autonomous operations

Scale your fleet, not your instructor team.

Kairos gives every teleoperator an AI instructor, providing real-time guidance, consistent assessment, and post-session coaching so operators reach competency faster and experienced trainers can focus where they’re needed most.
Talk to our team

When an edge case happens, your operator has to be ready.

Most of the time, teleoperators are monitoring, not intervening. But when an autonomous system needs help, the response has to be fast and correct.

Those moments are too rare to learn from on the job, and skills can fade between them.

Kairos lets operators rehearse critical interventions in simulation, prove they can handle them without assistance, and get expert guidance when similar situations happen in the real world.
REPRESENTATIVE OPERATING ENVIRONMENT

Autonomy still depends on human judgment at the edge cases.

Kairos models the human side of the system: how supervisors recognize an intervention, apply policy, communicate a handoff, and stay ready between rare events.
Industry Signal

The business model depends on supervision at scale.

Few humans must support many machines without allowing intervention quality or readiness to erode.

~1:40
remote-assist agent to vehicle ratio in one publicly reported autonomous fleet
~24%
teleoperation systems market CAGR projected to 2030
IMPLEMENTATION CASES

How teams use Kairos in autonomous operations.

These are concrete ways organizations can deploy the system. Each case shows where Kairos fits, what it sees, what it does, and what changes as a result.

01 / SCENARIO DRILLS

Train the rare intervention before it matters

Kairos runs supervisors through high-consequence but low-frequency cases in simulation and teaches the intervention sequence step by step.
What Kairos Sees
Scenario definitions, policies, operator history
What KAIROS does
Brief, prompt, and debrief intervention decisions
What CHANGES
Supervisors are more ready for the event that rarely happens
02 / LIVE OPERATIONS

Support the operator during the real intervention

The same expert model can watch live work, surface the relevant policy, and advise while the intervention is still unfolding.
What Kairos Sees
Live system state and operating context
What KAIROS does
Monitor, recommend, and cite the basis for action
What CHANGES
Higher-quality interventions at the point of work
03 / READINESS PROGRAM

Keep skills current between interventions

Persistent operator memory lets Kairos target drills and reviews so readiness does not quietly decay between real-world events.
What Kairos Sees
Skill trends and time since last event
What KAIROS does
Assign drills and track assistance-off performance
What CHANGES
A more reliable readiness program for fleet supervisors

Make the human side of autonomy visible.

Kairos can surface a policy-grounded intervention cue, measure independent judgment, and preserve the evidence behind each decision.
01 / REAL TIME

Surface the policy trigger while the case is still unfolding.

The operator sees the relevant intervention threshold and recommended next step, not a second full fleet interface.
02 / Grade

Measure intervention judgment with assistance off.

The readiness view separates recognition, policy use, escalation timing, and handoff quality.
03 / Explain

Show why the intervention was late or incomplete.

The moment view connects the system state, operator response, policy threshold, and corrective drill.
What Kairos does here

The product behaviors that support those use cases.

01

Evaluate without assistance

Train with support, then remove it to measure whether the supervisor can recognize and execute the correct intervention independently.
02

Readiness that doesn't decay

Use persistent operator memory to target practice between evaluations and keep rare intervention skills current.
03

Operator assistance on the job

Deploy the same encoded expertise beside the operator, where proactive guidance can support the real intervention.
04

Root cause across interventions

Connect performance patterns across sessions so training addresses why errors recur, not only the visible symptom.
GET STARTED

Build a more scalable human layer for autonomy.

See how Kairos can help your team train rare interventions, measure operator readiness, and support better decisions during live operations.
Talk to our team