The Old way
The loop of analytic despair.
There are not enough analysts to keep up.
- New urgency
- Decisions
- Data not available
- Excel hell
Endless
loop
AI Agents & Analysts · Grounded in decades of retail analytics experience
Guided reasoning meets deep retail IQ. Your specialty retail agent for what's next.
Surface KPI wins, insights and recommended actions before you ask.
Spanning More Than 60 Speciality Retail Brands
The Issue
Timely insights to better serve the customer
The Sell-Thru.AI way
Talk to your operational data.
Role-aware AI insights before you ask.
Ask what's happening in your business
Semantic layer
- 80%Conversion
- 72%Compliance
- 96%Confidence
Data foundation
Role-aware AI agents supporting your daily decision loop
Finance / Execs
“How are we trending relative to plan?”
Merchandising
“How is Boho Collection selling across Channels?”
Marketing
“How is Back to School promo doing?”
Omni Ops
“Ecomm only Hoodies & Tees performance?”
Store Ops
“Category variability across regions?”
Supply Chain
“What DCs need replenishment?”
Sell-Thru.AI Product is Powered By
Frequently Asked Questions
Explain AI Agents vs AI Analysts?
AI Analysts are domain specialists. Each one is aligned to a semantic model and is an expert in that model and the data behind it — merchandising, marketing, omnichannel, store operations, supply chain, or finance.
AI Agents handle the cross-domain work. They run multi-step workflows and orchestrate analysts, SQL, built-in or custom models, and APIs when a question spans more than one domain.
You talk to Sell-Thru.AI. It routes to an analyst when one model is enough, and to an agent when the answer needs several.
What is included in the Semantic Models?
Semantic models are Specialty Retail Semantic IQ: grounded, encoded retail knowledge — metrics, labels, descriptions, hierarchies, and the natural-language markers an LLM needs to stay trustworthy.
They sit on a semantic foundation of entities, attributes, dimensions, measures, and relationships. That is how Sell-Thru.AI knows your KPIs, sales, inventory, channels, regions, stores, supply chain, and plan — and why the same operational question asked ten ways gets one consistent answer.
How is Sell-Thru.AI priced?
Sell-Thru.AI offers functional domain pillar-based pricing, tailored to your data and AI volume. Contact us for a custom quote.
What is the underlying Sell-Thru.AI technology stack?
Sell-Thru.AI runs on a Specialty Retail Data Mart — a governed, retail-native truth layer — with Semantic IQ on top for meaning and routing.
The product experience is powered by Snowflake and OpenAI. An intelligence layer handles natural language understanding, routing, guided reasoning, and role-based access. Agents can also call SQL, built-in or custom ML, and APIs when a workflow needs them.
Blog
Resources
5-Step Guide to Monday Morning Retail Clarity
Free download
5-Step Guide to Monday Morning Retail Clarity
This guide for Specialty Retailers covers 5 steps to replace stitched-together spreadsheets with a single, decision-ready view of your retail performance so you can end the weekly data war between Finance and Merch and get one version of the truth for margins, sell-through, and promotions.
Download Now →