AI in Construction Finance: Start With the Boring Stuff
AI is everywhere.
Construction companies are hearing about artificial intelligence from software vendors, consultants, employees, competitors, and probably their board or ownership team.
The temptation is to start with the biggest question:
“What should our AI strategy be?”
For most contractors, I think there's a much better place to start.
Find the boring stuff.
Look for Repetition Before Innovation
The first opportunities for AI and automation don't need to be revolutionary.
Look for work people perform repeatedly:
Summarizing information
Reviewing documents
Drafting routine communications
Organizing data
Comparing information
Preparing recurring reports
Creating first drafts of procedures
Turning meeting notes into action items
Finding information buried in documents
Identifying exceptions that need human attention
Individually, these tasks might save only 10 or 20 minutes.
Across an accounting or operations team, every week, those minutes add up.
Don't Automate a Bad Process
Before automating anything, ask whether the process should exist in its current form.
If five people approve something that really requires two, AI doesn't solve the problem.
If information is entered into three different systems, automating one entry may help—but redesigning the workflow may eliminate two of them entirely.
The sequence should be:
Simplify. Standardize. Then automate.
Not the other way around.
AI Should Support Judgment, Not Replace It
Construction finance involves judgment.
Forecasting final cost requires understanding what's actually happening on the project.
WIP requires context.
Cash planning requires knowledge of customers, billing, collections, project conditions, and upcoming obligations.
AI can help organize information and surface patterns.
It shouldn't blindly make the decision.
The best use cases allow technology to do more of the administrative work so experienced employees can spend more time exercising judgment.
Start Small and Measure It
Pick one repetitive workflow.
Document how it works today.
Estimate how much time it consumes.
Identify the lowest-risk opportunity to improve it.
Test.
Measure.
Adjust.
Then move to the next process.
You don't need a 50-page AI strategy to get started.
You need one useful problem.
The Competitive Advantage Isn't AI
Eventually, most companies will have access to similar AI tools.
The advantage will come from knowing where to apply them.
A company with clear processes, reliable data, appropriate controls, and employees who understand the business will get far more from AI than a company hoping technology will fix operational chaos.
At Mosaic Performance Architects, we help contractors identify practical opportunities to improve financial and operational workflows through better processes, technology, automation, and AI.
Don't start with AI. Start with the work that shouldn't be taking so much time.