Stratum Collective — Precedent Intelligence

Your best billers know things your systems don't capture. We fix that.

Every complex denial your team solves contains intelligence — which evidence combinations worked, what sequence mattered, how this payer actually enforces policy. That expertise disappears when staff leave. We make it permanent.

§ 01

What a Precedent Object is

A structured record of what worked, why it worked, and when enforcement shifts fast enough to matter.

Evidence Sequencing — Not just what was submitted. What order. Our Precedent Objects capture exactly which evidence combinations move each payer.

Human-Governable — Billers read, challenge, and update Precedent Objects with attribution. Model weights can't be governed. Ours can.

Denial Code Disambiguation — Semantic interpretation: “CO-50 signals missing documentation here, frequency threshold there.” Same code, different strategy.

Explainable Provenance — Full traceability: guideline clause → evidence → outcome. Every precedent is auditable.

7
Layers per Precedent Object
1–2 wk
Drift detection + update cycle
100%
Auditable & human-editable
§ 02

Why “explainability” isn't enough

AI RCM vendors now market “explainable AI.” But explainability ≠ governance.

Explainability
Audit trail
Shows what the model decided
Read-only
Your team can see it, not fix it
Model weights
Can’t be directly governed
Governance
Editable artifacts
Challenge, correct, improve reasoning
Attributed
Every change tracked to a person
Precedents
Artifacts your team controls
§ 03

The speed difference

AI retrains on statistical significance. We test hypotheses in real time.

Traditional AI Approach
2–6 mo.
To detect & retrain on enforcement drift
50–200+
Outcome-labeled examples needed
$50K–$575K
Cost per drift event
Stratum Approach
1–2 wk.
To detect, test, & update precedent
~10
Directed tests to validate hypothesis
$1K–$5K
Cost per drift event
§ CTA

Ready to see what’s possible?

Get a free assessment showing where Precedent Objects could move the needle for your team.

Free 5–7 business days No obligation

Start with your denials

We'll analyze 25–50 recent denials and show you where precedent-based intelligence changes the math.

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