AI native applications to reduce medical cost

Sanoki Context Model

Give your data context and keep medical cost from leaking

The Sanoki Context Model connects each record to the contract, rules and version that apply to it, so every case is read in full before payment. Payers and providers settle each bill at the contracted rate.

data context model → orchestrator data context model → orchestrator
FIG. 01 · Your data, read into the Context Model
The opportunity
6–9%
of medical cost is recoverable
80%
of the savings sit in medical cost
12–18 months
to pay back the one-time build

The problem

Documents and notes Separate systems Different formats One case, in pieces

Healthcare data sits in documents and notes, across separate systems, in different formats.
Each case gets reviewed in pieces, and waste, abuse and fraud reach payment.

From your systems to one model

Start from the data you already have

Sanoki connects your contracts, tariffs, authorizations and bills where they run today, and your contracting team validates every definition.

01

Map

Where each piece lives today

Every source a case needs, listed in one place.

02

Connect

Every source, as it is

Documents, databases and email, read in place.

03

Add context

The Sanoki Context Model

Each bill tied to its contract, rules and tariff.

You share the problemWe run the diagnosticMost teams are operating within weeks

How the Sanoki Context Model works

Each case checked against the contract in force

The model connects your members, providers, contracts, tariffs, authorizations and bills, and applies the rules your contracts set between them.

Objects

What exists, and what each carries

A tariff carries a price and a period. A bill carries its lines.

MEMBER PROVIDER CONTRACT TARIFF AUTHORIZATION BILL MEMBER PROVIDER CONTRACT TARIFF AUTHORIZATION BILL

Links

How things connect

A bill points to its authorization and its annex. A contract points to its tariff.

CONTRACT TARIFF BILL AUTHORIZATION IN FORCE? CONTRACT TARIFF BILL AUTHORIZATION IN FORCE?

Rules

What must hold

A bill line requires an authorization in force. Write the rule once, and every later bill is checked against it.

RULE WRITTEN ONCE EVERY BILL AFTER RULE WRITTEN ONCE EVERY BILL AFTER

Versions and dates

What was in force, and when

Every contract, annex, tariff and regulation keeps each version with its dates, so each case is checked against the versions that applied that day.

ANNEX V2 → V3 AUTHORIZED SERVICE BILLED REVIEWED PAID ANNEX V2 → V3 AUTHORIZED REVIEWED SERVICE PAID BILLED

What changes

One answer for any question about your operation

Each piece of data is defined once, and your teams, your systems, your partners and the regulator read the same version.

  1. 01

    One source of truth

    Every team reads the same definition of each field.

  2. 02

    Defined inputs / outputs

    Data moves in and out by set channels.

  3. 03

    Moves on its own

    Systems pass data along. People enter and read it.

  4. 04

    Traceable

    Each access and change logs who, when and why.

  5. 05

    Rules and regulations kept current

    Change it once, and every case applies it.

sources context model read by agentspeoplepartnersregulatoranalytics trace to source 04 01020305 sources contextmodel read by agentspeoplepartnersregulatoranalytics 01 02 03 04 trace to source 05
FIG. 02 · Your operation once the data holds, and what reads it

AI that lowers medical cost starts with a context model.

With the model in place, you can ask

Example answer

Is bill B-2041 correct before we pay it?

Not yet. Line 5 bills the same procedure twice on the same day, and the contract pays it once.

Read from

  • Bill B-2041, all lines
  • Contract C-2210, in force
  • Authorization A-8817
  • Line 5, duplicate procedure

Pillars it relies on

0104

One source of truth, Traceable

At stake US$1,240Next: A reviewer confirms the duplicateHeld

Next steps

Let us help you give context to
your data and stop medical cost leaks

Get a demo

See how Sanoki helps healthcare organizations reduce medical cost.

Thank you. We will be in touch at the email you shared.