Real ChatGPT answer · index seedkQQL7P4e6wAcompleteHealth and wellness · doctors and providershowto

What specific ICD-10 and CPT codes should I ask my doctor's billing department to use on a super-bill to ensure maximum reimbursement for a preventative nutrition consultation?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What specific ICD-10 and CPT codes should I ask my doctor's billing department to use on a super-bill to ensure maximum reimbursement for a preventative nutrition consultation?
2 real searches · 1 real-search pass
2026 ICD-10-CM Z71.3 nutrition counseling CPT 97802 97803 preventive nutrition counseling insurance reimbursement codingGoogle ↗
OBSERVEDReason
CMS preventive services medical nutrition therapy CPT 97802 97803 diagnosis coverage Medicare diabetes renal diseaseGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
2026 ICD-10-CM Z71.3 nutrition counseling CPT 97802 97803 preventive nutrition counseling insurance reimbursement coding Google ↗
CMS preventive services medical nutrition therapy CPT 97802 97803 diagnosis coverage Medicare diabetes renal disease Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 ICD-10-CM Z71.3 nutrition counseling CPT 97802 97803 preventive nutrition counseling insurance reimbursement coding
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CMS preventive services medical nutrition therapy CPT 97802 97803 diagnosis coverage Medicare diabetes renal disease
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1