Azhar Khan · Home Care · Agentic AI Deployment
AZHAR KHAN HOME CARE · THE PLANE← HOME
The company has run on one plane for 5 years.
Inside a national home-care company, agentic orchestration runs hiring to payroll and lead to cash in production, and a failure holds at a gate for its owner.
An IT service agent routes about 90% of 32,000 tickets a month with no person involved.
RUN STATESIGNALS
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STRAIGHT THROUGH№ 01
99%
26M JOBS
REACH A PERSON№ 02
11 in 10,000
EVIDENCE ATTACHED · ROUTE DECIDED
PER OUTCOME№ 03
$0.03
9 ACQUISITIONS · NO REWRITE
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GREEN{{ scGreen }} RED · HELD{{ scRed }} RETRYING{{ scRetry }} APPROVER{{ scKeeper }}
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45+ applications

A national home care company ran hiring, scheduling, care, billing and payroll across 45+ applications. Nothing held the whole operation in one place. I joined as the forward-deployed lead reporting to the CTO. I own the operating model, adoption and results.

One plane

I redesigned the processes with the people running them and directed the shared orchestration plane. Engineers implemented the workflows. It names every state, holds every failure at a gate, and reconciles each load before any workflow reads it.

The halt

A failed count halts every workflow behind it until the count clears. 11 in 10,000 runs raise a ticket with the evidence attached for the named owner.

5 years

The plane has needed no rewrite since 2021. 9 acquisitions joined it as configuration. Old and new ran side by side, and cutover happened only on the floor team's sign-off, from the first flow in 2021 to 11 business functions.

99% of 26M jobs ran straight through.

Jobs through the plane
26Min 5 years

A job is one run through the plane, and a task is one step in it.

99%straight through
~500Ktasks a week
$0.03per outcome
45+applications on one plane
Acquisitions absorbed
9as configuration

Each one lands as rows in one mapping table and keeps its own key.

Error routing
108routes

One error topic and one consumer sit behind them, so every code reaches the team that owns it.

When a count fails

Reconciliation fails closed and a retry is bounded. A load that does not match halts the workflows behind it.

Through a person
11in 10,000

reach a person, with the evidence attached and the route decided.

What runs on it

Hiring, scheduling, care, billing, payroll and procurement run on the plane today.

A care coordinator sees the 11 in 10,000, and finance closes on the plane's record.

DECIDE · THE FAILURE CODES

108 routes carry every error code to its owner.

A closed deal moves toward an active client. A failed write retries within bounds before routing.

RUN BOARD00:00
STATEGREEN
RETRY0 of 3
ROUTE·
TICKET·
APPROVER·
OUTCOME·
FAIL CLOSED · BOUNDED RETRY
BUILD · THE PLANE

One plane takes every write and returns every outcome.

Every write passes the reconcile gate before any outcome goes out.

MAPPING TABLE · ONE AGENCY, ONE KEY
Configuration01
Company
Acquisition 01
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration02
Company
Acquisition 02
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration03
Company
Acquisition 03
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration04
Company
Acquisition 04
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration05
Company
Acquisition 05
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration06
Company
Acquisition 06
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration07
Company
Acquisition 07
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration08
Company
Acquisition 08
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
Configuration09
Company
Acquisition 09
Key
One key
Side by side
Old and new
Systems
Scheduler, Payroll, CRM, Care system, Billing, Service desk
Cutover
Approved by the floor team
The operations map Open the map →
BUILD · THE 7 STREAMS

7 value streams run on one plane.

Each stream keeps its own systems.

THE 7 STREAMSEvery stream shares one identity and one error topic.
RUN · ONE DAY
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Finance & billing
Care operations
Recruiting & HR
RevOps & marketing
Procurement
Service

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22:0003:0008:0012:0017:0022:00
drag the hour
GOVERN · 10,000 JOBS

11 in 10,000 jobs reach a person.

Each cell is one job.
1Jobs
99%Straight through9,900 of 10,000 cells
11 in 10,000Reach a person11 red of 10,000 cells
1 in 73,000A person acts1 ring of 73,000 cells
26MJobs through the plane
~500KTasks a week
$0.03Per outcome
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