How TrLook Consulting tripled the number of client projects each specialist can lead

For every new client, the first job was an expedition. A specialist had to chase figures through accounting systems, bank records, spreadsheets, email threads, messenger conversations, and shared folders, then request anything that was still missing. Only after collecting, cleaning, and reconciling those inputs could the actual financial work begin.

TrLook could not solve that by forcing clients into a standard stack. The value of the service is meeting each business where it is. But that also meant one specialist was doing the same low-leverage collection work over and over before getting to any analysis.

Now, Numerus agents plug into the systems, messengers, inboxes, and files a client already uses. They gather the inputs, clean and structure the data, and prepare the factual report and model. That gives the specialist a solid starting point for the client conversation instead of a list of files to collect.

Before the change, a specialist could rarely lead more than one client project well. Adding a client meant finding another experienced finance professional in a tight market, because the first part of every engagement consumed so much of the team's capacity. TrLook's growth was gated by hiring.

Once agents took over the repetitive collection and preparation, that constraint disappeared. The same specialists can now lead three or more engagements instead of one - without turning every client conversation into a rushed status update.

At first, the team was sceptical about the quality of work AI agents could do. The output had to be reliable enough to use in a client project. Otherwise, the specialist would still need to redo the work by hand, and the agent would not save any time.

During the one-week onboarding, the Numerus team worked with TrLook on the tasks its specialists were already doing: collecting data, preparing reports, and building financial models. The team learned how to set up agents for this work and how to check the results. By the end of the week, employees were building agents themselves.

This changed how the team handles routine work. If a task would take ten minutes by hand, employees often ask an agent to do it instead. They also build agents for small, recurring tasks as they appear. Numerus is now one of the main tools TrLook uses across client projects.

If every new client starts with a week of chasing files, hiring is only treating the symptom. Start with the work that repeats: where the data lives, what has to be requested, what gets cleaned, and what gets reconciled. Automate that layer first, then let your people spend their time on the trade-offs and decisions only they can make.