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More than 10x ROI in R&D performance

Antheia, a commercial-stage biotechnology company, realized it was wasting time chasing false positives and failing to recognize real signals in their processes. R2DIO helped Antheia capture critical sample preparation and analysis data to complement its instrument data.

With the improved data quality, R2DIO diagnosed and remediated noise in Antheia’s workflow, resulting in much more reliable insights in an eight week project.

Problem

Noisy data meant wasted time
Antheia’s strain performance and fermentation titers had been steadily improving, but closer inspection revealed that their team had been spending a great deal of their time chasing false positives due to noisy data.

Approach

Diagnose the data quality of the current workflow
R2DIO first reviewed Antheia's workflow to identify areas to improve for data quality and capture.
Capture critical data and remediate the quality issues
Using ProPlatform, Antheia was able to capture and contextualize sample preparation and analysis data with instrument data.
Improve process performance metrics and reduce process noise
With the improved data quality, Antheia was able to enhance its performance metrics to identify and fix sources of process variation.

Results

More than 10x increase on R&D return on investment (ROI)
Measured as "reliable insights per dollar or day invested", Antheia greatly improved the efficiency of its workflow.
Improved business outcomes without hiring or new equipment
In 8 weeks, Antheia was able to operate a vastly improved workflow with the same team and equipment

Placeholder case study

Antheia, a commercial-stage biotechnology company, realized it was wasting time chasing false positives and failing to recognize real signals in their processes. R2DIO helped Antheia capture critical sample preparation and analysis data to complement its instrument data.

With the improved data quality, R2DIO diagnosed and remediated noise in Antheia’s workflow, resulting in much more reliable insights in an eight week project.

Problem

Noisy data meant wasted time
Antheia’s strain performance and fermentation titers had been steadily improving, but closer inspection revealed that their team had been spending a great deal of their time chasing false positives due to noisy data.

Approach

Diagnose the data quality of the current workflow
R2DIO first reviewed Antheia's workflow to identify areas to improve for data quality and capture.
Capture critical data and remediate the quality issues
Using ProPlatform, Antheia was able to capture and contextualize sample preparation and analysis data with instrument data.
Improve process performance metrics and reduce process noise
With the improved data quality, Antheia was able to enhance its performance metrics to identify and fix sources of process variation.

Results

More than 10x increase on R&D return on investment (ROI)
Measured as "reliable insights per dollar or day invested", Antheia greatly improved the efficiency of its workflow.
Improved business outcomes without hiring or new equipment
In 8 weeks, Antheia was able to operate a vastly improved workflow with the same team and equipment

Placeholder case study 2

Antheia, a commercial-stage biotechnology company, realized it was wasting time chasing false positives and failing to recognize real signals in their processes. R2DIO helped Antheia capture critical sample preparation and analysis data to complement its instrument data.

With the improved data quality, R2DIO diagnosed and remediated noise in Antheia’s workflow, resulting in much more reliable insights in an eight week project.

Problem

Noisy data meant wasted time
Antheia’s strain performance and fermentation titers had been steadily improving, but closer inspection revealed that their team had been spending a great deal of their time chasing false positives due to noisy data.

Approach

Diagnose the data quality of the current workflow
R2DIO first reviewed Antheia's workflow to identify areas to improve for data quality and capture.
Capture critical data and remediate the quality issues
Using ProPlatform, Antheia was able to capture and contextualize sample preparation and analysis data with instrument data.
Improve process performance metrics and reduce process noise
With the improved data quality, Antheia was able to enhance its performance metrics to identify and fix sources of process variation.

Results

More than 10x increase on R&D return on investment (ROI)
Measured as "reliable insights per dollar or day invested", Antheia greatly improved the efficiency of its workflow.
Improved business outcomes without hiring or new equipment
In 8 weeks, Antheia was able to operate a vastly improved workflow with the same team and equipment

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