How a Toronto Accounting Firm Saved 15 Hours per Week with AI
January 5, 2024
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:
| Metric | Before | After |
|---|---|---|
| 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.
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