Enterprise AI in 2026: From Pilot Project to Core Infrastructure

2026 is the year enterprise AI stopped being a science experiment. When JPMorgan reclassifies AI from R&D to core infrastructure, AI inherits the same security expectations as your databases and identity systems.

JPMorgan Chase formally moved its AI investment from experimental R&D to core infrastructure, backed by a ~$19.8B technology budget and thousands of staff dedicated to AI. Leading labs poured billions into enterprise deployment and began embedding “forward-deployed” engineers directly inside customer businesses — an admission that AI needs a human implementation layer, not just an API. Anthropic alone anchored a Wall-Street-backed venture with over $1.5B in commitments to push AI into portfolio companies.

What “core infrastructure” actually implies

Infrastructure carries infrastructure expectations: uptime, change management, access control, auditability, and — critically — named security ownership. A model wired into core workflows is now in scope for the same rigour you apply to production systems. “The AI team owns it” is not a security model.

The questions boards are starting to ask

1. Who owns the security of our AI systems, and is it in the risk register?
2. What data do these systems touch, and does that satisfy DPDP and our sector regulator?
3. What can an agent do if compromised, and can we detect it?
4. Do we test AI features the way we test the rest of our stack?
5. If a vendor model goes down or changes behaviour overnight, what breaks?

Treating AI as production from day one

• Threat-model each AI system before launch, not after the incident.
• Gate privileges — least-privilege tools, scoped credentials, human approval on irreversible actions.
• Monitor & log prompts, tool calls, and outputs for detection and forensics.
• Test on every change, with both automated tooling and human red-teaming.

Indian enterprises are moving fast, and “move fast” without “secure by design” is how you end up explaining an incident to a regulator. See how RingSafe helps.