The Missing Layer
The Challenge
In traditional cell line development workflows, data is fragmented across multiple instruments, file formats (.CSV, .TIF, .XLSX, .JSON), and time points.
The Consequence: Reconstructing a clone’s history requires manual effort and lacks a shared decision context. Without early insights, carrying forward unviable wells increases costs in media, incubator space, and assay time.
The Aggregator Solution
Aggregator doesn’t replace your workflow—it connects it.
From Dispensing to Intelligence: Keep every signal (impedance, images, growth curves, titers) linked to a single, persistent biological identity (Well/Clone).
Key Capabilities
Centralized Cockpit
Inspect the full campaign landscape and make informed decisions at both the plate and well levels.
- Interactive Plate Map: Rapid visual triage across 96-well plates.
- 360-Degree Clone Profile: Instant access to Day 0 monoclonality proof, plate images, growth trajectory, and viability metrics.
- Selection Filters: Focus resources on high-potential clones and filter out non-viable candidates early.
Clone Skimming
- Rank at Day 0: Evaluate and prioritize clones early using the Monoclonal Confidence Score (MCS) and Growth Predictor Index.
- Rank Early, Spend Later: Categorize clones (Keep / Review / Skim) to reduce waste, increase focus, and accelerate decision-making cycles.
AI-Ready & Normalized Data
- One-Click Export: Deliver standardized, structured, and fully contextualized data files directly to your analytics tools, LIMS, or AI models (OpenAI, Google, Microsoft, Anthropic, Meta).
Cross-Campaign Intelligence
- Turn Data into Process Knowledge: Compare performance across different campaigns and cell lines to identify recurring patterns and standardize optimal workflows.
Custom ML Predictors Add-On
Your cells. Our experience. Your custom ML predictor built for you.
For teams looking to unlock deeper predictive insight:
- Proven Foundation: Trained and validated across 1,000+ CLD campaigns and diverse cell lines.
- Tailored Models: Custom ML models developed specifically for your cell lines, processes, and targets.
- Private by Design: Complete data and model confidentiality with clearly defined IP boundaries.
Commercial Value
01. Connected CLD: A unified campaign view across all instruments and time points.
02. Clone Skimming: Prioritize earlier and focus valuable resources where they matter most.
03. AI-Ready Data: Structured, contextualized outputs optimized for advanced analytics and AI.
04. One Clone Story: Track complete biological history from Day 0 dispensing to final productivity.
05. Cross-Campaign: Convert empirical experience into reusable, scalable process knowledge.