The concept-to-buy intelligence layer.
One platform from image to locked buy plan, grounded in your catalogue and your sales history. Adopt it a module at a time or all at once, starting with no integration at all.

How it works
Six steps, one continuous workflow.
- 01
Upload
Drop in photos, concept imagery or CADs - up to 100 at a time.
- 02
Attribute
AI extracts structured attributes and ecommerce-ready copy, mapped to your taxonomy.
- 03
Compare
Find true comparables from your own catalogue - the wins, the losses, the forgotten.
- 04
Forecast
Get an explainable demand forecast, even with zero sales history.
- 05
Lock the buy
Aggregate into seasonal plans, automate MOQs, and lock every decision.
- 06
Replenish
Keep core products in stock with continuous forecasts and automated POs.
Modules
Each module earns its place on its own.
Vision + Board
From image to retail-ready data, instantly.
Turn raw product imagery into structured attributes and ecommerce-ready copy. One live board becomes the single source of truth for your team.
- Bulk-process up to 100 images at once, any format or CAD
- Attributes mapped to your own schema and tone of voice
- Shared library with version control and permissions

Similarity Engine
Benchmark every concept against real customer behaviour.
Objective visual and attribute matching across your entire catalogue, so benchmarks come from data rather than memory.
- Surfaces the winners, the losses, and the styles memory misses
- Removes key-man dependency and confirmation bias
- Downvote, filter and regenerate matches in one click

Day-Zero Forecaster + Buy Board
Forecast new products, then lock the buy.
Explainable demand forecasts for brand new products, then aggregated into seasonal buy plans with automated MOQs and locked decisions - one continuous handoff from forecast to commitment.
- Solves the cold-start problem with explainable AI
- Adjust price, launch date or lifecycle and see margin update live
- Channel splits and size curve recommendations included
- Automated MOQ calculations replace manual spreadsheets
- Locking freezes the plan as a permanent historical record

NooS (Core)
Never out of stock on the products that carry your business.
Continuous demand forecasting down to location and size level, with purchase orders generated automatically against your operational constraints.
- Always-live forecasts, no manual rollovers
- Surfaces replenishment actions before you lose sales
- Automated POs that respect MOQs and constraints

Talk to Your Data
Ask questions. Get answers grounded in your numbers.
Query your catalogue, sales and forecasts in plain language - with answers you can trust, tied back to the same data that powers the rest of SeeStone.
- Natural-language questions across catalogue, sales and forecasts
- Answers cite the underlying products, periods and assumptions
- Built on the same models your team already uses in SeeStone
Also powered by the same engine
Vision Search
The same matching engine, customer-facing.
Vision Search is a second application of the same underlying data asset that powers your internal benchmarking. Once your catalogue is vectorised, you can give your customers the ability to search visually - the same AI that finds comparables for your buying team can help shoppers find products that match what they are looking for.
Built and owned by SeeStone, not a third-party widget.

Ready to see it on your catalogue?
Book a demo and we will walk through the workflow with your imagery and categories.
Book a demoWhere SeeStone sits
The intelligence layer, not another system of record.
Complements your existing PLM, ERP, planning, ecommerce and BI tools. ERP stays the system of record - SeeStone handles the intelligence in between.

Rollout
Live in weeks, not quarters.
Each phase has a clear scope, a clear data requirement, and a go-live date.
Vision + Board
Taxonomy samples, attribute verification, user set-up and go-live.
Needs: No integration
Similarity Engine
Catalogue integration and vectorising, attribute engineering, testing and go-live.
Needs: Catalogue
Day-Zero + Buy Board
Transaction integration, data validation, model implementation, back-testing and buy-plan lock.
Needs: Sales history
NooS (Core)
PO integration, operational constraint validation, back-testing and go-live.
Needs: Inventory + POs
Start with your own images.
No integration, no data project. Book a demo and see the workflow on your products.
Book a demo