03 / LIFE SCIENCE RESEARCH

Flow cytometry research workspace

FlowAIQ

Make cell populations easier to explore.

FlowAIQ brings flow cytometry data into one research workspace. Upload a sample, visualize FSC/SSC distributions, extract population morphology features and inspect an exploratory stem cell score alongside model limitations.

Open FlowAIQ Explore capabilities
FlowAIQ product illustration
FSC / SSC / GMM
RESEARCH USE ONLY

CELL MORPHOLOGY / DISTRIBUTION

Two cell populations, two distribution shapes.

Compare cells in suspension with illustrative scatter plots and three-dimensional Gaussian density surfaces.

Cells in suspension

Conceptual microscopy illustration of similarly sized, rounded cells floating separately in suspension.

Uniform & rounded

Similarly sized, plump cells with smooth outlines, dispersed individually in suspension.

Scatter & Gaussian density
Simulated FSC and SSC scatter plot with a compact cloud, beside a three-dimensional Gaussian with a narrow, rounded peak. Axes match the dispersed example.

A compact, rounded peak

A tight scatter cloud corresponds to a narrow Gaussian with a tall, smoothly rounded peak.

Cells in suspension

Conceptual microscopy illustration of cells with varied sizes, deflated irregular outlines and small adherent clusters in suspension.

Irregular & varied

Cells of different sizes, with flattened or indented outlines and some small adherent clusters.

Scatter & Gaussian density
Simulated FSC and SSC scatter plot with a dispersed cloud, beside a three-dimensional Gaussian with a broad, low peak. Axes match the compact example.

A broad, flatter surface

A wider scatter cloud corresponds to a more spread-out Gaussian with a lower, flatter peak.

Conceptual illustration. Cell images are AI-generated; scatter points and density surfaces are simulated with shared axis scales (a.u. = arbitrary units). Morphology and scattering patterns do not have a one-to-one relationship, and these examples do not indicate cell quality or a FlowAIQ score.

PRODUCT / CAPABILITIES

From sample upload to research review

01

Flexible sample import

Upload CSV, TSV or TXT files with automatic FSC-H and SSC-H recognition, including common channel aliases and input quality checks.

02

FSC/SSC visualization

Explore scatter plots with two Gaussian mixture components shown as distinct populations.

03

Population features

Review 14 GMM parameters describing component weights, means and covariance, together with the Dmix summary metric.

04

Exploratory scoring

Inspect outputs from a reconstructed model alongside its status and method warnings. Current weights still require independent external validation.

05

Controlled workspace access

Sign in with an email account, with separate super administrator, administrator and user roles and an account management dashboard.

06

Data-conscious analysis

The default analysis service processes uploads in memory without retaining uploaded files, event points or analysis results. Account and session records are stored separately.

WORKFLOW / RESEARCH

See the data behind each output

Follow the sample from channel recognition through population modeling to feature and score review. Input quality checks, model status and method warnings stay alongside the results, while a synthetic example lets researchers explore the workflow.

Upload a sample or load a synthetic example
Inspect FSC/SSC populations and 14 features
Review the score, model status and warnings

RESEARCH / LIMITATIONS

Built for research, with clear limits

FlowAIQ is a research prototype. Its current model was reconstructed using 110 samples; it is not the original authors’ model and has not undergone independent external validation. It must not be used for clinical diagnosis, treatment decisions or cell product release.