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Niti Logic · Free Guide · PRISM Framework

What Payer Algorithms Actually Look For

Prior authorization decisions are not made by humans reading your story. They are made by criteria engines scanning for specific language. This is what that language is — and what to write instead of what you have been writing.

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13%
of prior auth denials flagged on appeal met coverage criteria all along They were denied because the documentation did not match the algorithm — not because the care was not medically necessary.
Source: U.S. Dept. of Health and Human Services, Office of Inspector General — Medicare Advantage Prior Authorization Review, 2022
The 6-Criteria Checklist — In Order of Weight

Payer algorithms scan for these six elements. Each one missing reduces your approval probability significantly.

1
Named failed treatments with dates and duration
The system requires documented evidence that lower-cost or less intensive options were tried and failed. Vague references do not satisfy the rule. Specific treatment names, start and end dates, and documented failure reasons are required.
Write: "Patient completed 8 weeks of physical therapy (03/01–04/26/2025) with no reduction in VAS pain scores. NSAID therapy discontinued 02/2025 due to GI intolerance."
Not: "Patient has tried conservative treatment."
2
Functional limitation — specific and measurable
Algorithms score severity through functional loss, not symptoms alone. You must document what the patient cannot do, with a measurable baseline. Pain alone does not move a PA forward. Inability to perform named daily activities does.
Write: "Patient is unable to ambulate more than 50 feet without rest. Unable to perform ADLs independently. PHQ-9 score 16 (moderately severe)."
Not: "Patient is suffering and quality of life is affected."
3
ICD-10 precision matching the requested intervention
Payer systems cross-reference the diagnosis code against the requested treatment. A code that is too broad, too general, or mismatched to the clinical level being requested triggers automatic review escalation. The code must support the severity implied by the request.
Write: M51.16 (intervertebral disc degeneration, lumbar region) with M54.42 (lumbago with sciatica, right side)
Not: M54.5 (low back pain) for a spinal injection request.
4
Severity qualifier matching the intervention tier
Mild, moderate, and severe designations map to specific intervention tiers in clinical policy. Requesting a high-tier intervention with only mild severity documented creates a logic mismatch that denial engines flag automatically. The severity language in your notes must match the intensity of what you are requesting.
Write: "Moderate-to-severe major depressive disorder (F33.1), unresponsive to two adequate trials of first-line pharmacotherapy."
Not: "Depression with symptoms" for a TMS request.
5
Baseline measurements before the requested treatment
Algorithms look for a documented before-state to justify the treatment request. Objective scores — pain scales, functional assessments, lab values, imaging findings — establish the baseline. Without them, the system has no reference point against which to evaluate medical necessity.
Write: "HbA1c 9.2 as of 04/10/2025 despite adherence to current regimen. Repeat fasting glucose 248 mg/dL on 04/15/2025."
Not: "Labs are elevated and current treatment is not working."
6
"Guideline-concordant" or "evidence-based" — exact phrase required
Many payer clinical policy documents include these terms as literal required flags. Synonyms do not satisfy the rule. Writing "consistent with current standards" or "per best practices" is not the same as writing "guideline-concordant care per [guideline source]." Use the payer's own language where possible.
Write: "Requested treatment is guideline-concordant per ADA Standards of Medical Care 2025, Section 9."
Not: "This is the standard of care for this condition."
Approval Rate by Criteria Documented

Illustrative model based on CMS OIG 2022, AMA PA survey, and published claim audit literature

All 6 criteria documented
82%
likely approved
Missing 1 criterion
63%
moderate risk
Missing 2 criteria
44%
high denial risk
Missing 3+ criteria
23%
auto-deny territory
Language Patterns: What Gets Flagged vs What Gets Through
Algorithm flags these
"Patient is suffering"
"Has tried everything"
"Really needs this procedure"
"History of back pain"
"Urgent / as soon as possible"
"Per patient request"
"Consistent with best practices"
"Patient has not responded well"
Algorithm scores these
Named severity qualifier + functional loss
Specific treatments + dates + failure reason
ICD-10 precision matched to intervention tier
Baseline measurement before current request
Acute vs chronic designation with indicators
Clinical indication for urgency (e.g., HbA1c value)
"Guideline-concordant per [named guideline]"
Objective score (VAS, PHQ-9, HbA1c, MRC)
What this means for appeals: If your prior authorization was denied and you believe the care was medically necessary, the denial may be a documentation problem — not a coverage problem. The algorithm evaluated what was written, not what the provider intended. An appeal that supplies the missing criteria language has grounds to overturn.
Don't Fight the System. Decode It.

Niti Logic's PRISM Framework builds your prior authorization and appeal documentation against payer criteria logic — not against their public relations. If your authorization was denied and you believe the care was appropriate, the issue may be the documentation, not the decision.

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