The Frustration Condition Framework
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
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.
The Platform
Clearview operationalizes the Frustration Condition framework through a complete diagnostic pipeline — from data ingestion to AI-powered analysis to executive reporting.
Upload and validate survey data with automated cleansing, demographic linking, and multi-tenant isolation for secure, organized analysis.
GPT-4 driven sentiment analysis, theme extraction, and qualitative coding that turns open-ended frustration responses into structured, actionable findings.
Identify where effort breaks down across departments, tenure bands, and roles — surfacing systemic friction before it becomes disengagement.
Automatically generate evidence-based action plans ranked by impact, giving leaders clear next steps instead of abstract recommendations.
Generate whitepapers and executive summaries with interactive charts, key findings, and strategic recommendations ready for leadership review.
A real-time chat interface that lets you interrogate your data conversationally — asking questions, exploring patterns, and validating hypotheses on the fly.
Built For
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.
You live inside systems you didn't design but are responsible for making work. This gives you language for what you're already experiencing.
Turn qualitative survey data into structured, defensible analysis with AI-powered coding, theme extraction, and publication-ready reporting.