It's real that managing inventory in fashion has never been easy. Styles change fast, demand is unpredictable, and overstock can hurt your bottom line. But with the rise of AI uses in fashion, inventory management has been controlled more effectively in recent years.

In 2025, more fashion brands are turning to smart inventory tools that can forecast trends, avoid stockouts, and reduce waste. If you’re looking to stay one step ahead, here are 10 of the best AI inventory management software you should consider to adopt.

Nūl

Nūl is an AI platform built for fashion brands that manage inventory at a detailed level by size, color, store, and channel. It plugs into your POS/ERP and e-commerce data, so you don’t need a major tech overhaul to get started.

Once connected, it recommends (and can automate) smart moves like mid-season transfers, right-time replenishment, and tighter buy plans. So, brands can cut stockouts, overstock, and waste.

Nūl is a strong fit for multi-store retailers and DTC labels. Although this AI tool is still newer than some bigger names, its practical approach with continuous rebalancing and SKU-level forecasting makes it a great pick to boost sell-through quickly. Also, with strong investor backing from Wavemaker Impact, it’s a promising solution for fashion businesses ready to grow smarter and more responsibly.

Nūl is an AI platform built for fashion brands.

Prediko

Prediko is a forecasting and inventory management platform made for modern fashion brands. It tells you what to order, when to order, and how much based on real-time sales, seasonality, and supplier timelines. With a clean and easy-to-use dashboard, everything from raw material tracking to purchase orders is handled in one place.

What makes Prediko stand out is how practical it feels. If you are a fast-growing DTC brand that doesn't have a full ops team but still need serious control over their inventory, Prediko is really good. With clear insights and smart automation, Prediko helps you stay ahead of demand without overstocking and without relying on spreadsheets.

Zentail

Zentail makes multichannel inventory management easier and more convenient. This tool is great for brands and retailers who sell on multiple platforms, such as Amazon, Walmart, Shopify, and others. You can maintain your orders, stock levels, and listings in sync. No more overselling, underselling, or spending hours updating product data one platform at a time.

What really makes Zentail stand out is how much time it saves with a clean interface, smart automation, and smooth operations. So, you can focus less on fixing inventory issues and more on growing your business. If you have to handle more than one sales channel, Zentail will remove a lot of work off your hands.

Zoho Inventory

Zoho Inventory makes it easier and more efficient to keep track of inventory in stores, warehouses, and online. This tool can track barcodes and RFID tags, support batch and serial numbers, and send reorder alerts. You can also connect it directly to platforms like Shopify, Amazon, eBay, and Etsy so that everything stays in sync on its own.

Despite having many powerful features, it's an easy-to-use and budget-friendly platform. You can start with a free plan to get familiar, then upgrade to  paid tiers as your business grows more advanced features. So, this tool works well with both just starting out and scaling up.

Zoho Inventory makes it easier and more efficient to keep track of inventory.

Syrup Tech

Syrup Tech is like an AI co-pilot for fashion inventory decisions. It helps merchandisers and planners use real-time data and smart recommendations to manage stock by size, color, style, and location while keeping full-price sell-through high.

Each week, it highlights what’s working (and what’s not), then suggests demand-based actions like rebalancing or restocking. You can also test “what-if” scenarios to see how shifting products impacts sales, margin, or inventory levels.

Built for fashion and footwear, Syrup is proven to drive real results like better margins, faster decisions, and up to 30% lower inventory levels. Even small teams can get started in days because it is fast to set up, easy to use, and secure.

Stylumia

Stylumia is like having a fashion-savvy AI assistant on your team. Using computer vision and demand-sensing algorithms, it predicts what people actually want by style, color, and size. So, brands can catch trends, optimize inventory, and spot winning products before everyone else.

Some standout tools Stylumia has:

• Consumer Intelligence: Identifies real customer demand across retailers, runways, and online data to guide assortment and design choices.

• Apollo: Estimates demand for new or untested items using image and attribute analysis. So, you can decide what to produce and at what price.

Plus, many clients have seen up to a 30% boost in forecast accuracy, 25–50% better sales, and 40% less excess inventory. These numbers have proven this tool delivers real results.

Kinaxis

Kinaxis helps fashion brands keep their supply chains stable, no matter how fast things change. With flexibility and speed, it's a great fit for brands handling multiple sales channels, global suppliers, or seasonal shifts in demand.

With Kinaxis, you get a clear view of your inventory in real time, plus smart forecasting, early risk warnings, and quick scenario planning. You can try different “what if” situations, ask questions directly in the platform, and see how each decision affects timelines, stock, or sustainability targets.

What makes Kinaxis really useful is how it keeps up when things go sideways. If demand suddenly changes, the system adapts on the fly, helping you make fast, confident decisions to keep everything moving.

Kinaxis helps fashion brands keep their supply chains stable.

Increff

Increff is built to help fashion and lifestyle brands take full control of their inventory. From merchandising to order fulfillment, it brings everything together in one cloud-based platform, helping brands plan smarter, sell faster, and cut down on waste.

What makes Increff stand out is how well it handles the details that matter in fashion like managing SKUs by style, size, and store, automating replenishments, and making markdowns more efficient. It gives teams the tools and insights to make better decisions every day.

The Increff Omni suite adds real-time visibility across stores, warehouses, and channels, so inventory can move exactly where it’s needed. And with a built-in order management system, it keeps stock levels accurate across platforms, speeds up fulfillment, and simplifies returns.

WAIR

WAIR brings next-gen AI to fashion retail, helping brands forecast and replenish with precision. Using its deep learning model, ForecastGPT‑2.5, it predicts SKU-level demand up to 2 weeks out. Also, it integrates directly into your ERP system for seamless execution. 

WAIR’s AI Replenisher turns static processes into dynamic workflows. It gets pooled retail data from weather, events, and shopping behaviors to forecast with up to 96–97% accuracy. That means far fewer overstock days and nearly zero understock occurrences. 

Finally, you don't need to worry about redesigning your process  because WAIR can work smoothly with your existing setup.

ApparelMagic

ApparelMagic is a cloud-based platform designed for fashion brands. It handles everything from PLM (Product Lifecycle Management) and ERP to inventory, orders, and B2B e-commerce in one place.

When it comes to inventory, ApparelMagic gives you clear visibility at every step, from raw materials and production to finished stock and multi-channel fulfillment. You get real-time tracking across warehouses, smart demand forecasting, intuitive replenishment alerts, and raw material/BOM management.

Its strength is how it brings together planning, manufacturing, order fulfillment, and reporting without needing multiple tools. Users consistently highlight its dependable support, powerful automation, and time-saving features.

ApparelMagic is a cloud-based platform designed for fashion brands.

Conclusion

For fashion brands in this fast-growing digital era, choosing the right AI inventory management software can make a huge difference. Timing, trends, and stock accuracy are the most important factors that can be optimized by these tools. These platforms help you stay lean, avoid waste, and respond quickly to demand, making everyday decisions faster and more data-driven. 

The best part? You don’t need a full overhaul, just the right tech to work smarter, adapt faster, and grow more efficiently. Hope this blog helps you have a valuable shortlist for your future partner.