How it works

Around your experiments — not instead of them

AB-Labz doesn't replace your split system. It sits next to it for planning, analysis, monitoring, and archive — connected to the data you already collect.

Infrastructure

Where AB-Labz sits

Three parts. You keep the first. You connect through the second. AB-Labz is the third.

Your side

Split & data

Your app and split system stay as they are — GrowthBook, Statsig, or something you built. Events land in your warehouse, and you prepare an experiment data mart the way you already query other product tables.

Nothing here changes. AB-Labz doesn't touch it.

Bridge

Connect

Push a CSV per experiment on a schedule through the API, or run the self-hosted Runner so files stay on your servers and only aggregates leave. Manual upload is always available on the Solo plan when you need a one-off.

Pick one path. Both feed the same workbench.

AB-Labz

Workbench

This is where the team plans experiments, watches them live, runs analysis, and keeps the archive. Portfolio analytics and digests sit on top of the same cards.

This is the layer you add.

Works with any split system

If your data can be queried with SQL, AB-Labz works with it.

No split system yet?

We recommend GrowthBook — free and open source. We've put together a complete guide to get you from zero to your first experiment.

Read the setup guide

GrowthBook

Statsig

LaunchDarkly

Unleash

PostHog

Firebase A/B

Amplitude

Optimizely

Your own

Inside the platform

How a test moves through the workbench

Split launch stays in your system. Everything around it — planning, monitoring, analysis, archive — stays in AB-Labz.

01 · Hypotheses

Hypotheses

Product, design, or marketing drops an idea onto the board as a hypothesis card — metric, MDE, audience, and owner. The backlog fills without waiting for an analyst to open a ticket.

workbench.ab-labz.com/hypotheses
Backlog 3
Highlight free returns policy at checkout
CR2 +2% UI Checkout
Created 23.07.2026 AN
Test social proof widget on product page
Revenue +3% Product
Created 21.07.2026 AN
Planned 3
Simplify shipping cost display…
Revenue +3% Shipping
Start 01.08.2026 AN

02 · Schedule

Schedule

An analyst picks a card from the backlog, calculates sample size, and parks the test on the Gantt calendar. Overlaps and free traffic are visible before anything launches.

workbench.ab-labz.com/calendar
Planned Active Done
Experiment
01.08
02
03
04
05
06
Simplify shipping…
Active
Guest checkout flow
15d30%
Free returns policy
14d
Social proof widget
21d

03 · Run

Run

You launch the experiment in your split system as usual and link the experiment ID on the card. Data arrives through the API or Runner. SRM, sample progress, and win forecast update on the dashboard without anyone opening a spreadsheet.

workbench.ab-labz.com
Active Experiments
AB Reduce steps in guest checkout flow
✓ SRM
ab-123xpt-ddw
CR Reg +5%
Success forecast 78%
Sample size 6 151 / 20 000
31% collected
Time left 3 days

04 · Analyze

Analyze

When the sample is ready, one click runs the engine. It handles preprocessing, picks the right method for each metric type, and applies FDR where needed. AI writes a structured conclusion from the full experiment context.

workbench.ab-labz.com · Analysis Results
SRM not detected
Traffic distribution matches expected. p-value: 0.5161
Metric
Effect (Δ)
CI
p-value
cr_cart P
0.36 (+0.78%)
±0.21
0.018
cr_purchase P
0.22 (+1.12%)
±0.18
0.031
gmv
+€1.4 (+0.9%)
±1.1
0.142

05 · Archive

Archive

The finished card becomes a searchable archive entry you can share or export. Over time those results feed Portfolio Analytics for the whole program, and digests keep the team in the loop.

workbench.ab-labz.com/archive
Quarter
2026 Q32
2026 Q212
2026 Q18
2025 Q48
Title
Metric
Tags
i New ML model
CR1
ML Math
× Guest checkout flow
CR Reg
Funnel
i Free returns policy
CR2
UI

Start with Solo — connect later

Use the workbench free. Bring in team features and a data connection when you're ready.

Quick start guide