The Verity Panel Builder combines AI-assisted panel design with real-world feedback from immunologists — so every panel generated is informed by the collective experience of the scientists who came before.
Build a panel →Designing a multicolor flow cytometry panel is one of the most technically demanding tasks in immunology. Fluorochrome conflicts, spectral spillover, antigen density mismatches, tissue-specific autofluorescence — getting it right requires experience that takes years to accumulate and is rarely written down in one place.
The Panel Builder draws on a detailed, curated knowledge base — spectral conflict rules, validated clone recommendations, OMIP reference panels — and applies it through Claude, Anthropic's AI model, to generate optimized panel recommendations in seconds. It handles any conventional or spectral instrument configuration and flags potential problems before they become failed experiments.
Validated clones ranked by literature usage, with catalog numbers and pricing pulled on demand. Covers BioLegend, BD, Thermo, and Miltenyi.
One click generates a ready-to-send order sheet with catalog numbers, list prices, and pack sizes for every reagent in your panel.
See which populations your panel can resolve — with marker expression patterns mapped across T cells, macrophages, DCs, neutrophils, and more.
The tool is designed around a simple idea: immunologists who run panels every day know things that aren't in any textbook. When a recommendation doesn't match real-world experience, that correction is worth preserving — not just for the person who made it, but for every scientist who builds a similar panel afterward.
Submissions are reviewed by an AI validator for scientific accuracy before entering the shared pool — so the knowledge base stays clean as it grows. No account required. The corrections you contribute stay in the system and keep working indefinitely.
The Panel Builder was built by Anthony Desbien, PhD — an immunologist with over 15 years of experience across IDRI, Aduro Biotech, and Tizona Therapeutics, where he worked on innate immunity, myeloid biology, and translational IO programs. The tool grew out of a simple frustration: designing panels from scratch is time-consuming, the rules are scattered across vendor guides and papers, and institutional knowledge walks out the door when scientists move on.
As the database of real-world corrections grows, the recommendations improve — for mouse lung panels, for human PBMC, for tumor microenvironments, for every tissue and species combination that scientists submit. The goal is a tool that gets meaningfully better the more it's used, and that remains useful to everyone in the field.
No account, no setup. Select your species, tissue, and cytometer — and have a validated panel recommendation in under a minute.
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