • Join every conversation with ARR, contract dates, segment, and usage data

  • Build custom Dimensions specific to your revenue model

  • Query enriched data with SQL or export to your warehouse

Causal Intelligence Engine

AskWhy.GetCausalProof.

AskWhy.GetCausalProof.

AskWhy.GetCausalProof.

Ask any revenue question in plain English. The agent queries across enriched conversation data and structured revenue metrics, identifies causal patterns, controls for confounders like tenure and segment, and returns findings backed by statistical evidence.

Teams can:

  • Identify which conversation patterns causally predict churn with dollar amounts attached

  • Prove which account behaviors statistically predict expansion

  • Quantify revenue at risk by segment, cohort, and renewal timeline

  • Surface the specific conversations that prove causation

Teams can:

  • Identify which conversation patterns causally predict churn with dollar amounts attached

  • Prove which account behaviors statistically predict expansion

  • Quantify revenue at risk by segment, cohort, and renewal timeline

  • Surface the specific conversations that prove causation

On-Demand Intelligence Reports

DeliverCausalIntelligencetoEveryStakeholder.

DeliverCausalIntelligencetoEveryStakeholder.

DeliverCausalIntelligencetoEveryStakeholder.

Define a reporting objective. The agent builds the plan, executes it against your full dataset, and produces a polished deliverable: executive summary, causal findings, visualizations, and recommendations. Repeatable quarterly. Exportable as HTML, PDF, or slides.

Teams can:

  • Automate quarterly revenue intelligence reports for leadership

  • Share causal churn and expansion findings across CS, sales, and finance

  • Track revenue risk drivers over time with versioned methodology

  • Export to any format or downstream system

Teams can:

  • Automate quarterly revenue intelligence reports for leadership

  • Share causal churn and expansion findings across CS, sales, and finance

  • Track revenue risk drivers over time with versioned methodology

  • Export to any format or downstream system

TheCausalIntelligencePipeline

TheCausalIntelligencePipeline

TheCausalIntelligencePipeline

Unstructured

Unstructured Data

Live Chat
Phone Calls
Chatbot
Voice Agents
Support Tickets
Email
Survey Feedback
Mobile App

Live Chat
Phone Calls
Chatbot
Voice Agents
Support Tickets
Email
Survey Feedback
Mobile App

Structured

Structured Data

CRM
Financial Data
Purchases
Usage Data

CRM
Financial Data
Purchases
Usage Data

Ingestion

Normalization

Normalization

Ingestion & Staging

Ingestion & Staging

APIs or File Uploads

APIs or File Uploads

Transformation & Normalization

Transformation & Normalization

Central Data Warehouse

Central Data Warehouse

Hosted or Passthrough

Hosted or passthrough

Meaning Layer

Meaning Layer

Multi-Channel A.I. Enrichment

Generative Layer - Multi-Channel A.I Orchestration

Dimension extraction engine for language

Dimension extraction engine for language

System-Level Dimensions

Custom Dimensions per Business Objective

Multi-Dimension Orchestration

Output Validation - "hallucination" or drift check

Mapping

Mapping

Human-in-the-Loop + AI

Human-in-the-Loop + AI

Internal Vector Embeddings & Semantic Similarity

Dynamic Clustering & Theming

Multi-Dimensional Consolidation

Export ability to data warehouse

Causel Intel. Layer

Causel Intel. Layer

Structured Output

Generative Layer - Multi-Channel A.I Orchestration

Causal Analysis, Reporting & Governance

Causal Analysis, Reporting & Governance

Generate causal reports, visualizations, and executive intelligence: on demand or scheduled

Plug into existing B.I tool of choice (Tableau, PowerBI, Hex)

Export via API to any warehouse (Snowflake, Databricks, BigQuery)

Dimension Labs has become the default insight layer across the company.