AI governance’s real gap is accountability, not technology
Most enterprises govern AI the way they would any other IT rollout: deploy dashboards, institute policies, and conduct periodic reviews. Having the right AI governance tools in place and addressing gaps is important, but IT executives should be more concerned about rethinking workflows and establishing ownership.
Most enterprises govern AI the way they would any other IT rollout: deploy dashboards, institute policies, and conduct periodic reviews. Having the right AI governance tools in place and addressing gaps is important, but IT executives should be more concerned about rethinking workflows and establishing ownership.
“Accountability usually breaks down first,” says Beena Ammanath, executive director of the Global Deloitte AI Institute. “Teams deploy AI faster than their organizations can define who owns risk, approvals, monitoring, and outcomes,” she adds, which results in inconsistent use, fragmented controls, and limitations in scale.
Enterprises need to redesign jobs and workflows, not just the tooling, yet 84% of organizations the Institute surveyed haven’t adjusted jobs for AI, and just 21% have a mature AI governance framework in place despite rapid adoption, according to Deloitte’s 2026 State of AI in the Enterprise report.
width="1240" height="828" sizes="auto, (max-width: 1240px) 100vw, 1240px"> Beena Ammanath, Global Deloitte AI Institute
“Technology can provide visibility and controls, but it can’t replace leadership,” says Rajesh Arora, chief data and analytics officer at Principal Financial Group. “The organizations that scale AI most effectively are the ones that treat accountability as a business responsibility, not a technology responsibility.”
One year ago Principal was focused on building its ethical and responsible AI framework, its inventory, and governance processes to support responsible adoption. Today the firm has assessed nearly 200 use cases. “Governance is increasingly embedded in those investment and operating decisions, rather than applied as a separate review at the end,” he says.
In context
- Topic: Estrategia y Gobierno de TI — Decisiones de portafolio, costo total, gobierno y marcos de referencia.
- Source: CIO
- Published: 07/10/2026
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Excerpt published automatically by the site radar. The full text belongs to its publisher and is linked above.
Why it matters
There is a wide gap between a company that has technology projects and one that has a technology strategy. The first accumulates initiatives; the second decides what it will not do. Moves like this are usually the moment somebody at the top finally wrote down the list of what gets left out.
When I look at a move like this, the question is not which tool they bought but which capability was left installed: an architecture function that holds the line on criteria, a prioritised portfolio with real business owners, and metrics somebody actually reviews every week. Without that, any announcement dissolves within twelve months.
What usually goes wrong
What usually goes wrong is the part never discussed with the areas that will carry the work. It gets decided at the top, communicated downward, and the resistance shows up not as opposition but as slowness. Nobody says no; everything simply takes twice as long and nobody can explain why.
What to watch
- Whether business metrics appear or only delivery metrics — cost per transaction beats percentage complete.
- The real calendar of contracts and renewals: that is where you see whether the move was strategic or was an expiry date.
- What gets switched off to fund the new thing; if nothing does, the budget will hurt in six months.
How I read this entry
I would treat it less as a technology story and more as a market signal. If one player moves this way, in twelve to eighteen months the rest will have to answer something. Better to decide now, calmly, what that answer will be, rather than improvise it when a client asks.
This entry is an excerpt from the original source, selected by the site radar. The commentary above is the site's own and does not belong to the cited publisher.
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Living through this in your own team?
Open the chat and tell me how you're handling it. I'm interested in comparing notes.
