Field notes from AI deployment inside AEC firms
How AI is actually being adopted inside small and mid-size AEC firms. No hype, no slideware. Just what we observe working through real proposal, archive, and reporting workflows.
Featured · Proposals
After working through proposal workflows with AEC operators, the pattern is consistent: principals rewrite boilerplate, engineers hunt for past project narratives, and deadlines compress review time. Here is what that costs, and what one firm changed.
Alice Wong
May 14, 2026 · 8 min read
Proposal workflow · Before vs. With Wukanda
Directional illustration based on operator observations
Recent posts
Knowledge Management
Most AEC firms have decades of project data locked in PDFs, shared drives, and binders. The cost is not just retrieval time. It is the senior hours spent answering questions that the archive already contains.
Founder's Note
Alice Wong on growing up inside a 40-year family engineering firm, watching senior people lose hours to work that should not require their direct involvement, and why no one was building the right tool for firms like hers.
Report Drafting
Environmental engineers were spending a significant portion of every project on report revisions, not because the work was complex, but because every cycle started from a blank document. Here is the workflow that changed that.
AI Adoption
Microsoft Copilot, Adobe AI, and project management integrations sit unused inside most AEC software stacks. Here is an honest audit of where the actual value lives, and why adoption stalls without a connected workflow layer.
Estimating
When institutional memory lives inside one person, every estimate depends on their availability. AI does not replace that judgment. It gives the rest of the team a structured way to access what the principal already knows.
Security & Compliance
Most AI tools are not built for the data sensitivity requirements of AEC work. Here is a plain-language guide to the questions every firm should answer before connecting a document to any AI system.
The AEC AI Brief
One email, twice a month. No hype. Just field notes from AI deployment inside real AEC workflows.
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