The verdict in three sentences
An AI site meeting minutes tool pays off once a general contractor runs 5 or more project or site managers. As a 2026 estimate in Toronto, a custom build costs CAD 22,000 to 52,000, with CAD 0.75 to 3 of API cost per meeting, delivered in 6 to 10 weeks. The measured gain is 3 hours per week per manager, with minutes issued the same day instead of 3 days later.
Why site minutes are so expensive
Take a 120-person general contractor in the GTA running a mid-rise residential project in Etobicoke, a school addition in Mississauga and an office fit-out downtown. Each project manager chairs a weekly coordination meeting per site, takes handwritten notes, then writes the minutes at night or on Friday: progress by trade, deficiencies, decisions, action items with owner and due date, safety items.
Minutes are a contractual record. A missed architect decision or an undocumented mechanical delay comes back at delay-claim or change-order time. Yet minutes are written late, under pressure, and circulated 2 to 3 days after the meeting.
| Metric | Manual minutes | With AI tool (2026 estimate) |
|---|---|---|
| Writing time per meeting | 75 to 90 min | 15 to 20 min review |
| Hours per manager per week | 4 h | 1 h |
| Time to distribution | 2 to 3 days | Same day |
| Action items with owner and date | 60 to 70 % | Over 95 % |
| Searchable history by trade | Scattered Word files | Single searchable base |
| Variable cost per meeting | CAD 0 | CAD 0.75 to 3 API |
What the tool does, step by step
Capture. The manager records on a phone or a conference mic on the site trailer table. Meetings of 45 to 90 minutes are transcribed with speaker separation, even in noisy settings, at a 5 to 10 % error rate on technical terms once the glossary is set (HVAC, RFI, submittals, substantial completion).
Structuring. The model files each exchange by trade (concrete, framing, electrical, mechanical) and by attendee, extracts decisions, deficiencies and actions, and carries over open items from the previous meeting.
Review. The manager edits a draft in the company template in 15 minutes and approves it.
Distribution. Minutes go out as PDF to subcontractors, consultants and the owner with read receipts, and action items feed a per-project tracker.
| Cost item | 2026 range (CAD, excl. HST) | Note |
|---|---|---|
| Scoping, minutes template, trade glossary | 3,000 to 6,000 | Workshops with 2 or 3 managers |
| Transcription and speaker separation | 4,500 to 10,500 | Market API integration |
| AI structuring by trade and attendee | 7,500 to 18,000 | Core of the project |
| Mobile capture and review app | 4,500 to 10,500 | Offline then sync |
| Distribution, action tracking, archiving | 3,000 to 7,500 | Links to Procore or document system |
| API per meeting | 0.75 to 3 | Meeting length and output size |
A generic note-taker at CAD 25 to 45 per user per month does part of the job, but it does not know your trades, your template or how to carry open items week to week. For a tool built around your projects, see our custom web applications and AI for business services.
Rules to set before launch
Recording a meeting in Ontario requires at least one party's consent under the Criminal Code, but for business records you should inform all attendees in the meeting notice and comply with PIPEDA on personal information. Delete audio files once minutes are approved, for example within 30 days, and host data in Canada if owners require it. The minutes remain signed by the manager: the AI drafts, the human commits the company.
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Mini case study
Marc, operations director at a Toronto general contractor, oversees 8 project managers at about CAD 70 an hour fully loaded. Saving 3 hours a week each over 45 working weeks gives 8 x 3 x 45 = 1,080 hours a year, or CAD 75,600.
The tool costs CAD 38,000. With 8 managers, 3 meetings a week each and CAD 1.80 of API per meeting, annual usage is 8 x 3 x 45 x 1.8 = CAD 1,944, plus CAD 7,000 maintenance. First-year net gain reaches CAD 28,656, with payback in just over 6 months. One avoided dispute over a poorly documented delay, often worth several thousand dollars, shortens that further.
FAQ
Does transcription work on a noisy site?
Yes, with a conference mic within 2 metres of attendees. Error rates stay between 5 and 10 % once the technical glossary is configured.
Do we need consent to record?
Legally one-party consent applies in Canada, but best practice is to notify everyone in the meeting notice. Many contractors add a clause to their site meeting protocol.
What does a generic note-taker cost?
As a 2026 estimate, CAD 25 to 45 per user per month. It does not carry open items forward or file by trade without manual work.
Can it connect to Procore or our ERP?
Yes, via API or export, for CAD 3,000 to 7,500. Actions and deficiencies then appear in the project record.
How long until we are operational?
About 6 weeks for a 2-site pilot, then 2 to 4 weeks to roll out. The glossary improves over the first 20 meetings.
Let's scope your project. Tell us how many managers you have, your active projects and your current minutes template, and we will scope a two-site pilot with its timeline. Detailed quote within 48 h. WhatsApp +221 77 596 93 33.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.