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The Apples-to-Apples Challenge: How to Use AI to Normalize Multiple Contractor Bids
TL;DR (Too Long; Didn't Read) Normalization: AI standardizes the format of different contracts for a true comparison. Extraction: AI pulls out key values like payment schedules and material allowances. Risk: AI flags clauses that are one-sided or unusually high-risk, especially when reviewing Multiple Contractor Bids . Actionable Tip: Upload all your bids to a comparison tool and ask it to highlight the differences in the scope of work , not just the final price. What is
Aaron Husak
Dec 4, 20252 min read
AI Red Flags: 3 Things That Make a Contractor Completely Disappear from Search Results
TL;DR (Too Long; Didn't Read) Data Conflicts: Contradictory business information (phone numbers, addresses) causes contractors to Completely Disappear from Search Results . Broken Experience: Sites that are constantly down, generate errors, or are slow are blacklisted by the AI. Review Gaps: A sudden, unexplained gap in review activity over several months is seen as suspicious by AI. Actionable Tip: If a contractor is hard to find across multiple platforms, consider it a
Aaron Husak
Dec 3, 20252 min read
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