AI-generated visibility summary

AI visibility summary for RxHCC

RxHCC demonstrates strong conversational AI visibility but suffers from a critical credibility gap: while it is mentioned in 88.9% of AI-generated answers across three engines, it receives zero citations in any response. This pattern holds across ChatGPT and Google AI Overview, where RxHCC achieves 100% mention rates, and Google Search, where it drops to 66.7%. The brand's overall score of 56.6 trails far behind competitor CMS, which dominates with an 85.2 score, a 100% mention rate, and a 55.6% citation rate—appearing in 94 citations across 9 answers. RxHCC's mentions are substantial (23 total) but entirely uncited, creating a situation where AI systems reference the brand without treating it as an authoritative source. This citation gap is especially problematic given that CMS is cited in 90.4% of all cited domains, while RxHCC's closest cited competitors (Avalerehealth, Milliman, Risehealth) each hold under 4% citation share. The practical implication: RxHCC must prioritize earning citations from authoritative sources or improving its own content's citability, as AI systems currently acknowledge its relevance but do not validate its expertise—a disconnect that could undermine trust in high-stakes Medicare Part D queries.

Scan evidence for RxHCC

Visibility score
56.6
Mention rate
88.9%
Citation rate
0.0%
Engines
3
Prompts
3

Strongest engines

EngineScoreMentionsCitations
ChatGPT 60.0 100.0% 0.0%
Google AI Overview 60.0 100.0% 0.0%
Google Search 40.0 66.7% 0.0%

Visibility gaps

EngineScoreMentionsCitations
Google Search 40.0 66.7% 0.0%
Google AI Overview 60.0 100.0% 0.0%
ChatGPT 60.0 100.0% 0.0%

Competitive landscape

  1. CMS cms.gov Score 85.2
  2. RxHCC brand rxhcc.com Score 56.6
  3. Avalere Health avalere.com Score 24.0
  4. Avalerehealth avalerehealth.com Score 17.6
  5. Risehealth risehealth.org Score 12.3
  6. Milliman milliman.com Score 10.4

Most cited domains

  1. cms.gov 94 citations · 90.4%
  2. avalerehealth.com 4 citations · 3.8%
  3. milliman.com 4 citations · 3.8%
  4. risehealth.org 2 citations · 1.9%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
How will the CY2027 Medicare Part D risk adjustment model changes affect MA-PD and standalone PDP plan payments? 3 3 0
What is the best way to improve Medicare Part D risk scores compliantly? 3 3 0
Compare Medicare Part D risk adjustment models for 2027: what are the key differences between MA-PD and PDP? 3 2 0
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A 2026 measurement study found nearly 30% of Google AI Overview cited domains did not appear in the co-displayed first page of organic results.

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18
AI engines and search sources tracked
2.5B+
ChatGPT prompts per day, confirmed by OpenAI
1.5B+
Monthly Google AI Overview users reported in 2025
~30%
AI Overview cited domains absent from first-page organic results

Sources: OpenAI-confirmed ChatGPT usage, Google AI Overview reach, 2026 AI Overview citation study.

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