Make your product data AI-ready
Turn incomplete, inconsistent product feeds into structured catalog data AI systems can reliably use.
Trusted by leading brands
What breaks product discovery
Incomplete product data
Missing attributes and specs prevent AI systems from confidently referencing your products.
Conflicting product information
Multiple versions of the same product create ambiguity for search and AI systems.
Unstructured data
Free-text descriptions and inconsistent formatting limit how products can be understood and reused.
Start with your product feeds & store
We ingest product data from your site and uploads, creating a foundation for structured, reliable product records.
One product, one reference
Each product is assigned a stable identity so all attributes, updates, and enrichments map back to the same record.
Structured for AI
Product records are cleaned, standardized, and enriched so AI systems can interpret them correctly.
Packaged for LLMs
Product records are packaged in LLM-ready formats so the same product information can be consistently reused.
Real results
What changes with better product data
Make your catalog AI-ready
Explore how structured product data changes what AI can do with your products.
Questions
Answers to common questions about improving product visibility
Tally builds an answer-ready product catalog from your product feeds so AI systems can reliably reference your products.
AI systems rely on structured, consistent data to answer questions accurately.
When product data is incomplete or fragmented, AI responses are often wrong, missing, or inconsistent.
Tally helps fix that at the data layer.
PIMs manage product data internally. Feed tools push data to channels.
Tally focuses on preparing product data for AI, building a structured catalog with stable product identity, enrichment, and LLM-ready outputs.
Answer-ready means a product has enough structured, consistent data for AI systems to confidently answer questions about it.
Tally measures this with your Answer Readiness Score, so teams can track progress over time.
Tally packages product records in LLM-ready formats, including structured Markdown, making it easier for AI systems to reference the correct product information.
Tally is built for commerce, growth, and product teams responsible for making product data usable across modern AI systems.
No AI expertise required.
Each product is assigned a stable identity that links entries across feeds.
This prevents duplication and creates a consistent reference for enrichment and reuse.
When your product feeds update, those changes are reflected in the catalog so AI systems can reference the latest product data.
No. Tally works alongside your existing systems by ingesting your product feeds as they are. You don’t need to replace your PIM, CMS, or commerce platform to get started.
Teams can improve answer readiness without disrupting current workflows.
Most teams can connect product feeds and see their initial catalog quickly.
From there, answer readiness and enrichment improve continuously over time.
Get started with Tally
Connect a product data source and view your answer readiness in minutes.