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.

Swiftron Foundation ModelMade in Europe

  1. 01Transaction data across all industries
  2. 02Recognize patterns, anonymize data
  3. 03Token-free Transformer
  • Working Capital
  • Customer Retention
  • Up- & Cross-Selling

Our new Token-Free
Causal Transformer.

Replacing standard NLP with geometric behavioral embeddings. The ALiT-Method translates raw ERP data into cross-industry vector spaces to solve the B2B cold-start problem.

Swiftron Horizon.
Your data. Your AI model.

The platform behind our modules: connect order data, train your own AI model, and put modules like the B2B newsletter into productive use. Your customer data remains encrypted throughout.

Swiftron Horizon: Übersicht mit Gateway, Tresor, Training Silo, Model Lab und Modulen

One Model.
Many Profit Levers.

Swiftron is not a rigid software tool, but a foundational algorithmic engine. By calculating the exact timing and content of future B2B transactions, you establish a single, sovereign intelligence layer to power multiple high-value applications across your entire value chain.

Predictive Checkout
Predictive Checkout

Maximize AOV by anticipating missing basket items in real-time.

Sales Prioritization
Sales Prioritization

Focus KAMs using daily, probability-ranked call lists.

Predictive Finance
Predictive Cashflow

Simulate granular, behavior-based revenue for exact budget planning.

EOL Inventory Clearance
EOL Inventory Clearance

Clear End-of-Life stock efficiently using probability-ranked buyer lists without resorting to blanket discounts.

Pit Ogermann, AI Expert & Co-Founder, Swiftron
Pit Ogermann

AI Expert & Co-Founder
Former Head of AI at Bechtle

Just as LLMs generate word after word to form text, Swiftron predicts the next products to forecast the next basket.
For Pioneers

Europe's AI for B2B order forecasting. Start ahead of your competition.

In 15 minutes, the founders will show you what our model predicts for your industry and which use cases will pay off for you.

All times in German time.

Shaking hands

Our AI Engine.
Your Trusted Partner.

We deliver the foundational predictive model, while your existing IT provider builds the custom integration and manages your service. You keep your established setup. No IT partner yet? We will match you with a certified system integrator from our network.

We're hiring Sales
B2B Sales & Partner Manager (m/f/d)
  • Full-time
  • Heilbronn / hybrid
View job opening
We're hiring AI Research
Data Scientist: Vectorization & Embeddings (m/f/d)
  • Full-time, PhD possible
  • Heilbronn or remote
View job opening
Simple CSV Integration

Zero Metadata Required

It all starts with a simple CSV file. All we ever need for training is a raw export of your past order history. No complex product information. No customer metadata.

Anonymity by Design

Anonymity-by-Design

Absolute GDPR compliance. Raw customer and product IDs are locally hashed into irreversible geometric vectors before they ever reach our European training servers.

Test the Engine Live.

Draw a behavioral sequence from our real-world dataset. Watch our causal transformer outperform generalist LLMs on sparse B2B data.

Press "Draw New Client" to initialize a random historical data sequence.

Outperforming Generalist AI

Standard for B2C, collaborative filtering or time series models fails in industrial environments.

Local Deployment

Deploy Anywhere

After training, we provide a production-ready Docker image. It runs efficiently on CPU or GPU across public clouds, private clouds, or strict on-premise environments. The container ships with the AI model and all necessary inference functions included, allowing immediate integration via API, MCP, or direct calls. Standard monitoring tools like Grafana can also be integrated.

Local Data Anonymizer

Securely aggregate and hash your ERP exports directly in your browser. No data ever leaves your device.

Upload
Drop your CSV file here

or click to browse

LoRA Fine-Tuning

LoRA Fine-Tuning

We use your individual historical data to fine-tune our foundation model. This is done using LoRA adapters, which efficiently update only a tiny fraction of the model's neural weights. This approach preserves the robust, cross-industry behavioral patterns our model already knows, while perfectly adapting the predictions to your specific niche.

Swiftron Horizon Gateway: Pipeline-Editor für den CSV-Import von Bestelldaten
1 · Connect

Gateway

Connect order data via CSV or API and prepare it in the visual editor. No code, automatically up to date.

Swiftron Horizon Model Lab: Training eines eigenen KI-Modells
2 · Train

Model Lab

Your own AI model, trained on your purchase history. Before deployment, you can see how well it predicts orders.

Tresor
3 · Secure

Vault & Training Silo

Customer data remains encrypted with you. The model only learns from anonymized purchase histories.

Founding Team

The Complementary DNA Behind the Model

We bridge the gap between deep-tech research and enterprise scalability. Industry doesn't speak text—it speaks transactional data.

Current Traction
Founded May 2026
IP Status Patent in Preparation
Accelerator Campus Founders
Market Validation 3 LOIs & ZIM Cooperation
Projects 2
Pit Ogermann
Pit Ogermann
The Technological Heart
ML & AI Expert Ex-Head of AI @ Bechtle AI Lecturer @ DHBW Advisory Board @ EastSide Fab
Pit developed our token-free architecture to solve the B2B cold-start problem, translating sparse ERP transactions into predictive geometric spaces.
Timo Schlegel
Timo Schlegel
The Enterprise Strategist
Ex-VP @ All for One 9+ Yrs Management @ SAP AG Transformation Executive Ex-CFO @ GIP Exyr
Timo ensures our complex AI technology translates into a viable, highly scalable B2B business model driven by a robust IT partner network.
Request Technical Whitepaper

Our token-free causal transformer architecture is currently in the active patent-pending process. To protect this IP, we share the technical deep-dive exclusively under a Non-Disclosure Agreement (NDA). Once signed, you will receive the Whitepaper.

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May we measure what helps you?

With Google Analytics, Google Ads and Meta, we can see which content helps B2B merchants and which ads are effective. In doing so, data may be transferred to the USA. Without your consent, we only use necessary storage.

  • Can be changed at any time
  • Contact details protected
  • Full transparency

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