What Ohio's AI Report Means for Your Sewer Program

The OhioX 2026 State of AI Report recently landed, and if you work in municipal infrastructure, there's more in it for you than you might expect.

Every year, OhioX surveys hundreds of Ohio business and technology leaders to benchmark where the state is on its AI journey. This year's findings paint a clear picture: Ohio organizations have moved past the "should we try AI?" phase and are firmly in the "how do we actually do this?" phase. That's a meaningful shift and it has real implications for how cities and utilities think about their own technology investments.

Here are the findings that stood out to us at PipeAid, and what we think they mean for municipal infrastructure teams.

The Bottleneck Has Shifted from Ideas to Data

Last year, the biggest barrier to AI adoption in Ohio was not having clear use cases. This year, that barrier has fallen to fourth place. Organizations know what they want to do. The new top barrier? Limited technical expertise and poor data foundations.

Only 21% of Ohio organizations describe their data architecture as "AI-ready." That number should give any municipal leader pause.

AI doesn't run on enthusiasm. It runs on data: clean, consistent, well-structured data. For infrastructure programs, that means your inspection records, condition assessments, and asset histories need to be in order before any AI investment can pay off. Fragmented spreadsheets, inconsistent coding practices, and paper-based records are the invisible ceiling on what technology can do for you.

This is exactly the problem PipeAid was built to solve. Our platform creates precise digital twins of sewer conditions while standardizing inspection coding, so that the data your team produces today is actually useful to the systems you'll be running tomorrow.

Applied AI in Infrastructure Is Ohio's Real Advantage

The report makes a point worth highlighting: Ohio's competitive edge in AI isn't about building the next ChatGPT. It's about applying AI to the industries where Ohio already leads: manufacturing, healthcare, and infrastructure.

That's good news for municipal programs. It means the innovation happening in this space is practical and grounded, not speculative. It means there are real tools being built for real problems. And it means that cities and utilities that get their data foundations right now will be well-positioned to take advantage of that innovation as it matures. 

AI Agents Are Coming, But Slowly and Carefully

One of the more interesting findings in the report is the rapid rise of AI agents: autonomous systems that can take actions, not just answer questions. Deployment of agents nearly doubled year over year, from 26% to 47% of organizations. But here's what's equally telling: 46% of leaders say they still want a human to approve any action an agent takes before it executes.

That's a sensible approach, and it mirrors how we think about AI in infrastructure. Automated systems can do a tremendous amount of the heavy lifting, flagging defects, prioritizing repairs, generating consistent condition reports, but the judgment calls still belong with your engineers and program managers. AI should make your team faster and more confident, not replace their expertise.

What This Means for Your Program

The honest takeaway from this report is that the organizations pulling ahead on AI aren't necessarily the ones with the biggest budgets or the most sophisticated tools. They're the ones that did the foundational work first, getting their data clean, consistent, and accessible.

For municipal sewer programs, that work starts with standardizing how you collect and code inspection data. It means having a digital record of your network's condition that you can trust, update, and actually use to make decisions.

That's what we help cities do at PipeAid. And based on what this report is telling us about where Ohio is headed, there's never been a better time to get that foundation in place.

Read the full 2026 OhioX State of AI Report here. Interested in what a stronger data foundation could look like for your sewer program? Get in touch with the PipeAid team.