Write-offs and gaps on the shelf
Ordering too much means write-offs, too little means empty shelves — both cost margin and customers.
industries · Retail
Between online competition, staff shortages and fluctuating demand, precision decides in retail: the right goods, at the right time, in the right place, with the right staff. Artificial intelligence (AI) is the right tool for it — forecasting, planning and writing where gut feeling and overtime used to rule.
Whether in-store, online or both: the data is already there — POS data, merchandise management, shop system, customer accounts. AI links them into sales forecasts, automatic replenishment and customer communication that does not sound like a robot.
We guide retailers from analysis through integration into merchandise management and shop to training the teams — pragmatic, GDPR-compliant and focused on quick impact.

challenges
Ordering too much means write-offs, too little means empty shelves — both cost margin and customers.
Footfall peaks, holidays, weather: without forecasts, too many or too few staff are on the floor.
Product texts, categories and translations for thousands of items — no longer manageable manually.
Delivery status, availability, returns: customers expect instant answers, even on Saturday evening.
use cases
Six entry points proven in practice — each connected to your existing systems and data.
AI forecasts sales per item and store — taking season, promotions and weather into account — and generates order proposals.
Footfall and revenue forecasts feed into rosters that cover peak times and avoid idle time.
From item master data, SEO-ready product texts in several languages emerge — in your brand's tone, submitted for approval.
An AI assistant answers questions on delivery, availability and returns in the shop and by email — connected to your real-time data.
AI finds patterns in return reasons — sizes, descriptions, photos — and shows where returns can be avoided.
The effect of price changes and promotions becomes measurable; recommendations support your pricing decisions.
services
Forecasts, dashboards and KPI models for purchasing, the shop floor and the online shop.
Recommendation systems and assistants along the customer journey — from shop to service.
Purchasing, marketing and store management learn to use AI tools in everyday retail — state-funded.
Retailers with a site in Saxony can have software introduction and training funded via the SAB digitalisation grant; team training is supported nationwide by the Qualifizierungschancengesetz. Nationwide, the Qualifizierungschancengesetz funds further training for your employees with up to 100% of course costs — Sellium is an AZAV-certified training provider.
faq
Yes — sales forecasts, replenishment and workforce scheduling have their greatest effect on the shop floor. The data needed usually already sits in POS and merchandise management.
Common systems offer interfaces through which we connect AI — without changing systems. What is possible for you is clarified in advance in the IT check-up.
Only without guidance. We store your brand's tone, target groups and examples; texts go to your team for approval until the quality is right — after that, spot checks.
We implement personalisation and analytics in compliance with GDPR: data minimisation, clear legal bases, processing exclusively on your own infrastructure if desired.
Yes. In Saxony via the SAB digitalisation grant, for training nationwide via the Qualifizierungschancengesetz, for consulting via BAFA. Our funding page offers a quick check.
about sellium
This page is created and maintained by Sellium GmbH — a 360° AI agency from Chemnitz. Behind the content is the team around Dr. Christian Lohse, David Kempe, Hendrik Morawetz and Alexander Schuster, who analyse, implement and teach AI projects in mid-sized companies. All information on funding programmes is based on the official sources linked below and is reviewed regularly.

AZAV-certified training provider — selected courses are also AZAV-certified.
Sources for funding information: Sächsische Aufbaubank (opens in a new tab) · Federal Employment Agency (opens in a new tab) · Federal funding database (opens in a new tab)



contact
Happy to help with anything AI. We will get back to you promptly.
We will get back to you shortly. If it is urgent, you can reach us at +49 371 524 99 140 or contact@sellium.ai.