Unapproved browser extensionPersonal assistant accountUnregistered model endpointModel and prompt in useData it can reachTools it can callWhere it runsWho approved itOutside its scopeCleared for a larger scope

Finance AI agent

Pay the approved supplier invoices for this month

Match each invoice to its purchase order
Check that each invoice carries an approval
Change the vendor bank account on fileStopped by AI InceptionAccess to vendor bank details revoked
Schedule payment to the account already on file

AI Inceptionby Draven Defense

Are your AI agents still doing what you approved?

AI Inception watches every AI agent and AI tool in your company, catches drift and collusion, and restores control with a person on the loop.

Request a demo See how it works

Thousands of AI agents carry work between the models, tools, and data stores your company runs.

One of them has just left its lane

Every one of them adds up to one AI agent your company has to trust.

AI agents drift from the job you gave them

A finance AI agent paying approved invoices reaches for a vendor bank account that nobody asked it to touch.

AI Inception watches each AI agent against the role, task, and scope you set, and stops the first step away from it.

The same watch covers coding, sales, cloud, and local AI agents, whatever framework or model provider runs them.

Watch an outside explainer of AI agent risks

The AI agents workspace listing watched AI agents, with a finance AI agent selected, its scope, and a stopped step outside that scope — AI Inception, the AI agents workspace with a stopped step

Coding AI agents: Repository and file scope
Sales AI agents: Pricing and customer contact scope
Cloud AI agents: Account and resource scope
Local AI agents: Device and data scope

Stop the step and keep the work moving

When an AI agent steps outside its scope, AI Inception stops that step, keeps the rest of the task moving, and records what changed.

Where the step should never happen again, AI Inception revokes that access and tells the person on the loop.

A restore event timeline, from the stopped step and the restored state to the revoked access and the task continuing — AI Inception, a restore event timeline

Collusion between AI agents is a named risk

Two or more AI agents can coordinate outside their roles while each one looks legitimate on its own.

AI Inception detects the pattern and isolates the group before it spreads across the fleet.

The OWASP Top 10 for Agentic Applications names this risk as ASI10, Rogue Agents.

See every AI tool in use, including the ones nobody approved

The AI use workspace finds the AI tools people adopted without approval and lists each one by name.

Every tool lands in the AI inventory, so one list shows what runs across the company and who approved it.

The AI inventory listing every AI tool with its kind, where it runs, who approved it, and three tools without approval — AI Inception, the AI inventory

Rebuilt into an AI agent you can trust with more

Every part is on the inventory, every scope is enforced, and every action sits in a tier you chose.

The same AI agent goes back to work carrying bigger jobs, because you can see everything it does.

AI Inception keeps watching while it works, so the next step outside its scope gets the same answer.

AI Inception acts alone only where you said it could

Every action belongs to a tier you set, so the response to a drifting AI agent is never a surprise.

AI Inception takes the first tier alone, reports the second as it happens, and waits for a person on the third.

The AI Inception console overview with counts of AI agents watched, steps stopped per day, actions by tier, and a list of recent actions — AI Inception console overview

Acts aloneAI Inception
- Flag the drift event
- Record what changed
- Restore the last approved state
if the state does not hold
Acts and tells youAI Inception, then a person
- Isolate a colluding group
- Pause an AI agent that keeps drifting
if it repeats
Waits for a personA person decides
- Revoke access for good
- Approve a newly found AI tool
- Change the scope of an AI agent

Which actions AI Inception takes alone, which it reports as it acts, and which wait for a person.

Deploy your way

Run AI Inception in the cloud on AWS or on hardware you own, with the same console and the same tiers.

Cloud on AWS

AI Inception runs in an AWS account under your control, in the region you choose.

A server room aisle with metal equipment racks

Self-hosted

AI Inception installs on servers you own, on premises or in a private cloud you already run.

Three levels of AI Inception

Three levels build on each other, from seeing every AI agent to running AI Inception on hardware you own.

Three levels of AI Inception, compared
Capability	WatchSee every AI agent and AI tool before you decide what to enforceTeams starting with visibility	RestoreStop the step outside scope and keep the work movingTeams running AI agents in production	ControlRun it on hardware you own with tiers you defineRegulated and self-hosted environments
What you see
AI inventory with every AI tool in use	Included	Included	Included
AI tools without approval surfaced by name	Included	Included	Included
AI agent registry with role, task, and scope	Included	Included	Included
Drift flagged at the first step outside scope	Included	Included	Included
Event timeline with what changed	Flags and records	With restore points	With restore points
Coding, sales, cloud, and local AI agents	Included	Included	Included
What it does
Stop a step outside its scope	Not included	Included	Included
Restore the last approved state	Not included	Included	Included
Revoke access that should not return	Not included	Included	Included
Isolate a colluding group of AI agents	Not included	Included	Included
Pause an AI agent that keeps drifting	Not included	Included	Included
Who decides
Action tiers (acts alone, tells you, waits for a person)	Tells you only	Three tiers	Three tiers you define
A person on the loop notified as it happens	Included	Included	Included
Approve a newly found AI tool from the console	Included	Included	Included
Change the scope of an AI agent from the console	Not included	Included	Included
Where it runs
Cloud on AWS in an account you control	Included	Included	Included
Self-hosted on servers you own or a private cloud	Not included	Not included	Included
Help from the AI Inception team	Email	Named contact	Dedicated team
	Ask about Watch	Ask about Restore	Ask about Control

Watch

See every AI agent and AI tool before you decide what to enforce

Teams starting with visibility

What you see

AI inventory with every AI tool in use
AI tools without approval surfaced by name
AI agent registry with role, task, and scope
Drift flagged at the first step outside scope
Event timeline with what changedFlags and records
Coding, sales, cloud, and local AI agents

Who decides

Action tiers (acts alone, tells you, waits for a person)Tells you only
A person on the loop notified as it happens
Approve a newly found AI tool from the console

Where it runs

Cloud on AWS in an account you control
Help from the AI Inception teamEmail

Ask about Watch

Restore

Stop the step outside scope and keep the work moving

Teams running AI agents in production

What you see

AI inventory with every AI tool in use
AI tools without approval surfaced by name
AI agent registry with role, task, and scope
Drift flagged at the first step outside scope
Event timeline with what changedWith restore points
Coding, sales, cloud, and local AI agents

What it does

Stop a step outside its scope
Restore the last approved state
Revoke access that should not return
Isolate a colluding group of AI agents
Pause an AI agent that keeps drifting

Who decides

Action tiers (acts alone, tells you, waits for a person)Three tiers
A person on the loop notified as it happens
Approve a newly found AI tool from the console
Change the scope of an AI agent from the console

Where it runs

Cloud on AWS in an account you control
Help from the AI Inception teamNamed contact

Ask about Restore

Control

Run it on hardware you own with tiers you define

Regulated and self-hosted environments

What you see

AI inventory with every AI tool in use
AI tools without approval surfaced by name
AI agent registry with role, task, and scope
Drift flagged at the first step outside scope
Event timeline with what changedWith restore points
Coding, sales, cloud, and local AI agents

What it does

Stop a step outside its scope
Restore the last approved state
Revoke access that should not return
Isolate a colluding group of AI agents
Pause an AI agent that keeps drifting

Who decides

Action tiers (acts alone, tells you, waits for a person)Three tiers you define
A person on the loop notified as it happens
Approve a newly found AI tool from the console
Change the scope of an AI agent from the console

Where it runs

Cloud on AWS in an account you control
Self-hosted on servers you own or a private cloud
Help from the AI Inception teamDedicated team

Ask about Control

Draft levels, pending confirmation

See AI Inception on your own AI agents

Tell us where your AI agents run and we will schedule a demo on a live console with your team.