Turning Unstructured Data into Strategic Insight

A global consulting firm partnered with New Clarity to analyze how 400 HVAC companies communicate value to their customers.

The objective was to extract structured insights from website content using AI, providing a foundation for strategic recommendations during a high-profile keynote engagement.

The consulting firm needed to understand how mid-sized HVAC companies positioned themselves online, but the data was unstructured, varied widely in format, and spread across hundreds of websites. Manual review at this scale was not feasible. They needed a way to:

• Convert unstructured website content into structured data
• Score companies based on consistent criteria
• Identify patterns across the entire dataset
• Deliver insights quickly to inform strategic guidance

New Clarity built a custom AI pipeline that analyzed 400 HVAC company websites at scale. The system performed targeted content extraction and applied a structured evaluation framework to each business.

Key components included:

• Automated retrieval of relevant website content
• AI-driven categorization of services, messaging, and customer focus
• Quantitative scoring of how clearly each company articulated value
• Structured output suitable for client analysis and presentation

The result was a clean, comparable dataset built from highly variable website content. This dataset became the foundation for strategic insights that would otherwise have required hundreds of hours of manual review.

The AI analysis revealed clear patterns across the HVAC industry, including:

• Significant variation in how companies communicated value
• Common gaps in messaging clarity and customer focus
• Industry-wide opportunities to differentiate through better positioning
• Specific examples of companies excelling in customer-centric communication

These findings were translated into strategic recommendations that could be applied across the industry, providing the consulting firm with a strong, data-driven foundation for their advisory work.

The insights generated by the AI pipeline were used as the centerpiece of a keynote presentation delivered to a room of 500 CEOs. The audience responded strongly to the data-driven analysis, and the consulting firm received exceptional feedback from their client.

By turning unstructured website content into structured intelligence, New Clarity helped transform what would normally be a lengthy manual process into a sharp, presentation-ready analysis.

This engagement demonstrated how AI can unlock value from data sources that are typically too unstructured or too large to analyze manually. For consulting firms, marketers, and strategists, this approach offers a way to convert public information into actionable insight at scale, creating a competitive edge in advisory work and audience engagement.