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AI Adoption4 min read

How a Toronto Accounting Firm Saved 15 Hours per Week with AI

By Anton Kuznetsov

S&T Accounting is a mid-sized accounting firm based in Toronto, serving small business clients across the GTA. Like many professional services firms, they were intrigued by AI but unsure where to start — and worried about data privacy with client financial information.

The Challenge

The S&T team was spending significant time on:

  • Drafting client communications and engagement letters
  • Summarizing financial statements for client meetings
  • Manually categorizing and routing client document submissions
  • Internal knowledge management (finding the right precedents and templates)

Their biggest concern was using any AI tool that might expose sensitive client data. They needed a solution that was both productive and compliant.

The Approach

S&T engaged Cloud Forces through the CDAP program, which funded the initial AI readiness assessment and adoption plan. The engagement covered:

Phase 1: AI Readiness Assessment

We audited S&T's workflows, data classification, and current Microsoft 365 environment. The assessment identified that the firm was already 80% of the way to AI-ready — they had well-structured data and consistent processes.

Phase 2: Secure AI Deployment

Rather than using consumer AI tools, we configured Microsoft 365 Copilot within S&T's existing Microsoft 365 tenant. This kept all AI processing within their existing data governance boundary — no client data leaving their environment.

Phase 3: Workflow-Specific Training

We ran role-specific training sessions for partners, managers, and staff — not generic AI literacy, but hands-on practice with the specific tasks they do every day.

The Results

After 90 days:

MetricBeforeAfter
Time drafting client emails~6 hrs/week~1.5 hrs/week
Meeting prep (summarizing financials)~4 hrs/week~30 min/week
Internal document search~3 hrs/week~30 min/week
Engagement letter drafting~2 hrs/week~20 min/week
**Total time saved****~15 hrs/week**

At an average billing rate of $150/hour, that's roughly $2,250/week in recaptured capacity — either returned to clients as faster service or converted into additional billable work.

Ivan Semenov, Partner at S&T Accounting:

"We were skeptical that AI could work in an environment where data privacy is non-negotiable. Cloud Forces showed us how to do it safely — and the productivity gains have been better than we expected."

Key Lessons

1. Start with what you already have. S&T didn't need new software — they needed help unlocking what was already in their Microsoft 365 subscription.

2. Data governance comes first. Understanding where your data lives and how AI tools handle it isn't optional — it's prerequisite.

3. Role-specific training beats generic AI literacy. Showing an accountant exactly how to use Copilot to summarize a P&L is more valuable than a general introduction to AI.


If you're a professional services firm curious about what AI adoption could look like for your practice, our AI Adoption Advisory starts with the same kind of assessment we did for S&T. Book a free consultation to get started.

Anton Kuznetsov
Founder & Principal Engineer

Anton Kuznetsov is the founder and principal engineer of Cloud Forces, the Toronto firm he started in 2018 to make custom software and AI practical and affordable for Canadian SMEs. He works hands-on across application development, cloud architecture, and the production systems Cloud Forces runs for its clients.

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