IT AGENTS
IT agents for enterprise automation and operational efficiency
Deployed Labs builds IT agents that handle monitoring, troubleshooting, and infrastructure management, helping your systems run smoothly and securely.
IT agent deployment
Automate day-to-day IT tasks and eliminate manual work to boost operational efficiency.
AI integration for IT agents
Select IT agents that integrate with your existing systems and support AI-driven workflows.
IT operations automation
Automate monitoring, troubleshooting, and incident response to enhance reliability and reduce downtime.
CASE STUDY
1.2 Billion Tissue Slides Were Sitting Unanalyzed. Every One of Them Became Machine-Readable in Real Time.
Case Study
IT Agents
Industry: Healthcare & Life Sciences
1.2B
Tissue slides in the archive
5
Automated analysis types per slide
Zero
Manual microscope reviews required
DICOM
Native medical imaging format supported
The Problem
A company held approximately 1.2 billion human tissue sample slides, primarily blood smears, representing one of the largest pathology archives in existence. The scientific and diagnostic value locked inside that dataset was enormous. The ability to access it was not.
1.2B slides
Every slide required manual microscope review to extract meaningful data. At any realistic throughput for human pathologists, analyzing the full archive at scale was not a timeline problem. It was a structural impossibility. The dataset existed, but without a way to process it, that value stayed locked away.
The challenge wasn't data quality, but how fast that data could be put to use. Human review created a hard ceiling on how quickly and how much of the archive could be made useful. To make the dataset commercially and scientifically actionable, the review process itself had to be eliminated as the bottleneck.
The Solution
AI models were built to analyze DICOM-format images of tissue slides automatically, performing the full range of pathology assessments that previously required a trained human reviewer at a microscope.
Cell Counting
Automated quantification of cell populations across each slide image
Nuclei Analysis
Structural examination of cell nuclei for morphology and abnormality
Tissue Wall Examination
Detection of abnormalities in cell wall thickness and integrity
Health Scoring
Composite scoring of slide health across multiple indicators simultaneously
Condition Detection
Identification of specific disease markers and clinical indicators
Conditions and Indicators the Agent Detects
Elevated white blood cell counts
Abnormal cell wall thickness
Sickle cell anemia markers
Cell morphology deviations
Nuclei structural irregularities
Multi-indicator health scoring
Before
Manual microscope review by trained pathologists. Time-consuming, labor-intensive, impossible to scale across 1.2 billion slides. Archive value locked behind human throughput limits.
→
After
Fully automated DICOM image analysis. Cell counting, nuclei analysis, tissue wall examination, health scoring, and condition detection run automatically across every slide in the archive.
⚡ DICOM-native · No slide re-digitization required · Runs on existing archive infrastructure
The Results
1.2B slides
A previously inaccessible pathology archive is now fully automated and actionable. Every slide in the dataset is analyzable without a single manual microscope review, making the archive commercially and scientifically usable at a scale that was structurally impossible before deployment.
5 types
Simultaneous analysis outputs per slide: cell count, nuclei, tissue wall, health score, condition flags
Automated
Full pathology assessment layer replacing manual review with no change to archive infrastructure
Real-time
Condition indicators including elevated WBC counts and sickle cell markers detected at processing speed
Scalable
The analysis layer grows with the archive. No additional human review capacity required as the dataset expands
Detailed assessment
We analyze your IT needs to determine where IT agents can have the greatest impact across monitoring, automation, and troubleshooting.
Tailored solutions
Based on your business objectives and IT requirements, we customize IT agent platforms to fit.
AI-powered IT management
To improve speed, consistency, and reliability, we integrate AI-powered IT agents across your IT processes.
Continuous optimization
After deployment, we continually optimize IT agents to ensure they meet your business's evolving needs.
Server monitoring and automated incident response
Data backup and disaster recovery automation
Security and compliance management
Cloud infrastructure orchestration
IT service desk automation and ticket routing