Invert Assist

Invert Assist is an AI-powered analysis interface built specifically for bioprocess teams. Developed by Invert, it transforms fragmented bioprocess data into actionable insight through a simple chat interface—no coding required. It is designed to help scientists and engineers explore experiments, troubleshoot deviations, perform root cause analysis, and scale processes faster by leveraging harmonized, AI-ready data.

At its foundation, Invert Assist addresses a core challenge in bioprocessing: messy, fragmented data that blocks effective AI use. The platform automatically ingests and contextualizes massive time-series datasets in real time, unifying and harmonizing disparate data sources into a reliable, AI-ready state that supports faster and more confident decision-making.

How It Works

1. Select runs: Choose the specific bioprocess runs you want to analyze or compare.
2. Ask a question: Use the natural language chat interface to pose questions such as "What drove yield variance?" or "How should I modify my DOE for the next run?"
3. Take action: Use the AI-generated response to quickly determine and execute the best course of action.

Core Capabilities

• Chat: Interact with harmonized bioprocess data through a simple chat or search interface, enabling instant answers without waiting for data engineering support.
• Compare: Compare runs across batches or scales to identify meaningful differences and similarities.
• Investigate: Dig into deviations and anomalies to understand root causes within your process data.
• Visualize: Generate plots and visual representations to support analysis and communicate findings.
• Trace: Maintain full traceability of all interactions and results for transparency and auditability.

Key Use Cases

• Scale-up: Identify which small-scale runs (e.g., 5 L) best match a larger-scale run (e.g., 200 L) and surface what changed upstream, with supporting plots generated automatically.
• Root cause analysis: Rapidly investigate the drivers behind yield variance or process deviations.
• Cross-batch comparison: Compare performance across multiple batches to identify trends and outliers.
• Next steps guidance: Receive AI-driven recommendations for experiment design modifications and process improvements.

Security, Privacy, and Compliance

• Security: Built with enterprise-grade security and encryption to protect sensitive life-science data.
• Privacy: Model providers do not train on or retain customer data, ensuring data confidentiality.
• Transparency: All interactions and results are fully traceable, supporting auditability and explainability.
• Compliance: Each feature is reviewed for regulatory compliance, meeting the highest standards required for life-science data integrity.

Invert Assist is delivered as a SaaS platform, eliminating the need for costly system integrators and ensuring teams always have access to the latest capabilities without managing upgrades. It is purpose-built for regulated bioprocess environments, including gene therapy, cell therapy, and antibody and protein development workflows.