AI Visibility Scorecard
hccbuddy.com · Technology
Borderline visible. AI bots can crawl HCC Buddy, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 14 times
Claude · Meta AI · Apple Intelligence · ShapBot
#858,161 of 2,706,131 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 77% of Technology companies
4
AEO Visibility
iBorderline · 4.2/10
85
Muse Index Score
iAI agent readiness
Transactable · 85/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"HCC Buddy is an ICD-10-CM encoder with CMS-HCC V28 mapping, RAF weights, MEAT Evidence Checker, Ask Buddy, NPI lookup, and drug reference for Medicare Advantage coders." That is how HCC Buddy introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (Organization, SoftwareApplication, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, HCC Buddy is crawlable but under-signaled - fixable, and the signals above are where to start.
What does HCC stand for in medical coding?
HCC stands for Hierarchical Condition Category. CMS uses HCC risk adjustment to estimate expected medical cost for Medicare Advantage members based on the diagnoses a provider reports during the year (CMS Risk Adjustment program: https://www.cms.gov/medicare/health-plans/medicareadvtgspecratestats/risk-adjustors).
What is the difference between HCC model V24 and V28?
V28 is the CMS-HCC model that began phasing in for payment year 2024 and reached 100% phase-in for payment year 2026. Compared to V24, V28 expands from 86 to 115 payment HCCs, removes some lower-acuity diagnosis groups, and updates RAF coefficients to reflect ICD-10-CM clinical revisions. Full details are in the CMS 2024 Advance Notice (https://www.cms.gov/medicare/payment/medicare-advantage-rates-statistics/announcements-and-documents).
What is a RAF score and why does it matter?
Risk Adjustment Factor (RAF) is the numeric coefficient CMS publishes for each payment HCC. The sum of a member's HCC coefficients (plus demographic factors) drives the per-member-per-month payment a Medicare Advantage plan receives. HCC Buddy shows the V28 and V24 RAF coefficients beside each ICD-10 code so coders see risk-adjustment impact without leaving the code card. Source coefficients: CMS RA Model Output (https://www.cms.gov/medicare/health-plans/medicareadvtgspecratestats/risk-adjustors).
What does the HCC Buddy Evidence Checker do?
Evidence Checker reviews deidentified chart wording against MEAT criteria (Monitor, Evaluate, Assess, Treat) and flags documentation gaps, conflicting language, and strength-of-evidence concerns so coders can separate diagnoses that simply have an ICD-10 mapping from diagnoses that are actually supported for risk adjustment under CMS audit standards.
How many ICD-10-CM codes map to HCC categories?
The FY2026 ICD-10-CM tabular list contains roughly 72,000 codes (CMS FY2026 release: https://www.cms.gov/medicare/coding-billing/icd-10-codes), of which about 9,500 map to a CMS-HCC V28 payment category. HCC Buddy shows the HCC value, model version, and source period for each billable code.
Is HCC Buddy free to try?
Yes. Start Pro and get 14 days to try the full workflow. Pro is $19.99/month for founding members during the founding window, then $29.99/month after it closes. The annual plan is $199.99/year.
Can I paste patient notes into Ask Buddy?
No. HCC Buddy is built for deidentified coding questions, ICD-10-CM codes, and clinical concepts. Do not paste member identifiers, dates of birth, full chart notes, or other patient identifiers into Ask Buddy.
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The exact fixes for HCC Buddy
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hccbuddy
Cite this score: Engagemii (2026). "AEO Score for HCC Buddy." Retrieved from https://engagemii.com/aeo/brands/hccbuddy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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