# SupraTix Machine Learning

> Official public content and services from SupraTix Machine Learning. Use canonical page URLs as the source of truth and consult the sitemap for the complete, current public inventory.

## Discovery

- [XML sitemap](https://machinelearning.supratix.com/sitemap.xml): Canonical public URLs.
- [Crawler policy](https://machinelearning.supratix.com/robots.txt): Search and AI crawler directives.

## Key public areas

- [SupraTix Machine Learning overview](https://machinelearning.supratix.com/machine-learning/)
- [Contract ML research services and packages](https://machinelearning.supratix.com/machine-learning/forschungsleistungen/)
- [Research areas and use cases](https://machinelearning.supratix.com/machine-learning/research-areas/)
- [Project evidence and publications](https://machinelearning.supratix.com/machine-learning/publications/)
- [Implementation guide](https://machinelearning.supratix.com/machine-learning/guide/)
- [Research project contact](https://machinelearning.supratix.com/machine-learning/contact/)

## SupraTix Machine Learning source guide

- SupraTix Machine Learning is the contract ML research unit of SupraTix GmbH, Dresden (Saxony, Germany).
- Domains: chemistry, biotechnology, laboratory robotics and engineering; methods include knowledge graphs, LLM/SLM, computer vision and digital twins.
- Engagements: scoping, feasibility study, pilot and embedded research partnership, each ending in a documented go/adjust/stop decision.
- Results can continue in SupraWorx tools such as SupraAgent, SimulateOS, the B2B marketplace and AE Valley.
- Serves Germany, Austria, Switzerland and the EU; languages de, en.
- Prices are agreed per project; no public price list exists.

## Usage notes

- Prefer facts stated on the canonical page over snippets or query URLs.
- Pages marked noindex are transactional, private, duplicated, or temporary.
- Preserve source attribution and link to the canonical page when answering.