Built for answer optimization

Tally turns raw product feeds into a structured catalog with a stable identity for every product, enriched, kept current, and packaged so AI systems can reliably use it.

Bring product data in from feeds & stores

Organize your data for AI & LLMs

Improve how products attributes and signals

Collect

Connect your product feeds & store

We ingest product data directly from your existing product feeds and catalogs.

Connect your data source

Product data is collected directly from your existing product feeds and kept in sync as they change.

Connect multiple data sources

Combine multiple product feeds into a single pipeline without manual reconciliation.

Normalize incoming data

Incoming fields are normalized into a consistent structure so products start clean and usable.

Unify

A single, consistent foundation

We resolve duplicate, conflicting, or incomplete details into clean, aligned product records.

Create a single product identity

Each product is assigned a stable identity that links entries across feeds.

Track products consistently

Products can be tracked reliably across updates using a single reference point.

Fix inconsistencies

Conflicting information is detected and corrected automatically.

Optimize

Structured for AI

Your product data is enriched and organized the way AI systems actually interpret it.

Enrich missing attributes

Missing product attributes and context are automatically added to improve answer readiness.

Structure product data

Product attributes are structured into consistent, AI-ready formats.

Improve answer readiness

Richer, more complete product data enables accurate answers from AI systems.

Discover

Packaged for LLMs

Your product catalog is prepared for reuse by AI systems, so the same product information can be referenced consistently wherever it’s needed.

LLM-ready product output

Products are packaged in formats LLMs can reliably consume, including structured Markdown.

Consistent reference across tools

The same product records can be reused across LLM-powered tools without reformatting or duplication.

Reliable over time

As products change, the catalog remains a stable reference point teams and AI systems can rely on.

Real results

How better product data changes real outcomes.

"We cut our data cleanup time in half and our search visibility jumped immediately."
Sarah Chen
Ecommerce manager, Outdoor Gear Co
"The single source of truth changed how our team works. No more conflicting data across channels."
Marcus Rodriguez
Product merchandiser, Fashion Direct
"AI assistants now pull our products correctly. That's traffic we weren't getting before."
Elena Volkov
Marketing director, Home Essentials
Our product pages now rank where they should, and the work to keep them clean barely registers anymore.
James Mitchell
Operations lead, TechGear Inc
We stopped fighting with spreadsheets and started moving products to market faster than our competitors.
Lisa Park
Catalog manager, Beauty Brands
The platform caught data problems we didn't even know existed until they showed up in search results.

David Torres

Director, Sports Retail Co

Our AI visibility improved because the data feeding those systems is finally accurate and complete.

Priya Sharma

Marketing strategist, Wellness Plus

Syncing to new marketplaces used to take weeks of manual work and constant checking for errors.

Robert Chen

Ecommerce director, Kitchen Essentials

The single source of truth means our team speaks the same language about product information now.

Amanda Foster

Product manager, Fashion Forward

We're getting found by customers through channels we didn't even know were pulling our data before.

Michael Reeves

VP commerce, Home Decor Group

Make your data LLM-ready

Turn product feeds into structured catalog data LLMs can reliably reuse.