The Frustration Condition Framework

Engagement Doesn't Decline First.
Effort Stops Working First.


Clearview is the diagnostic platform built on Dr. Tim Hough's Frustration Condition research. It surfaces where effort breaks down in your organization — before disengagement, attrition, and execution decay become inevitable.

The Problem

Traditional Engagement Tools Describe Symptoms. They Don't Diagnose Causes.

Surveys, dashboards, and benchmarks tell you how people feel after living inside the system — not why effort stopped translating into progress.

Activity increases while conditions remain unchanged. Execution drag becomes normalized rather than addressed.

By the time engagement scores drop, the organizational damage — lost talent, eroded trust, slowed execution — is already locked in.

"Frustration appears earlier than disengagement, is easier to surface, and points directly to where effort is breaking down in real time."
— Dr. Tim Hough

The Platform

From Frustration Data to Actionable System Redesign

Clearview operationalizes the Frustration Condition framework through a complete diagnostic pipeline — from data ingestion to AI-powered analysis to executive reporting.

Structured Data Ingestion

Upload and validate survey data with automated cleansing, demographic linking, and multi-tenant isolation for secure, organized analysis.

AI-Powered Qualitative Analysis

GPT-4 driven sentiment analysis, theme extraction, and qualitative coding that turns open-ended frustration responses into structured, actionable findings.

Frustration Diagnostics

Identify where effort breaks down across departments, tenure bands, and roles — surfacing systemic friction before it becomes disengagement.

Prioritized Action Plans

Automatically generate evidence-based action plans ranked by impact, giving leaders clear next steps instead of abstract recommendations.

Executive Reporting

Generate whitepapers and executive summaries with interactive charts, key findings, and strategic recommendations ready for leadership review.

AI Research Assistant

A real-time chat interface that lets you interrogate your data conversationally — asking questions, exploring patterns, and validating hypotheses on the fly.

Built For

Leaders Who Act on Structure, Not Sentiment

Executives & Operators

CEOs, functional executives, and investors judged on outcomes. You have the authority to redesign how decisions are made and how effort is rewarded or wasted.

Managers & Team Leads

You live inside systems you didn't design but are responsible for making work. This gives you language for what you're already experiencing.

Researchers & Consultants

Turn qualitative survey data into structured, defensible analysis with AI-powered coding, theme extraction, and publication-ready reporting.

Stop Measuring Sentiment.
Start Diagnosing Systems.

When effort reliably leads to progress, engagement follows without being managed. Clearview shows you exactly where that relationship is breaking down.

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