AI agents

BioRaptor AI Agents help bioprocessing teams uncover what drives process outcomes automatically and without bias.

Agents run background analyses that explore your entire bioprocess dataset to identify which parameters influence a specific outcome, such as viable cell density, yield, or a critical quality attribute. Instead of manually combing through spreadsheets or starting with assumptions, BioRaptor AI Agents let the data surface the signal.

By continuously analyzing historical runs across upstream, downstream, and supporting process steps, Agents reveal influential parameters and combinations that would otherwise remain hidden. Teams get a data-driven starting point for investigation and optimization without needing to predefine hypotheses or manually stitch data together.

In this example, the agent revealed relationships between viable cell density, agitation, glucose, lactate, and DO levels, - information that could have taken days or even weeks to figure out.

How AI Agent works

• Select a target outcome 
• Analyze all runs within a project
• Evaluate time-series data, offline assays, operational parameters, and metadata together
• Explore individual parameters and parameter combinations automatically
• Run continuously in the background on long-running datasets
• Stream ranked results as influential factors are identified
• Surface data-driven signals without predefined hypotheses

Watch Agents in action

See how an Agent identifies which process parameters influence viable cell density across multiple production runs, and how insights emerge without manual analysis or guesswork.

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BioRaptor Agents remove the need to sift through endless plots, spreadsheets, and dashboards just to form a hypothesis. Instead of guessing where to look, teams can focus immediately on the parameters that matter most.

With Agents, BioRaptor helps bioprocessing teams move faster, reduce bias, and turn complex datasets into actionable insight automatically.

Book a demo to see Agents in action and discover what your data has been trying to tell you.

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