Order Forecasting
with Specialized AI.

Predict exactly what and when your customers will buy. Train a custom, token-free AI model on your data to reduce stock-binding and reclaim lost revenue through automated order forecasting.

Cross-Industry Transactional Data Pattern Extraction & Anonymization Token-Free Transformer Architecture Working Capital Churn Prevention Up & Cross Sell
Live Demo Model Benchmark Added Value Use Cases Technology Batch #1

Live Demo

Our AI model in comparison.

See how our specialized transformer outperforms standard models such as ChatGPT or Gemini in transactional data in a direct comparison. Click on a company in the simulation: We draw a random customer data set and let the models predict the next shopping cart.
Excerpt from the simulation with 169 cross-industry companies. Trained on 368,649 shopping baskets.

Model Benchmark

The Right Engine for Your Data.

Below, we compare the most common forecasting architectures against the unique challenges of B2B commerce. To help you find the best fit for your data, we analyzed each approach across five key dimensions.

Transaction Transformer Model

Swiftron
We uses a geometric transformer to predict orders as mathematical patterns, thriving on the irregular, sparse data typical of B2B markets. It delivers high-precision forecasts using only raw ERP IDs, ensuring maximum privacy without the need for product metadata.

Large Language Models

Gemini OpenAI Claude
LLMs, optimized for text, excels at multimodal reasoning but struggles with pure, sparse transactional histories that lack linguistic context. It faces high latency and a heavy dependency on structured metadata that is rarely maintained in standard ERP systems.

Time Series

SAP Blue Yonder Oracle
Traditional statistical methods are effective for high-volume, regular commodities but fail in B2B environments with sporadic demand. They are incapable of predicting orders for new items and require dense, continuous data histories to remain accurate.

Collaborative Filtering

Amazon Salesforce
Standard for B2C, this logic fails in B2B due to highly unique customer behaviors and low purchase overlaps. It struggles to find similar "neighbors" in specialized industrial markets, causing the notorious "cold-start" problem for new products.

Added Value

One Model. Many Profit Levers.

Data is only valuable when it triggers decisions. Swiftron bridges the gap between your history and your future success. By analyzing the value chain, we simultaneously optimize three critical areas: we minimize your tied-up capital in inventory through precise quantity planning, secure your competitive edge in sales with proactive reactivation triggers, and boost your e-commerce margins through demand-based, real-time recommendations.

Proactive Customer Reactivation

Identify subtle deviations in individual purchase rhythms. The model triggers precise CRM alerts to prevent customer drift through data-driven outreach.

Predictive Basket Optimization

Analyze real-time shopping intent to suggest missing essentials or high-margin alternatives based on deep geometric behavioral patterns.

Aggregated Demand Liquidity

Transform individual forecasts into a global inventory strategy. Accurate demand aggregation minimizes safety stocks and optimizes working capital.

Explore the Use Cases

Precision Built for Your Business Model.

Our Causal Transformer isn't a rigid, out-of-the-box software tool; it's a foundational algorithmic engine. Because it accurately predicts both the exact timing and the specific contents of future B2B transactions, you and your integration partners can build a multitude of high-value applications on top of it. Explore how different departments leverage our predictive architecture to reclaim lost revenue, optimize inventory, and secure a strategic market advantage.

Predictive Checkout
Predictive Checkout

Anticipate missing basket items in real-time to maximize Average Order Value during live transactions.

Explore checkout optimization → Sales Prioritization
Sales Prioritization

Generate daily, probability-ranked call lists to focus your Key Account Managers on the highest-converting accounts.

Explore sales efficiency → Vendor Managed Inventory
Automated Replenishment

Identify clients with highly stable purchasing intervals to seamlessly transition them into Vendor Managed Inventory contracts.

Explore customer retention → Predictive Finance
Predictive Cashflow

Aggregate probabilistic future shopping carts to simulate granular, behavior-based revenue streams for exact budget planning.

Explore financial forecasting → EOL Inventory Clearance
EOL Inventory Clearance

Generate probability-ranked buyer lists for End-of-Life products to efficiently clear remaining stock without blanket discounts.

Explore EOL targeting →

Technology

No Token. Cross-Industry. Private.

While conventional AI breaks language down into tokens, our model works directly with numerical rotation vectors. This means: we don’t just understand that a product is being purchased; we analyze its mathematical behavioral pattern. Through our unique foundation model, your AI learns anonymously from the patterns of hundreds of industries simultaneously, while your specific fine-tuning maintains the focus on your individual customers. GDPR-compliant through local anonymization prior to training. Processed in Europe.

Batch #1: The Strategic Validation Partnership

Turning Historical Transactions into Sovereign Predictive AI.

Starting May 2026, we are launching a 6-month Validation Partnership with four selected companies from non-competing industries. This initiative transforms your historical ERP or CRM data into a sovereign predictive asset using our token-free architecture—no internal AI department required.

Every partnership begins with a Data Readiness Check to validate your data’s potential before integration. By participating, you secure a bespoke AI instance tailored to your specific customer patterns, driving measurable gains in working capital optimization and sales efficiency while maintaining full independence from external black-box platforms.

Secure Your Strategic Lead: Join Batch #1

Transform your transaction history into a proprietary AI asset. Applying for our Validation Partnership is a non-binding inquiry to evaluate your data's potential within our token-free architecture. The next step is a technical deep-dive and a bespoke showcase of your optimization opportunities.

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