Last updated September 24, 2026

enamentis

Building AI vision and robotics for hospital sterile-processing workflows

Provider WorkflowMedical DevicesMedical Robotics

Hospitals reprocess reusable surgical instruments after every procedure, but tray assembly remains largely manual. Staff may need to identify, count and place up to 160 similar instruments correctly before sterilisation, with missing or wrong items creating rework and potential operating-room delays.

enamentis is building Cir.Log, an AI camera for instrument recognition and tray verification, alongside Steri.Bot robotics for wider sterile-processing automation. Cir.Log retrofits above existing packing tables, runs AI locally and integrates with hospital reprocessing software.

Key Investor Signals

Cir.Log is live at 4 hospitals across Germany, Austria and Switzerland

Cir.Log is deployed at Sozialstiftung Bamberg, St. Josefs Hospital Dortmund-Hörde, Kardinal Schwarzenberg Klinikum in Austria and, since September 2026, in a 12-month pilot at Universitätsspital Basel.

Cir.Log integrates directly with NEXUS EuroSDS software

NEXUS documents a direct Cir.Log– integration: staff can launch the camera from EuroSDS, view AI counting results and mark confirmed instruments as packed.

enamentis leads €2.87M federally funded SteriBot consortium

SteriBot runs from October 2025 to September 2028. enamentis coordinates the five-partner project, whose €2.87M volume is 87% funded by Germany’s federal research ministry.

Other Positive Signals

  • More than €1M in funding supported Cir.Log’s move from Fraunhofer research to market.
  • Peer-reviewed testing reached 99.9% accuracy across 156 instruments under controlled single-instrument imaging.
  • Won €42,000 through Germany’s 2024 Gründungspreis+ and “Gesundheit Digital” focus prize.
  • Fraunhofer says Cir.Log already recognises more than 10,000 surgical instruments without added markers.

Team

Marian Schlüter

Co-Founder & CEO

  • Spent nearly 12 years at in machine vision, rising to Deputy Head of its Machine Vision department.
  • Co-authored the 2023 peer-reviewed study demonstrating up to 99.9% recognition accuracy for Cir.Log’s core approach.
  • Led contracted and publicly funded computer-vision projects at Fraunhofer IPK, applying AI to logistics and production.

Ole Kröger

Co-Founder & COO

  • Spent nine years at Fraunhofer IPK working across machine vision, robotics and automation projects.
  • Worked on requirements engineering and CE-marking topics for automation systems, supporting product-to-market execution.
  • Co-authored the 2023 peer-reviewed study demonstrating up to 99.9% recognition accuracy for Cir.Log’s core approach.

Jan Lehr

Co-Founder & CPO/Sales

  • First author of the 2023 peer-reviewed study demonstrating up to 99.9% image-based surgical-instrument recognition accuracy.
  • Spent nearly nine years at Fraunhofer IPK researching AI-based anomaly detection and optical inspection.
  • Acquired and managed public and industrial research projects at Fraunhofer IPK, combining technical work with project leadership.

Clemens Briese

Co-Founder & CTO

  • Spent nearly ten years at Fraunhofer IPK, including more than six years in machine vision and control research.
  • Co-authored the 2023 peer-reviewed study demonstrating up to 99.9% recognition accuracy for Cir.Log’s core approach.
  • Published research spanning machine vision, deep learning and industrial robot control at Fraunhofer IPK.

Product

Cir.Log is a retrofit camera mounted above hospital sterile-processing packing tables. It recognises and counts instruments locally, checks each tray against its packing list and records the process with images. It connects to existing hospital sterile-processing software, including NEXUS EuroSDS.

Recognises instruments without tags

Cir.Log identifies instruments by shape and appearance at item-number level, without adding barcodes, RFID tags or other markers. Fraunhofer says it already recognises more than 10,000 surgical instruments.

Checks and records each tray

Cir.Log compares recognised instruments with the tray’s packing list in real time, flags missing or incorrect items and records the process with images. Confirmed items can be marked as packed directly in EuroSDS.

Automates loan-set intake

It scans supplier delivery notes and instrument markings to create packing lists and master data for loan or repaired instruments. enamentis reports up to 90% less manual booking.

Market Overview

Sterile processing is a high-volume, safety-critical hospital workflow. At Charité alone, more than 14 million surgical instruments are reprocessed each year, while a single tray can require staff to identify and pack up to 160 items. Missing or incorrect instruments can create rework and operating-room delays.

Germany recorded 16.31 million inpatient operations in 2024, underscoring the scale of surgical workflows that depend on instrument reprocessing. Hospitals already buy tracking and sterile-supply software, while most incumbent systems rely on barcodes or RFID, leaving tray assembly largely manual.

Instruments reprocessed annually at Charité
14M

Charité reprocesses around 14 million surgical instruments each year.

Instruments in a single surgical tray
Up to 160

A single tray can contain up to 160 different surgical instruments.

Inpatient operations in Germany in 2024
16.31M

Germany recorded 16.31 million inpatient operations across hospitals in 2024.

European tracking-systems market in 2026
$87.6M

Fortune Business Insights projects Europe’s surgical-instrument tracking market at $87.6M in 2026.

Comparable Outcomes

Sterile processing

Censis Technologies

Acquired by Fortive in 2019.

Censis built surgical-instrument tracking and workflow software for sterile-processing departments, covering tray assembly, sterilisation and inventory management. Fortive acquired Censis in 2019 for an undisclosed amount. Censis said its software was deployed in 1,000+ hospitals across the US, Canada and Australia.

Surgical verification

RF Surgical Systems

Acquired by Medtronic for ~$240M.

RF Surgical developed radiofrequency-tagged surgical sponges and a detection system to help operating teams identify retained items before wound closure. Medtronic acquired RF Surgical Systems in August 2015 for total consideration of approximately $240 million.

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Sources

This profile was built from public company materials, ecosystem sources, market references, and professional profiles.

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