Potency assays,
done right — in your browser.

Built for cell & gene therapy and biologics potency. Paste your curves → relative potency with a Fieller CI, equivalence-based parallelism (USP <1032>), 4PL fits with real covariance confidence intervals, and a Certificate of Analysis — no install, no upload, flat-rate.

Free to try · fits entirely in your browser · nothing you fit is uploaded on its own

0 50 100 0.1 1 10 100 dose (µM) · log scale published range EC50

Live output: 4PL fit · 95% CI band · EC50 marker · published-potency overlay from ChEMBL.

Why DoseFit

The rigor of a bioassay-stats package, the speed of a web page.

Most fitters give you a number and a line. DoseFit gives you the number, how sure it is, and — for potency — relative potency and parallelism the way a regulator expects it. In the browser, flat-rate.

Relative potency & parallelism

Joint common-shape fits, relative potency with a Fieller CI, and equivalence-based parallelism (USP <1032>/<1034>) — the modern method, not the over-sensitive F-test. Compare CAR-T constructs or lots the way a reviewer expects.

Rigor built in

Parameter-covariance confidence intervals (Prism/R-standard, not optimistic), constrainable plateaus, and honest warnings when your EC50 is an extrapolation — with a residual-bootstrap cross-check.

Report & figures

One-click Certificate of Analysis (print to PDF) with results, QC verdict and method — plus publication-ready 2× PNG or vector SVG with the confidence band and EC50 marker.

Compare to literature

Overlay the published potency distribution for a target (live from ChEMBL) and see exactly where your compound lands. And no install — it runs on any laptop or phone.

How it works

Three steps, no manual.

STEP 01

Paste your data

One dose, response per line — comma, space, or tab separated. Pick your dose unit.

10, 5 100, 38 1000, 93
STEP 02

Fit instantly

Get EC50 / IC50, Hill slope, plateaus and R² — each with a 95% confidence interval and a shaded band, computed right in the browser.

STEP 03

Potency, compare & export

Pick a reference to get relative potency + parallelism, overlay the published range from ChEMBL, then download a CoA or a publication-ready PNG / SVG. Read the guide →

Your data stays in your browser.

The fitter runs entirely in your browser — the data you paste and fit is never uploaded on its own. A few features use the network only when you choose them: ChEMBL comparison (sends just a target ID), AI-interpret (opt-in), and cloud save (Pro). For a lab handling sensitive results, that default is the point. Read the privacy note →

Built for

People who run dose-response & potency assays.

Cell & gene therapy potency · CAR-T, vectors
Biologics & vaccine QC · relative potency
CDMOs & contract labs
Pharmacology · EC50 / IC50 / Ki
Cannabis potency · one vertical
Anyone tired of per-analysis pricing
Pricing

Start free. Grow into a system of record.

The fitter is free, forever. Paid tiers add accounts, saved methods, and compliant reporting as your lab needs them.

Available now

Fitter

Free

The full browser tool.

  • 4PL fits + covariance CIs
  • Relative potency + parallelism (Fieller)
  • Constrained plateaus & QC warnings
  • CoA + PNG / SVG export
Open the fitter
In development

Compliance

Custom

For regulated labs.

  • Everything in Pro
  • Append-only audit trail
  • E-signatures & roles
  • Validated-method workflow
Talk to us

Fit your first curve in about ten seconds.

No sign-up. Load an example or paste your own data.