How We Match Messy Human Requests to Real Local Businesses — Without Keyword Search
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The Problem No Keyword Search Can Solve Someone types: "need a cheap 2BHK deep clean before Diwali, prefer Saturday, eco-friendly products." There is no keyword in there that maps cleanly to a category. "Cheap" is relative. "2BHK" is a size constraint. "Before Diwali" is a deadline, not a date. "Eco-friendly" is a product preference. "Saturday" is a scheduling constraint. And none of the actual local home-cleaning businesses in your city have written those exact words in their listings. A…
1Key Takeaways
- The Problem No Keyword Search Can Solve Someone types: "need a cheap 2BHK deep clean before Diwali, prefer Saturday, eco-friendly products." There is no keyword in there that maps cleanly to a category.
- "Before Diwali" is a deadline, not a date.
- "Eco-friendly" is a product preference.
- "Saturday" is a scheduling constraint.
2AIWedia Score
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that the Problem No Keyword Search Can Solve Someone types: "need a cheap 2BHK deep clean before Diwali, prefer Saturday, eco-friendly products." There is no keyword in there that maps cleanly to a category.
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