Experimentation capacity planning

Plan experiments like capacity is real.

Most teams have more test ideas than they can run. The real constraint is traffic, development time, release windows and uncertainty about what can safely overlap.

Knomera helps you see the capacity you actually have, use more of it safely, and prepare the right work before the next opportunity passes.

For product, growth and experimentation teams running serious digital programmes.

The planning problem

Your test queue is not your capacity plan.

Experimentation platforms are good at running tests. They are less good at answering what should run next, what can run together and whether the work will be ready in time.

01

Which parts of the business can test at the same time?

02

What is our maximum safe experiment capacity next quarter?

03

Which capacity will sit empty unless we prepare ideas now?

04

Which validated assumptions should we exploit in those lanes?

Knomera turns these from workshop questions into a plan.

What Knomera plans

A clearer view of what can happen next.

Knomera connects the practical constraints that usually live in different spreadsheets, systems and people's heads.

01

Safe parallel testing

See what can run together

Map potential conflicts across audience, page, market, metric, technical scope and customer journey. Where there is a risk, show the practical mitigation, not just a warning.

02

Sample size and duration

Know what a test needs before you build it

Estimate sample size, minimum detectable effect and likely run time from eligible traffic and allocation. Use the same model to work backwards from an available window and understand what size of change it can detect.

03

Capacity by lane

Find the room in your programme

Define non-conflict lanes across your site, app, markets and teams. See the maximum safe capacity in each lane, and where it will be empty.

04

Better prepared work

Have the right idea ready at the right time

Connect your roadmap and validated learnings to upcoming capacity. Identify low, medium and high-effort test candidates that can be ready before the gap closes.

How it works

Start with the programme you already have.

1

Map the work

Bring together your planned and live tests, roadmap, traffic and delivery constraints.

2

Model the capacity

Identify safe lanes, likely test duration and the capacity available over the next quarter.

3

Prepare the next move

Spot open capacity early and decide what is worth getting ready for it.

Knomera works with a single testing platform or a fragmented stack. The problem is the planning, not the tool you use to run the test.

Capacity planning review

A practical starting point for teams that have outgrown the spreadsheet.

The Capacity Planning Review gives your team a clear view of what it can safely run, how long planned tests are likely to take and what should be prepared next.

  • A current experiment and roadmap inventory
  • A view of interaction risk and practical mitigations
  • Sample size, MDE and duration scenarios for planned work
  • Non-conflict lanes and maximum safe capacity
  • Upcoming capacity gaps and suitable test candidates
  • A clear plan for the next quarter

You leave with a usable plan, not a slide deck that gets forgotten.

Make a better plan

The next high-traffic window is already getting closer.

If your team is running experiments regularly, but planning them through a queue, a spreadsheet and best judgement, we should talk.

Approximate experiments run each year

No mailing list. No sales sequence. Just a useful conversation about your programme.