Agentrolux
Example · Healthcare administrationEligibility and prior-authorisation agent

The paperwork between the patient and the appointment

An agent that checks eligibility, assembles the prior-authorisation packet from the record, logs the decision and tracks the appeal — and never decides what is medically necessary.

Illustrative scenario — not a real client result

Authorisation queue · 07:50

Simulated example
  • 9 packets assembled

    07:51 · Eligibility, codes, clinical notes attached

    Answered
  • 2 denials flagged

    07:54 · Appeal path and deadline identified

    Answered
  • “Can we skip the scan?”

    07:56 · Clinical decision · with the clinician

    Person

Medical necessity is never the agent's call

Eligibility and prior-authorisation agent · Healthcare administration

  • Sourced facts
  • A clinician decides
  • Every denial tracked
01 — A typical day

Three small failures that add up.

What healthcare administration owners tell us goes wrong in an ordinary week.

Thirteen hours a week, per physician

Prior authorisation is the paperwork that eats the day. It does not stop when the clinic is seeing patients.

See the survey

Denials nobody appeals

Most appealed denials are overturned. The ones that are not appealed are the ones nobody had time to track.

See the volumes

A batch rule deciding a person's care

A system denies hundreds of requests without opening a file. The clinic inherits the consequence at the front desk.

See the documented cases
01 — A typical day · the evidence

What the numbers actually say.

Each figure opens its source, year, sample and limits. Click a badge to check it.

01
Source

American Medical Association, prior-authorisation physician survey

2025

Method and sample are recorded in the source registry.

Read the source for its scope and limits.

Open the source

39

prior-authorisation requests per physician per week

AMA survey of 1,000 physicians, fielded late 2024. Self-reported; recruitment method not published in the summary.

American Medical Association · 2025
02
Source

American Medical Association, prior-authorisation physician survey

2025

Method and sample are recorded in the source registry.

Read the source for its scope and limits.

Open the source

13 hrs

spent per physician per week on prior authorisation

The same AMA survey — physicians and their staff together. A self-reported estimate.

American Medical Association · 2025
03
Source

KFF, Medicare Advantage prior-authorisation determinations in 2024

2026

Method and sample are recorded in the source registry.

Read the source for its scope and limits.

Open the source

80.7%

of appealed Medicare Advantage denials were overturned

KFF analysis of CMS data: 52.8 million determinations in 2024, 7.7% denied. An appeal outcome, not a clinical judgement.

KFF · 2026
02 — What the helper does

From your records to a decision you own.

The agent checks eligibility and benefits against the plan, assembles the packet from the record — codes, notes, prior treatment — and submits it through the channel the payer accepts.

It logs the decision, and if a request is denied it identifies the appeal route and the deadline, drafts the cover letter from the clinician's own words, and puts it in front of a person.

It never states that a treatment is medically necessary, never changes a clinical code to fit a payer rule, and never tells a patient what to do next clinically.

6 steps · 2 decisions you own

Text version of the flow
  1. 1. Check eligibility — Plan, coverage, limits.
  2. 2. Assemble the packet — Codes, notes, history.
  3. 3. Submit and log — One reference number. Human checkpoint: You approve what is submitted.
  4. 4. Read the decision — Approved, denied, pending.
  5. 5. Draft the appeal — The clinician's words. Human checkpoint: A clinician owns medical necessity.
  6. 6. Report the queue — Aged, denied, appealed.
02 — What the helper does · a simulated example

One simulated example, step by step.

Use the buttons or the left and right arrow keys. Nothing here is a real customer.

Simulated example

Northgate Family Practice, four physicians

Payer portal and practice inbox · 07:50

1 / 6

A four-physician practice. The agent assembles authorisation packets before the clinic opens. Every message is simulated; no real patient data is used.

  1. Northgate Practice's authorisation assistant. I prepare and track prior authorisations. Clinical questions go to the clinician. Reply HUMAN for the billing team.

03 — What you decide

The helper prepares. You decide.

The agent moves the paperwork. A clinician owns the medicine.

  • The clinician's words, verbatim

    Justifications are quoted from the note and signed by the treating clinician; the agent never writes one.

  • Nothing submitted unreviewed at first

    New packet types are held for human review until the practice signs them off.

  • Every denial is tracked

    A denial cannot be closed by the agent; it needs an appeal, a clinical decision or a documented stop.

  • You can pause it

    Pause for a payer, a procedure type or the whole practice; the queue falls back to the billing team.

Without your approval · No medical-necessity statement, no code changed to fit a payer rule, no clinical advice to a patient — and every denial stays on a list until someone closes it.

04 — What changes when a safeguard is missing

Documented cases, not scare stories.

Three documented investigations with their sources. Two are reporting rather than findings of liability; all three are reasons the clinical decision stays with a person.

2022

HHS Office of Inspector General

Denials that met Medicare's own rules

OIG reviewed 250 prior-authorisation denials from 15 of the largest Medicare Advantage organisations, issued in June 2019. It found 13% met Medicare coverage rules, with some payment denials caused by overlooked documents or system-processing errors.

What the helper would do differently

The agent keeps the submitted packet and the denial reason side by side, so a denial based on a document that was sent is visible rather than lost — and appealable inside the deadline.

13%

sampled denials that met coverage rules

2023

Cigna / PXDX

Batch denials at 1.2 seconds a case

ProPublica reported that a Maryland patient's $350 vitamin-D test was denied as not medically necessary, and that a system enabled batch denials without opening patient files — more than 300,000 requests over two months. Cigna disputed the description of the system.

What the helper would do differently

The agent prepares packets for clinical review; it never issues a determination. Nothing about a patient's care is decided by a rule that has not seen the record.

300,000+

payment requests denied in two months, as reported

2024

UnitedHealth / Optum

An algorithm flagging therapy for review

ProPublica reported that an algorithm flagged therapists and patients for review based on treatment patterns, after which coverage could be cut, and that officials in three states had found the programme illegal by the end of 2021.

What the helper would do differently

Pattern-based flags are not a decision this workflow may make. Escalations are made from the record by a clinician, and every escalation states its reason in words a patient could read.

3 states

officials who had found the programme illegal, as reported

04 — What changes · the evidence

The rest of the evidence.

Every figure resolves to a source with its sample and limits. No figure without one.

  • 39

    prior-authorisation requests per physician each week

    AMA, 1,000 physicians, late 2024. Self-reported.

    Source

    American Medical Association, prior-authorisation physician survey

    2025

    Method and sample are recorded in the source registry.

    Read the source for its scope and limits.

    Open the source
  • 13 hrs

    a week per physician on authorisation paperwork

    Same survey. Physicians plus their staff.

    Source

    American Medical Association, prior-authorisation physician survey

    2025

    Method and sample are recorded in the source registry.

    Read the source for its scope and limits.

    Open the source
  • 52.8M

    Medicare Advantage authorisation determinations in 2024

    KFF analysis of CMS administrative data. 4.1 million (7.7%) fully or partly denied.

    Source

    KFF, Medicare Advantage prior-authorisation determinations in 2024

    2026

    Method and sample are recorded in the source registry.

    Read the source for its scope and limits.

    Open the source
04 — What changes · your week

The same week, two ways.

Drag the handle, or use the left and right arrow keys when it is focused.

Typical week, beforeTypical week, after
  • Mon

    Forty requests in the queue; eligibility checked one screen at a time.

  • Tue

    A packet is sent without the notes the payer asked for; it comes back denied.

  • Wed

    Nobody notices the denial until the patient calls about the scan.

  • Thu

    An appeal deadline passes while the letter waits for a signature.

  • Mon 07:51

    Packets assembled from the record, missing items flagged before submission.

  • Tue

    Every submission has a channel, timestamp and reference.

  • Wed

    Denials appear on a list with the reason and the deadline.

  • Thu

    Appeal drafted in the clinician's words, waiting only for a signature.

Illustrative example · not a measured result

05 — Your version

Four questions about your own week.

Keep your answers. They are the brief for the first version we would build for you.

  1. How many eligibility checks and prior authorisations does your team handle in a week?

  2. Which fields come from the record, and which does a person always confirm?

  3. How do you log a decision today, and where does the paper trail live?

  4. What must never be decided by anything other than a clinician?

Next

Put your own figures into the calculator below. It runs in your browser, and nothing is sent or stored.

Put your week into the calculator

Bring the four answers to the free one-hour call. We will use them to sketch the first version, and you keep the written plan either way.

Talk about your business
05 — Your version · your numbers

Put your own week into it.

An estimate, not a promise. The model and its assumptions are printed below.

Your inputs

All payers, all procedure types.

count

Checking eligibility, assembling, submitting, chasing.

min

From your own payer reports.

%

Billing staff time.

per hour

Pulling notes, writing the letter, chasing the clinician.

min

Example defaults are typical for a small business. Replace them with yours. Nothing is stored, sent or shared.

Estimated result

Illustrative

Staff hours back each month

0–0

Time released at your rate
£0–£0
Packets ready before the clinic opens
0–0%
Time from denial to a drafted appeal
Already immediate
How we calculated this

Routine work handled by the helper: 70% of the share you marked routine.

Time saved per item: 80% of the minutes you entered.

Monthly volume: weekly figures × 4.33; monthly figures used as entered.

Cost: hours saved × your staff cost per hour, in pounds as an illustration.

Reply time: routine items move within the hour while the helper runs. Complex work still waits for a person.

Questions

The things people ask next.

No. It quotes the treating clinician's note, verbatim, and the clinician signs every justification and appeal.

Start here

Show us a week of authorisations.

One hour with last week's queue and one denial letter. We will show you what the agent would assemble, what it would flag, and where a clinician must sign.