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Roman Selingleft a comment
Are we trying to force LLMs to work with legacy product data that was never built for them?
AutonomyAI visibility & product data intelligence for retail
Retail product data wasn’t designed for AI. It’s fragmented across systems and teams, making it inconsistent and incomplete. Without the context LLMs rely on, products are filtered out before AI can compare or recommend them — resulting in lost revenue.
Autonomy solves this by:
- Analyzing how products appear in AI answers
- Identifying attributes hurting discovery and ranking
- Enriching and standardizing product data
- Benchmarking against competitors
AutonomyAI visibility & product data intelligence for retail