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Ryan GinsbergAI-Native Operating Partner
How I evaluate the work

Practical workflow guide

Follow one job from completed work to invoice.

Find the hands-on effort, waiting and missing information behind a handoff. Use what you learn to decide whether a process change or system improvement is worth pursuing.

Follow the work

The job is done. What is Finance waiting for?

Explore one illustrative handoff. Select a stage to see the information, owner and next question.

Illustrative job · J-1042

J-1042 / Service visitWork marked complete
Waiting for detail

Complete does not yet mean ready to bill.

Needed
Approved extras, actual time and the client’s purchase order.
Next owner
The coordinator gathers the missing details for Finance.
What to check
How often is the handoff incomplete, and how long does it wait?

Separate time spent chasing information from elapsed waiting. Both matter, but they measure different problems.

1. Choose a clear start and finish.

Start when the team marks a job complete. Finish when an accurate invoice is issued. Identify the people involved in that handoff and ask them to walk through recent cases together.

Include ordinary cases and ones that needed correction. A handful of examples can reveal questions to investigate; it does not establish a reliable business-wide average.

2. Capture what actually happened.

Use existing records where possible and note which details are observed, reported or estimated. Record these fields for each case:

RecordWhat to capture
Start and finishJob completed, ready for invoicing, and accurate invoice issued: the date and time of each event.
Human effortMinutes spent by each person gathering, entering, checking and correcting information.
WaitingWhen the job stopped moving, what was missing, and who or what could unblock it.
CorrectionsWhat was returned or changed, why, and how much extra work it created.
Records and systemsWhere the team found each piece of information and where they copied it next.
ResponsibilityWho owned the next action and whether that was clear to everyone involved.

3. Keep effort and elapsed time separate.

Add the human minutes across the people involved. Record elapsed time separately: waiting two days for a missing job reference does not mean someone worked on it for two days.

Monthly human effort: monthly case volume × mean human minutes per case ÷ 60.

Show the sample size, period and variation behind that mean. Include corrections and exceptions in their actual proportions before extrapolating to the full workload.

A proposed improvement also needs to include the effort that remains: manual cases, review, correction and ongoing upkeep. Recovered hours represent capacity; cash savings require an actual expense to fall.

A shorter interval before invoicing is a separate outcome. Whether cash arrives sooner depends on payment terms and collection behavior as well.

4. Compare practical changes.

Look first at the cause. Missing ownership may call for an agreed handoff. Repeated copying may call for a shared record or integration. Inconsistent inputs may need a clearer capture process before automation is appropriate.

Compare the cost of implementation, ongoing software and maintenance, and the work required from the team. A smaller change or leaving the process alone can be reasonable if the expected benefit is limited.

5. Write a brief the team can decide on.

The problem
Where the work stalls, who it affects and why it matters now.
The evidence
The cases observed, the current effort and elapsed time, and the uncertainties still to check.
The proposed change
The smallest useful improvement, its alternatives, costs and dependencies.
The check
The same measures before and after, with invoice accuracy, completed handoffs and exception handling included.
The owner
Who makes the decision, who operates the changed process and who maintains the system.

Give Operations and Finance a chance to correct the picture before making a commitment. The first useful result is a shared understanding of what happens and what would count as an improvement.

Related client work

One repair record the team could build on.

At Secured Tech, repair details, parts, labor and invoicing were spread across systems. The joint delivery combined the repair foundation with practical developer training.

See the work and the team’s next step.

The case study separates USS’s delivery from the customer portal subsequently built by Secured Tech’s own team.

Read the Secured Tech case study

Make the consequences visible

Start with the work. Show the math.

Volume, human effort, waiting and exceptions tell us where to look. A useful estimate makes its assumptions visible.

Illustrative example

Manual record entry · one month

80 hours

Current human effort

800 records × 6 minutes ÷ 60
52 hours

Modeled effort after the change

Includes manual cases, review and upkeep
28 hours

Potential recovered capacity

Time available for other useful work

This is a scenario, not a client result or a savings promise. Recovered time becomes cash savings only when an actual expense falls. Implementation and software costs still need to be included.

See the assumptions and calculation

Assume 75% of the 800 records are eligible and 80% of those use the new process: 480 records. Each takes 2 human minutes, including review and correction. The other 320 still take 6 minutes. Allow another 4 hours for monthly upkeep.

After: (480 × 2 + 320 × 6) ÷ 60 + 4 = 52 hours.
Difference: 80 − 52 = 28 hours.

In a real engagement, we check the volume, observe the work, include exceptions and compare accepted results. Quality and downstream completion must hold up as effort changes.

Let’s talk

What needs to work better?

What have you inherited, or what keeps getting stuck?

Tell me what is happening, what you have already tried and why it matters now. We’ll talk through the result you need and who will own it with us.

A free 30-minute conversation to identify the problem, separate what we know from what needs checking, and agree a useful next step. You’ll receive a written recap, whether or not we work together.

Included when you choose to email me.