The access control plane
for enterprise AI agents
Numynai turns plain-English agent access needs into precise, reviewable IAM policies, so developers ship faster, IAM teams stay in control, and enterprises avoid over-permissioned AI agents.
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AI agents are moving faster than IAM workflows can keep up
Enterprise AI adoption is accelerating, but access provisioning still depends on manual back-and-forth between developers and IAM teams. Developers know what their agents need to do. IAM teams know how to secure access. The handoff between the two is slow, fragmented, and error-prone.
Developers describe needs, not policies
“My agent needs access to support tickets and sales data” is easy to say.
Turning that into roles, scopes, auth rules, and policy logic across multiple systems is not.
IAM teams are forced to reverse-engineer intent
Instead of reviewing a clear access request, IAM teams often have to understand business logic, data flows, and application behavior before they can safely provision access.
Manual provisioning creates delay and risk
Each agent may require custom configuration across IdP, AD, OAuth, policies, and resource-level permissions. The result is days or weeks of delay, expensive manual work, and over-provisioning as the shortcut.
Today’s bottleneck is not building the agent. It is getting the right access approved and provisioned safely.
45:1
Machine-to-human identity ratio in enterprise today
CyberArk, 2025
40%
Of enterprises expected to face an AI agent breach by 2028
Gartner
$2–5K
Fully loaded cost to manually provision one AI agent
Industry estimate
3–8 wks
Average time to provision agent access manually today
What changes with Numynai
Before
Vague request. Manual discovery. Custom configuration across multiple systems. Access gaps. Over-provisioning. No clear audit trail.
- Agent builder ships an agent
- Vague Jira ticket to IAM
- IAM team schedules discovery
- Manual business-logic archaeology
- Config across 4–7 systems
- Agent tested → access gaps found
- Over-provisioned as a shortcut
- Zero audit trail
After
Plain-English intent. Structured access spec. One review screen. One-click provisioning. Least-privilege access. Automatic de-provisioning. Full auditability.
- Agent builder describes intent
- Numynai parses intent into access spec
- IAM team review & one-click provisioning
- Agent live — least-privilege by default
- Full audit trail, always