Solution

Causal Intelligence for Product Teams

Solution

Causal Intelligence for Product Teams

Dimension Labs connects your customer feedback data with product and revenue metrics to prove which issues drive churn and which fixes unlock growth.

YourCustomersAlreadyToldYouWhattoBuild.ButYouCan'tProveIt.

YourCustomersAlreadyToldYouWhattoBuild.ButYouCan'tProveIt.

YourCustomersAlreadyToldYouWhattoBuild.ButYouCan'tProveIt.

Product feedback is everywhere: tickets, calls, surveys, reviews, chats. But without causal structure, you have anecdotes, not evidence.

Without Causal Intelligence:

  • Feature requests are counted, not causally understood

  • Friction hides across channels with no link to churn or revenue

  • Product decisions rely on the loudest voices, not the largest impact

  • Impact is guessed, not proved

Without Causal Intelligence:

  • Feature requests are counted, not causally understood

  • Friction hides across channels with no link to churn or revenue

  • Product decisions rely on the loudest voices, not the largest impact

  • Impact is guessed, not proved

CausalProductIntelligencerequiresstructuredevidencefromeverycustomertouchpoint.

CausalProductIntelligencerequiresstructuredevidencefromeverycustomertouchpoint.

CausalProductIntelligencerequiresstructuredevidencefromeverycustomertouchpoint.

Unified Data & Enrichment

ConnectEverySource.EnrichEveryRecord.

ConnectEverySource.EnrichEveryRecord.

ConnectEverySource.EnrichEveryRecord.

Your product feedback, support tickets, NPS verbatims, and app store reviews all live in different systems. Dimension Labs connects them and builds the Meaning Layer: every interaction enriched with Dimensions like topic, root cause, feature mention, sentiment, and churn risk.

Teams can:

  • Unify feedback from support, surveys, reviews, and sales into one enriched dataset

  • Join every interaction with account tier, product usage, and revenue data

  • Build custom Dimensions specific to your product taxonomy

  • Query enriched data with SQL or export to your warehouse

Teams can:

  • Unify feedback from support, surveys, reviews, and sales into one enriched dataset

  • Join every interaction with account tier, product usage, and revenue data

  • Build custom Dimensions specific to your product taxonomy

  • Query enriched data with SQL or export to your warehouse

Causal Intelligence Engine

AskWhy.GetCausalProof.

AskWhy.GetCausalProof.

AskWhy.GetCausalProof.

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

Teams can:

  • Identify which product issues causally drive churn vs. which are just noise

  • Measure the causal impact of releases on satisfaction and retention

  • Quantify the revenue cost of specific friction points by segment

  • Surface the specific conversations that prove causation

Teams can:

  • Identify which product issues causally drive churn vs. which are just noise

  • Measure the causal impact of releases on satisfaction and retention

  • Quantify the revenue cost of specific friction points by segment

  • 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 monthly. Exportable as HTML, PDF, or slides.

Teams can:

  • Automate monthly product intelligence reports for leadership

  • Share causal evidence across product, support, and exec teams

  • Track product issue trends over time with versioned methodology

  • Export to any format or downstream system

Teams can:

  • Automate monthly product intelligence reports for leadership

  • Share causal evidence across product, support, and exec teams

  • Track product issue trends 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)

I can actually get the specificity that our product managers need — not just 'connectivity issues,' but which type, which product generation, all broken down. That level of detail is what makes this valuable