## The Rise of Sciborgs: Transforming How Science Gets Done

Introducing our new series: Sciborg **™** Sessions. See how Sciborgs are fundamentally changing how science gets done.

###### **Tune in live on LinkedIn:**

February 27th \| 11am ET

[Register](https://www.linkedin.com/events/theriseofsciborgs-transformingh7293665082058653698/theater/)

[Tetra workflow\ for biologics characterization](/content/scientific-outcomes/biologics-characterization#w-tabs-1-data-w-pane-0/index.html) [Traditional workflow\ for biologics characterization](/content/scientific-outcomes/biologics-characterization#w-tabs-1-data-w-pane-1/index.html)

### Automated processes

Connect all data sources and targets seamlessly, boosting speed and data quality

### Centralized, enriched data

Find previous results fast with searchable data in the cloud and avoid repeating experiments

### Ready for AI

Model the CQA-CPP relationship to accurately assess risk and identify deviations earlier

### Inaccessible data

Lack of access to historical data hinders the design of characterization studies and selection of CQAs

### Manual contextualization

Manually linking metadata to raw and processed data and to ELN entries is inefficient

### Wasted effort

Late identification of deviations leads to characterizing samples that already failed earlier testing

## Harness your data for CQA identification and monitoring

### Replatform

Collect and centralize data from all instruments and software

### Engineer

Contextualize and harmonize the data for search and analytics/AI

### Analytics

Monitor and trend CQAs with visualization and analytics tools

### AI

Use AI/ML to understand how CPPs impact CQAs, leading to better QC

### How to free your data from isolation

Explore how dispersed scientific data can easily be accessed, enriched, and harmonized for analytics and AI/ML with the Tetra Scientific Data and AI Cloud. This on-demand webinar features multiple case studies.

[Watch webinar](/content/webinar/how-to-free-your-data-from-isolation-learn-why-biopharma-leaders-are-investing-in-the-cloud/index.html)