AI & Operations Advisory
Case Study

Owner Buried in Admin Instead of Growing the Business

How a Newcastle-based healthcare IT company replaced hours of daily manual admin with four AI-powered systems — saving 80% of admin time and an estimated £55,000 per year.

Healthcare IT 10-Person Team AI Strategy + Process Automation

The owner of a healthcare IT company in Newcastle was spending the majority of each working day on admin. Tracking client emails manually, updating project statuses in spreadsheets, chasing tasks across the team, managing individual client requests from memory, and monitoring a prospect pipeline with no CRM. The business was growing, but the owner had become the bottleneck — trapped doing admin instead of selling and delivering. We mapped every admin workflow, built four AI-powered systems to handle the bulk of it, and gave the owner back most of their day.

80%
Reduction in daily admin time
£55K
Estimated annual savings
4
AI systems built and deployed

The Starting Point

Operational Reality

The company provides medical record scanning, clinical data summarisation, and records management services for GP practices. With a growing client base and a small team, the owner was personally handling most of the operational coordination.

A typical day looked like this: open the inbox first thing, manually sort through dozens of client emails to identify what needed action. Update a spreadsheet-based project tracker with status changes. Chase team members for task updates. Respond to individual client requests that came in through email, phone, and sometimes text. Then check through the prospect pipeline — kept in the owner’s head and a few scattered notes — to figure out who needed a follow-up.

There was no CRM. No automated email routing. No structured quote or invoice tracking. Everything ran through one person, and that person was also meant to be growing the business.

What Was at Stake

  • The owner was spending 4-5 hours daily on admin that added no revenue.
  • Prospect follow-ups were being missed because pipeline tracking was informal.
  • Client requests were handled reactively, with no system to ensure nothing fell through the cracks.
  • Invoicing was inconsistent — payments were delayed because invoices went out late or missed entirely.
  • The business could not scale beyond the owner’s personal bandwidth.

Objectives

Four outcomes were agreed before we started:

What We Set Out to Achieve

1
Eliminate email chaos. Build a system that categorises, prioritises, and routes inbound emails automatically — so the owner only sees what actually needs their attention.
2
Automate the quote-to-invoice cycle. Replace manual quote creation and invoice tracking with systems that generate, send, and chase automatically.
3
Build a real pipeline. Create a CRM and prospect tracker so follow-ups happen on schedule instead of from memory.
4
Give the owner their day back. Reduce daily admin to under an hour so the owner can focus on business development and client relationships.

What We Delivered

We built four systems across a single engagement. Each one targeted a specific admin bottleneck that was consuming the owner’s time.

Email Triage System

  • Categorises inbound emails by client and urgency
  • Routes routine messages to the right team member
  • Surfaces only action-required items to the owner
  • Flags overdue or escalated client communications

Quote Generator

  • Generates quotes from job specifications
  • Applies correct pricing based on service type and volume
  • Outputs formatted documents ready to send
  • Tracks quote status from sent to accepted to invoiced

Invoice Tracker

  • Monitors payment stages for every active job
  • Flags overdue invoices automatically
  • Tracks multi-instalment payment schedules
  • Surfaces cash flow visibility the business never had

Prospect Research Agent

  • Identifies potential clients matching the company’s ideal profile
  • Generates practice briefs with key contact information
  • Feeds directly into the CRM pipeline
  • Replaces hours of manual prospecting research

CRM and Pipeline

Alongside the four systems, we built a CRM that replaced the informal pipeline tracking. Every prospect, every touchpoint, every follow-up date is now structured and visible. The owner can see at a glance what needs attention today without checking email, spreadsheets, or memory.

Our Approach

Engagement Timeline

1
Discovery (Days 1-2). Mapped every admin workflow the owner touched daily. Quantified hours spent on each. Identified the four highest-impact automation targets.
2
Design (Days 3-5). Designed each system’s logic, data model, and integration points. Confirmed requirements with the owner before building.
3
Build (Days 6-14). Built all four systems plus the CRM. Tested against real client data and real email traffic. Iterated based on the owner’s feedback.
4
Deploy and Train (Days 15-18). Deployed into the live environment. Trained the owner and team on daily usage. Documented SOPs for each system. Confirmed handover.

Outcomes

80% Less Admin

The owner went from 4-5 hours of daily admin to under an hour. Email triage, quote generation, invoice chasing, and prospect research now happen automatically.

Measured

£55,000 Annual Savings

The combined value of automated admin time, faster invoicing (reducing payment delays), and eliminated need for an additional admin hire.

Estimated

Pipeline Visibility

For the first time, the business has a structured view of every prospect, their stage, and the next action. Follow-ups happen on schedule, not from memory.

Delivered

Owner Freed to Sell

With admin handled, the owner redirected recovered time toward business development and client relationships — the work that actually grows revenue.

Delivered

What Made It Work

  • We started with the owner’s day, not a technology wishlist. The engagement began by mapping how the owner actually spent their time. That determined what to build, not the other way around.
  • We built for adoption, not for show. Every system was tested against real data and iterated with the owner before handover. No demo-only features.
  • We kept it practical. Four targeted systems that each solve one specific problem. No overengineered platform, no 12-month roadmap. Just working tools that save time from day one.

What Comes Next

The business moved onto a strategic advisory retainer to continue building on the foundation. The next priorities include:

  • Expanding the email triage system to handle more complex routing logic as the team grows.
  • Adding automated reporting to surface operational trends the owner can act on weekly.
  • Connecting the CRM to outbound outreach tools for proactive pipeline building.

Spending Too Much Time on Admin?

If the owner of your business is stuck doing work that AI could handle, we can help. Our AI Profit Finder identifies £25,000+ in savings in 5 days — or it is free.

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