Measure the work that gets better.

Measure preparation, review effort and output quality before and after deployment. Use comparable work and an agreed standard.

Use this framework to evaluate your own deployment. It contains no forecast of your results or claimed customer ROI.

One workflow. One baseline. The same standard.

Record preparation and review time, accepted work and corrections before deployment. Compare equivalent work afterward. Include implementation and ongoing costs, and separate capacity released from cash savings.

Use the measurement framework ↓

A measurement sheet to start with.

Blank framework, not customer results. Compare the same kind of work, sample size and review standard before and after deployment.

MeasureBeforeAfter
Preparation minutes per outputTo measureTo measure
Review minutes per outputTo measureTo measure
Outputs accepted / outputs reviewedTo measureTo measure
Corrections per outputTo measureTo measure
How to establish the baseline

Baseline first

Without a baseline taken before deployment, every number afterwards is a claim rather than a result.

Take the baseline before anything is switched on

Measure the current state first. How long does the work take, how much time goes into rebuilding context, and how much correction is needed before an output can be used? Without this you have nothing to compare against, and any later number is a claim rather than a result.

Pick one workflow, not the whole function

Measure the workflow you actually deployed. Attributing a quarter's commercial performance to one workflow is not measurement, and experienced buyers discount it immediately.

Agree what good looks like in advance

Decide with the reviewing team what an acceptable output is before the first one is produced. Approval rate only means something if the standard was set independently of the result.

Six measures and what they mean

Six measures worth tracking

Track execution and outcomes, approved volume, approval rate, turnaround, coverage and reviewer time.

Execution and observed outcomes

Count prepared work, approved actions, completed execution and observed outcomes separately. Approval is not proof that an action completed, and a completed action is not proof of a commercial result.

Approved work volume

How many pieces of prepared work your team approved in a period. This is the most direct measure, because approval is a person judging the output good enough to use.

Approval rate

The share of prepared work that gets approved rather than discarded or rewritten. A low rate means the workflow is producing volume rather than value. Track the reason for rejection, not only the count.

Turnaround for the workflow

Track time from trigger to accepted output. For signals-to-leads this may be first useful contact; for proposal preparation it is a review-ready brief; for a handoff it is the receiving team having what it needs.

Coverage

How much relevant work receives the agreed review standard: accounts prepared, meetings briefed or handoffs completed. Record the eligible volume as well as the work completed.

Reviewer time

How long a person spends reviewing and correcting prepared work. If review takes as long as doing the work, the workflow has moved effort rather than reduced it.

Figures that need closer scrutiny

Numbers that do not survive scrutiny

Some figures look convincing in a deck and fail the first serious review.

Vendor supplied benchmarks

A benchmark can provide context, but check its sample, baseline, method and relevance to your workflow. It is not evidence of the return your team will achieve.

Seats deployed and logins

Adoption metrics measure whether people opened the software. They do not measure whether the work it produced was good enough to use.

Revenue attributed to a single workflow

Commercial outcomes in life sciences have long cycles and many causes. Claiming a workflow produced a specific revenue figure is rarely defensible, and it damages credibility with the finance reviewer who checks it.

Time saved, estimated rather than observed

Measure preparation and review time before and after deployment. If you model financial value using an hourly rate, label the assumptions and distinguish capacity released from cash savings.

Measure the value of shared context, too.

The platform proposition is that a new workflow improves the others. Test that proposition against a specific change, using comparable work and the same review standard.

Before another workflow is added

Record how often an existing workflow needs someone to supply missing context, correct an outdated assumption or reconstruct an earlier decision.

After its context becomes available

Check those same outputs for completeness, correction effort and handoff delays. Record what changed and other factors that may have contributed.

For example, assess whether meeting preparation needs less manual correction after a debrief workflow begins contributing customer priorities. This is a measurement example, not a claim of observed results.

Questions buyers ask

How should life sciences commercial teams measure AI workflow ROI?

Baseline preparation, context rebuilding, review effort, turnaround, rework and quality before deployment. Compare the same workflow after launch. Include implementation and ongoing costs; distinguish time released from cash savings.

What should we baseline before starting?

Preparation time, review effort, handoff delay, rework and the volume of work completed today. Agree what an acceptable output looks like before the first one is produced.

Why not measure revenue directly?

Commercial cycles in life sciences are long and have many contributing causes. Attributing revenue to one workflow is rarely defensible under scrutiny, and a claim that does not survive the finance review costs more credibility than it gains.

Does LuminOne publish ROI benchmarks?

This page provides a measurement method, not a benchmark or promised return. Assess a proposed workflow against your own baseline, costs and acceptance criteria.

Your next step

Make the evaluation part of the engagement.

A useful plan names the owner, review standard and baseline before work begins. See how these fit into the relationship.

See how we work together