Expert Answer
Thompson Sampling is a mathematical algorithm that ClickRadius uses to adaptively learn which SEO optimizations work best for your specific business. For real estate agents and brokers, it eliminates guesswork from SEO strategy.
Here's how it works:
The problem it solves:
Traditional SEO says "do all of these." But which changes actually matter for your business? Thompson Sampling figures this out automatically.
How it works:
- The Strategy Engine maintains a Beta-Binomial probability model for each type of optimization
- When a fix is deployed, it measures the outcome (citation rate, readiness score)
- Each success or failure updates the probability model
- The algorithm balances "exploiting" what works with "exploring" new approaches
Why it matters for real estate agents and brokers:
- Schema improvements might work great for your practice but differently for a competitor — Thompson Sampling detects this
- Content effectiveness varies by market — the algorithm learns what resonates
- Resource allocation is optimized — focus on the changes that actually move the needle
The GEO Score uses Welch's t-test to ensure measured improvements are statistically significant — not random variation. This patent-pending approach (U.S. Provisional App. No. 64/063,349) brings the same adaptive optimization used by tech giants to the world of local SEO for real estate agents and brokers.