The Problem
Across industries, 71 percent of meetings are unproductive. Unproductive meetings cost U.S. professionals $259 billion per year. (Pumble, citing Reclaim.ai and industry productivity research) In AEC and MEP specifically, this problem carries additional weight because the people running meetings (project managers, project engineers, and field supervisors) are also responsible for the project outcomes those meetings are supposed to support. Time in an unproductive meeting is time not spent on the design review, the coordination issue, or the field problem that required more attention than the meeting allowed.
Project managers in AEC average close to 9 hours per week in meetings. (Reclaim.ai productivity data) That is nearly a quarter of a standard work week. Add the time required to prepare for those meetings (pulling status information from multiple systems, assembling agenda items, reviewing open action items) and the pre-meeting administrative burden is significant. Add post-meeting minutes and action item distribution, and the administrative wrap around a one-hour meeting can total two to three hours.
Meeting minutes in MEP construction also carry contractual and evidentiary weight. When a scope direction is given verbally in a meeting and the minutes don't capture it accurately, the resulting ambiguity generates either a change order dispute or work that gets performed without authorization. When action items aren't logged with ownership and deadlines, follow-up depends on the individuals in the room remembering what they agreed to, which under the pressure of a busy project is an unreliable mechanism.
What's Driving It
Meeting preparation and documentation problems reflect a workflow that hasn't been separated from the content of the meeting itself. The preparation (status gathering, agenda assembly) typically happens the morning of the meeting, assembled by whoever is running it from whatever information they have access to. The minutes (capturing decisions, action items, and open issues) are written after the meeting by the same person, from memory or from notes taken during a meeting they were also running.
Neither task is particularly complex. Both require consistency and completeness to be useful. Manual preparation and documentation under time pressure produces variable output: good when the person running the meeting has time and organizational clarity, poor when they don't. Variable meeting documentation produces variable project records.
When a decision made in a coordination meeting isn't captured in the minutes, the same coordination question resurfaces later, generating another meeting, another discussion, and potentially a different answer that contradicts prior direction. The cost is real: repeated conversations, duplicated effort, and scope ambiguity that persists into the field.
What Resolution Looks Like
AI-assisted meeting preparation and documentation tools address both sides of the workflow. Pre-meeting preparation draws status information from the project management system, surfaces open action items from prior meetings, and assembles agenda items against current project priorities, producing a draft that the meeting organizer reviews and adjusts rather than building from scratch.
Post-meeting minutes can be drafted from structured notes or meeting transcription, capturing decisions, action items with ownership assignments, and open issues, reviewed by the meeting organizer before distribution. The PM still reviews and approves every set of minutes. What changes is the time required to produce a complete, consistent record.
Systematic action item tracking (where commitments from meeting minutes are logged, assigned, and followed up automatically) reduces the proportion of action items that fall through between meetings. On a project with monthly owner meetings, bi-weekly coordination meetings, and weekly subcontractor meetings, that improvement compounds visibly over the project lifecycle.
QP builds meeting documentation workflows with the same attention to process completeness that characterizes documentation practice in high-accountability environments. In construction, a meeting record that isn't complete is a record that can't protect the firm when it needs to.
The Bottom Line
Meeting overhead is non-billable by definition. It is also non-optional on any active project. The question is whether the administrative work surrounding meetings (preparation and documentation) is handled by a defined, efficient process or by engineers and PMs carving time out of their day.
The 9 hours per week that project managers spend in meetings is not fully recoverable. The 1 to 2 hours per meeting spent on preparation and documentation is.
Sources: Pumble 2026 / Reclaim.ai: 71% of meetings are unproductive; unproductive meetings cost U.S. professionals $259B/year; project managers average ~9 hours/week in meetings
If meeting prep and minutes are eating your PMs' time on every active project, that's administrative overhead with a defined solution.
Quantum Precision helps MEP firms design project communication workflows that reduce the time spent on meeting administration and improve the quality of the records those meetings produce.
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