Case study
Why one manager answered over 90% of the questions
An operations audit I performed, before AI was part of the work. The business is anonymized and described broadly so it can't be identified.
What it cost
The exposure, in numbers.
No single line here has a dollar price, so this is an exposure table. Every figure comes from the owners' own words, the team survey or the profit and loss statement, rounded.
The owner's own estimate, for questions from staff and from customers.
One owner did all of it and said invoices sometimes went out a week or two late.
An illustration, not their number. About $850,000 a year of job revenue outside the recurring plans is about $16,000 a week, so invoices going out one to two weeks late leave that much waiting at any time.
About 12% of revenue sat under Uncategorized Expense in the profit and loss. I cannot say what is in it.
About 6% of revenue in the profit and loss, spread across several platforms that passed invoices to each other.
The lowest score in the survey. More than half of the team gave a 1 or a 2.
What the audit found
Seven findings behind the numbers.
One manager held the answers
One of the owners described a long-serving manager as able to answer over 90% of the questions from any staff member or customer. The manager saw the same pattern from his side. He worked across almost every department, outside vendors called him when they could not solve something, and customers asked for him by name. He had tried to train the others and said it never got close to what he hoped.
When something broke he often fixed it himself, because it was faster than explaining it, and he said he was playing catch up more than succeeding. He had never had a formal review. The strength and the risk were the same fact, because everything the team needed lived in one head.
The owners had stepped back and no one owned operations
Both owners were down to a few hours a week, with other businesses to run. One had been under 5 to 10% involved for about two years and fully out of the day to day for five. He said he slowly dropped out of the weekly meetings and that there was no announcement made. The standing meetings with sales and accounts receivable stopped, and calls became as needed.
They agreed they needed someone to own operations, but the role was never defined and months went by. One owner said it himself: they know what to fix and do not have the time or the energy to fix it.
Growth was switched off on purpose, then forgotten
The owners had not run marketing for four or five years. New work came from word of mouth and referrals, and they said they could turn marketing back on whenever they liked. They had not, because they did not trust operations to deliver on more jobs.
One owner wanted at least 20 to 25% growth. He also said they were not pushing, that the business had been left in limbo and was doing fine. Nobody had set a revenue target in a long time, and neither owner had checked the profit margin. Was it 10, 20 or 30%? They did not know.
Follow-up lived in people's memory
When a customer opened a service ticket, they were told they would hear back once it was scheduled. If they did not call a second time, one owner said a ticket could sit for about a month. Sales orders could go a couple of weeks with no confirmation. Customers sometimes found out the person was coming only when they arrived. One owner put it this way: the top problem starts and ends with communication.
A support agent would tell a client they would call back, and there was no CRM to record that they had said so. The help desk tool existed but was used for internal logging, not to keep the customer informed. The one place with a reminder built in was collections. The system emailed the collector when an invoice was 10 days overdue, with a prompt on what to check. Support had nothing like it.
Invoicing sat with one owner because it needed judgment
Hundreds of jobs a month needed to be invoiced. Each invoice meant reviewing the quote against what was actually done, applying deposits, setting up the recurring charge in a separate system and checking sales tax by city in a third. Quantities changed after the quote, some work was under warranty and some was not, and there were pass-through charges. The owner called it gray, not black and white.
They had tried teaching someone else. A lot of wrong invoices went out, and they were underpayments, so he took the work back. He said he sometimes could not get to it that week or the next. He also said 20 to 25 hours a week was the most he could give this business and he would rather give 10.
Almost nothing was written down, and nobody had a scorecard
Collections had written procedures and some automation, and sales had a little. Support and the rest did not. The older how-to videos and instructions were four to six years old. There were no role scorecards, and new hires learned by shadowing a colleague for a few weeks.
The owners knew who was not performing and had chosen to let it ride, because replacing anyone meant months of their own time training the next person. With finance a one-person department, that choice looked safe. It also meant that if someone was out for two weeks, nobody could say exactly how to do their job. The owners wanted a business that could be sold or run hands-off, and a buyer pays for the procedures. Even offboarding had no SOP. When one person left, the team spent hours making sure everything was turned off.
No data, no goals, and a team that was mostly remote
Asked about KPIs, the owners said they had nothing at all. The only numbers they looked at were revenue and cost. Phone and help desk reports existed, but one owner said they were all over the place and when that is true you just do not look at anything. When he said the team was too busy to take on more, I asked how he knew. His answer was that he did not.
The survey of the employees told the same story. Understanding why their own role mattered scored about 4 out of 5. Having the long term vision communicated, regular goal setting and individual KPI targets each scored about 3. The lowest score was regular conversations with a manager about growth and performance, at about 2. People wanted clearer direction and more regular conversations about growth. People liked the flexibility and not being micromanaged, so the commitment was there. The yearly assessments had stopped once the team went remote. One owner could not recall the company vision and said getting it back was step one. The gap was in how the work was run, not in the people.
What we recommended
Seven actions, in this order.
Define what success looks like for revenue, operations and culture, and get both owners saying the same thing to the team.
Hire a head of operations who sits above the day to day, with scheduling, people management and process experience, and let the manager keep the zone he is strongest in.
Announce that the owners are back in the business, and bring back a standing weekly meeting.
Define who owns what, so decisions stop routing to one manager.
Build one view the owners actually read, so they know how busy the team is instead of guessing.
Customer experience comes first, in the owners' own order of priority. Give every open ticket and order one owner and a promised date, so nobody has to call twice.
Documentation comes next. Document the top five workflows, starting with invoicing, give each a named owner, and move invoicing to an admin or automation so it stops sitting with an owner.
Weekly check-ins to surface problems early, an announcement from leadership, and a monthly focus goal.
What I'd automate today
The same audit, with AI doing part of the work.
This section is new. The audit above was an operations audit only. This is what I'd add now that AI tools can carry part of the work.
Promise tracker
When an agent tells a customer they will call back, the call or message turns into a draft task with the customer and a due date. A person confirms it.
Ticket and order nudges
A message to the customer when a ticket or order opens, and a flag to the team when one has gone a few days with no schedule or confirmation.
Invoice drafts
A first draft built from the job record and the quote, with changed quantities, warranty and pass-through charges flagged. The owner reviews each one.
What the manager knows
Each answer the manager gives a colleague or customer is logged and drafted into a short help article for him to approve, so those answers start to live somewhere else.
Weekly owner page
One page, assembled each Monday from the phone and help desk reports the team already produces, with a flag wherever a number has no owner.
Meetings to tasks
The standing meetings get recorded, and each decision becomes a draft task with an owner and a date, for a person to confirm.
Keep the overdue email
The 10 day overdue invoice email already works. Use it as the pattern for the other reminders.
Your version
The $750 audit finds the first three of these in your business and prices each one.
Want this for your business?
The same questions, asked about your work. Fixed price, and you keep everything.