Case study INTERNAL TOOLING

An internal copilot for an ops team.

A 12-person operations team was capped by manual work. We built a custom assistant wired into their tools and data that drafts, summarizes, and automates the busywork — giving a small team the throughput of a much larger one.

Client
Scale-up operations team
Industry
Logistics & ops
Timeline
8 weeks
Our role
Product · Eng · Integrations
Effective team output
22 hrs
Saved per person / week
14
Tools connected
THE CHALLENGE

A great team stuck doing low-value work

The operations team were the glue of the business — but most of their day went to mechanical work: stitching together data from a dozen tools, writing the same status updates, chasing information across systems that didn't talk to each other.

They didn't need more headcount. They needed their existing people freed from the busywork so they could do the judgement-heavy work only humans can.

THE APPROACH

A copilot that lives in their stack

Generic chatbots don't know your business. So we built an assistant wired directly into the team's real tools and data — their CRM, ticketing, spreadsheets, and internal databases — with permissioned, auditable access.

We co-designed it with the team, automating the specific workflows they hated most rather than guessing. Every action it takes is logged and reversible, so trust was earned from day one.

WHAT WE BUILT

The system

  • A copilot connected to 14 internal tools through a permissioned, auditable integration layer.
  • Workflow automations for the team's highest-frequency tasks — status reports, data pulls, handoffs.
  • Natural-language access to data spread across systems, with answers grounded in live records.
  • Action logging and approvals so every automated step is traceable and reversible.
  • A feedback loop that turns the team's corrections into better behaviour over time.

"It's like we hired five people who never get tired of the boring stuff. The team finally spends its time on the work that actually moves the needle."

— Director of Operations
THE RESULTS

Same team, five times the reach

The copilot saved roughly 22 hours per person each week and lifted the team's effective output around fivefold — without a single new hire. Work that used to slip through the cracks now gets done consistently.

Most importantly, the people stayed: morale rose as the team stopped doing work they dreaded and started doing work they were hired for.

THE TOOLKIT

Built with

ClaudeTypeScriptNext.jsPythonPostgreSQLVercelDocker

Your team is better than its busywork.

If your people spend their days stitching tools together, a copilot can give you that time back. Let's find the workflows worth automating.