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Aggregator.


Centralize what matters.


Aggregator connects every data point generated throughout your Cell Line Development campaign into one continuous clone story. From Day 0 single-cell dispensing to imaging, growth, viability and productivity, Aggregator keeps every signal connected to the same well and the same clone.

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Centralize Your CLD Workflow.


Your CLD workflow generates data everywhere. Aggregator brings it together.

Dispensing data, images, growth curves, viability, titers, and assay results are created by different instruments at different time points—yet they all describe the same clones.

Instead of reconstructing clone histories across scattered files and folders, Aggregator automatically organizes your entire campaign around the biological identity of each clone.

One cockpit for your entire campaign.


See every plate. Understand every clone.

Navigate seamlessly from global campaign metrics down to individual wells to instantly access the complete history of each candidate:

  • Interactive Campaign View: Monitor and compare plates across your entire experiment from a single interface.
  • 360-Degree Clone Profile: View Day 0 dispensing evidence, plate images, growth trajectories, viability, and productivity in one place.
  • Persistent Biological Identity: Ensure every measurement stays permanently linked to its well and clone context.​​​

Turn your data into actionable insights.


Analyze. Confirm monoclonality. Predict growth. Rank clones early.

Aggregator delivers analytical tools designed to help you make confident clone-selection decisions directly from your campaign data:

  • Monoclonal Confidence Score: Build confidence at Day 0 by combining impedance dispensing evidence with clone data for clear, traceable monoclonality proof.
  • Growth Predictor Index: Estimate growth potential using early cellular data rather than waiting for full growth curves, allowing you to rank promising clones earlier.

Confirm monoclonality → Predict growth → Rank clones → Focus resources

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AI-Ready Data & Cross-Campaign Knowledge


From fragmented files to reusable intelligence.

Aggregator converts heterogeneous experimental outputs into a normalized, structured dataset connected by Campaign → Plate → Well → Clone → Timepoint → Outcome.

  • Cross-Campaign Learning: Compare cell lines, workflows, and conditions across past campaigns to identify recurring patterns and optimize future runs.
  • Structured Exports: Export clean, contextualized data ready for LIMS integration, advanced analytics, or machine-learning pipelines.
  • Custom ML Predictors (Add-on): Need custom predictive models tailored to your specific process? SEED Bio builds custom ML predictors trained on your campaign data to target your exact objectives.



Make every campaign part of your process knowledge. 

Stop managing files. Start managing clone intelligence.


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