Solution

Causal Intelligence for Agent & Contact Center Operations

Solution

Causal Intelligence for Agent & Contact Center Operations

Dimension Labs connects your contact center conversation data with operational metrics to prove why interactions succeed or fail.

YourContactCenterKnowsEverything.YourDataProvesAlmostNothing.

YourContactCenterKnowsEverything.YourDataProvesAlmostNothing.

YourContactCenterKnowsEverything.YourDataProvesAlmostNothing.

Millions of interactions flow through your contact center every month. The causal intelligence inside them disappears the moment the session ends.

Without Causal Intelligence:

  • Containment rates mask real resolution quality

  • Escalation drivers stay invisible with no causal link to outcomes

  • Agent coaching is based on samples, not causal patterns

  • Bot failures and intent gaps go unanalyzed at scale

  • Friction repeats because root causes hide in unstructured data

Without Causal Intelligence:

  • Containment rates mask real resolution quality

  • Escalation drivers stay invisible with no causal link to outcomes

  • Agent coaching is based on samples, not causal patterns

  • Bot failures and intent gaps go unanalyzed at scale

  • Friction repeats because root causes hide in unstructured data

Contactcenterintelligencerequiresstructuredmeaningoneveryinteraction:humanandautomated.

Contactcenterintelligencerequiresstructuredmeaningoneveryinteraction:humanandautomated.

Contactcenterintelligencerequiresstructuredmeaningoneveryinteraction:humanandautomated.

Unified Data & Enrichment

ConnectEverySource.EnrichEveryRecord.

ConnectEverySource.EnrichEveryRecord.

ConnectEverySource.EnrichEveryRecord.

Your conversation data, CSAT scores, agent metadata, and resolution codes all live in different systems. Dimension Labs connects them and builds the Meaning Layer: every interaction enriched with Dimensions like root cause, effort, sentiment, escalation risk, and intent signal.

Teams can:

  • Unify bot, voice, chat, and email into a single enriched dataset

  • Join every conversation with agent, account, and outcome data

  • Build custom Dimensions specific to your operations

  • Query enriched data with SQL or export to your warehouse

Teams can:

  • Unify bot, voice, chat, and email into a single enriched dataset

  • Join every conversation with agent, account, and outcome data

  • Build custom Dimensions specific to your operations

  • Query enriched data with SQL or export to your warehouse

Causal Intelligence Engine

AskWhy.GetCausalProof.

AskWhy.GetCausalProof.

AskWhy.GetCausalProof.

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

Teams can:

  • Identify which failure modes causally drive escalation and churn

  • Prove how handoff quality impacts resolution and CSAT

  • Quantify the revenue cost of specific operational patterns

  • Surface coaching opportunities grounded in causal evidence

Teams can:

  • Identify which failure modes causally drive escalation and churn

  • Prove how handoff quality impacts resolution and CSAT

  • Quantify the revenue cost of specific operational patterns

  • Surface coaching opportunities grounded in causal evidence

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 contact center intelligence reports

  • Share findings across ops, CX, and executive teams

  • Track causal drivers over time with versioned methodology

  • Export to any format or downstream system

Teams can:

  • Automate monthly contact center intelligence reports

  • Share findings across ops, CX, and executive teams

  • Track causal 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)

Structuring customer language created a foundation we can reuse across new initiatives, channels, and analytics needs as the business evolves.