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Blog · 214 posts

Local SEO, data and AI

Field notes on local search, review and listing data, entity resolution and the APIs behind them — written for the teams building local marketing software.

Why Star Ratings Alone No Longer Tell the Full Story

Learn why star ratings alone are no longer enough for local SEO success, how sentiment and review context influence rankings and conversions, and what brands must measure instead.

How Brands Use Review Data to Improve Local Conversion Rates

Learn how brands use review data to increase local conversion rates by improving trust, reducing friction, and aligning Google Maps visibility with customer expectations.

Review Sentiment Analysis: Turning Feedback into Growth Signals

Learn how review sentiment analysis turns customer feedback into powerful growth signals that improve local SEO visibility, Google Maps rankings, and conversion performance.

Why Reviews Are the Most Powerful Local SEO Signal in 2026

Learn why customer reviews are the strongest local SEO signal in 2026, how they influence rankings, visibility, and conversions, and how brands should adapt their strategy.

How Review Velocity Impacts Google Map Rankings

Learn how review velocity affects Google Map rankings, why steady review growth matters more than spikes, and how businesses can use reviews to improve local visibility.

Entity Resolution for Franchises: Solving Duplicate and Mismatched Data

Learn how entity resolution helps franchises solve duplicate listings, mismatched data, and brand-location conflicts that hurt local SEO visibility and trust.

Why Clean Entity Data Is the Foundation of Local Search Trust

Learn why clean entity data is critical to local search trust, how it impacts rankings and conversions, and why AI-powered search depends on consistent business identity.

Turning Review Insights into Competitive Advantage

Learn how brands turn review insights into a competitive advantage by improving local SEO visibility, outperforming competitors, and increasing trust and conversions.

Top 5 Publishers to Pull Business Reviews API From in 2026

Discover what are the Top 5 Publishers to Pull Business Reviews API From in 2026 for different types of businesses

Entity Resolution vs Listings Management: What’s the Difference?

Learn the difference between entity resolution and listings management, why both matter for local SEO, and how entity resolution supports AI-powered, entity-driven search.