“Smith Plumbing” and “Plumbing” Look Similar to a Search Box but Express Different Intent

One query asks for a specific company. The other asks for a set of options. A directory can improve discovery by recognising the difference rather than using one ranking logic for both.

Give exact business matches a clear path

If a query closely matches a known company name in the selected area, surface that profile prominently without removing relevant alternatives entirely.

Route generic service terms into categories

A query such as “dentist” or “carpet cleaning” is often better served by a category result with filters and local context than by one arbitrary business profile.

Use geography as supporting context

“Smith Plumbing Bristol” may identify a branch or distinguish companies with similar names.

Keep ambiguous queries broad enough

A word can be both a brand and a category term. Show labelled result types when confidence is low.

Test real query logs

Search behaviour reveals the terms people use to find known businesses versus explore a service.

Intent-aware search helps the directory answer two different questions correctly: “Where is this business?” and “Which businesses can help me?”

Search intent changes the best result type

Someone entering a company name is usually trying to reach that specific profile. Someone entering “plumber” is looking for a set of providers to compare. A directory can improve relevance by recognising the difference and presenting exact business matches, categories, and local results accordingly.

The system should still allow ambiguity. A word can be both a brand and a category, or a business can share a name with a place. Rather than forcing one interpretation, show clear result groups when confidence is mixed. Analyse which result users choose after common queries to improve the routing rules. Search becomes more helpful when it respects the task behind the words instead of treating every query as the same kind of lookup.