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INDUSTRY / HEALTHCARE PAYER OPERATIONSPACK HEALTHCARE

Administrative work,
at a clinical distance.

Prior authorisation, eligibility, claim adjudication and appeals are administrative processes with clinical consequences. The useful line is exact: an assistant may assemble, check and prepare; a clinician decides medical necessity; and what reaches a model is bounded by the tenant’s exposure policy rather than by anyone’s good intentions.

Assigning the Healthcare Payer Operations pack brings 27 terminology overrides and 3 measured definitions with it, along with the governance defaults that decide which actions wait for a person. Everything below is what that configuration contains, not an illustration of what it could contain.
01 / THE WORK, AND WHERE IT STOPS

Three tasks,
and who decides each.

The useful question is never “can it do this” — it is “what does it do without asking, and what does it bring to a person”. Each card answers both.

TASKgoverned

Prepare a prior-authorisation request from a referral.

The assistant: Assembles the administrative packet, checks the coding against the plan’s published criteria, and lists what is missing for the request to be complete.

The person: A clinical reviewer confirms medical necessity before anything is submitted. The model produces no diagnosis and no clinical recommendation.

Proposed by the agent, decided by its policy
TASKgoverned

Work an adjudication queue.

The assistant: Checks eligibility on the date of service, applies plan rules, and separates the claims that are decidable from those that are not — with the reason.

The person: Only the ones the assistant could not decide, which is the point: the queue that reaches a person is the queue that needed one.

Proposed by the agent, decided by its policy
TASKgoverned

Draft the response to an appeal.

The assistant: Restates the original decision, the clauses it rested on, and what the appeal adds, in the plan’s own language.

The person: The reviewer who signs it. A denial letter is a regulated communication, not a draft an assistant may send.

Proposed by the agent, decided by its policy
02 / THE WORDS IT ARRIVES WITH

Your nouns,
not the platform’s.

Every label resolves company override → industry default → canonical, and a region filters rather than ranks — so a label added for one market cannot change what another one reads. The same resolved words assemble the agent’s prompt.

APPROVALoverlay

Prior Authorization

Pre-Authorisation (Cashless) in IN

Console and agent read the same word
CUSTOMERoverlay

Member

Patient in US, GB, EU and AE · Insured Member in IN

Console and agent read the same word
GOALoverlay

Claim Case

The same label in every region this pack covers.

Console and agent read the same word
CATALOGoverlay

Plan Catalog

Plan Catalogue in IN

Console and agent read the same word
GOVERNANCEoverlay

Compliance (HIPAA)

The same label in every region this pack covers.

Console and agent read the same word
03 / MEASURES WITH THEIR CITATION

A number arrives
with the rule it came from.

Each measure carries a definition, the formula it is computed by and the source that defines it. That is what makes the figure defensible in a review — and what stops a model producing a plausible one instead.

MEASUREkpi map

30-day readmission

Whether an admission counts as a readmission under the Hospital Readmissions Reduction Program — unplanned, all-cause, within the window measured in whole days from discharge.

days_since_discharge = readmission_date − discharge_date, in whole days

CMS Hospital Readmissions Reduction Program
MEASUREkpi map

National Provider Identifier check

Validation of a ten-digit NPI, where the check digit is computed over the nine-digit base with the issuer constant prefixed — the difference between a typo caught at intake and a claim rejected weeks later.

Luhn over 80840 + first nine digits; compare against the tenth

CMS NPI Final Rule, 45 CFR §162.406
MEASUREkpi map

Body mass index and WHO band

Weight normalised for height with the WHO adult classification applied to the rounded value, so two systems do not disagree at a band boundary.

bmi = weight_kg / (height_m)², rounded to one decimal before banding

WHO Technical Report Series 894
04 / WHAT MUST NOT HAPPEN

The edges decide
whether this ships.

Every deployment in this industry fails the same few ways. These are the ones the platform is built to make impossible rather than discouraged.

BOUNDARYenforced

No clinical determination, ever

Medical necessity, diagnosis and treatment decisions belong to licensed people. The platform’s contribution is that the administrative work around them arrives complete and attributable.

Refused, not discouraged
BOUNDARYenforced

What reaches a model is policy, not habit

The exposure mode a call runs under is requested by the caller and capped by policy — masked, blind, or raw where a tenant permits it — and the event records which applied.

Refused, not discouraged
BOUNDARYenforced

HIPAA obligations stay yours

The platform supplies the boundary, the records and the retention controls. It does not supply a certification, and a vendor claiming to make you compliant is selling something nobody can deliver.

Refused, not discouraged
Starting here: Prior authorisation is the usual first scope: high volume, clear criteria, a clinician already in the loop, and a queue whose length everybody can see.
05 / THE REST OF THE ANSWER

Same platform,
whichever industry you run.

Everything on this page is configuration on top of one runtime. The controls underneath it are the same for every client, and they are written out in full on the platform page.

BRING A REAL ONE

Start with the task
nobody enjoys doing.

The first scope that works is a process somebody already owns, with a decision worth keeping human. Bring that, and we will map the agents, the integrations and the approval roles around it.

Start an enterprise conversation