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 · runs entirely in your browser · your data never leaves your machine

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 on your machine.

The fitter runs entirely in your browser — your measurements are never uploaded, stored, or sent to any server. The only optional network request is the “Compare to literature” feature, which fetches public reference data by target (never your data). For a lab handling sensitive results, that’s 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.