Population health management software: AI search visibility ranking (2026)
How AI search engines rank population health management software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Population health management software used to stratify risk, coordinate interventions, improve outcomes, and manage value-based care programs. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 15, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Arcadia dominates this category with a composite score of 35.0, a visibility rate of 12.5%, and a citation rate of 87.5%. The next closest brand, Innovaccer, scores 15.0 composite with zero visibility and only 50% citation. That gap is significant: Arcadia is the only brand generating unprompted mentions, meaning it occupies a structurally different position from every other vendor in the set. The category average visibility sits at just 0.6%, confirming how concentrated AI presence is at the top.
Innovaccer and Persivia both show zero visibility yet retain meaningful citation rates of 50% and 37.5% respectively. This means Google AI Mode is referencing their domains as supporting sources without naming them in direct answers. Health Catalyst, Lightbeam Health, ZeOmega, Cotiviti, Epic Healthy Planet, Oracle Health, and MedeAnalytics all register zero on both metrics, placing them effectively absent from AI-generated responses in this category despite being recognised market participants.
Google AI Mode is the top engine for every brand in the dataset, and the cited sources list confirms it anchors heavily on vendor-owned domains (arcadia.io, innovaccer.com, persivia.com) alongside analyst sources Gartner and KLAS Research. Third-party content from omnimd.com, digitalhealth.folio3.com, and communitycarecooperative.org also appear as citation sources, suggesting the AI is drawing on a mix of practitioner commentary and health system case material to construct its answers.
Movers & shakers since last refresh
Biggest visibility risers
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Arcadia 0% → 12% · rank #0 → #1+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
arcadia.io
|
12% | 88% | Google AI Mode |
Arcadia is the only brand above the 0.6% category average visibility, with a 12.5% visibility rate and 87.5% citation rate that together produce a composite score more than double its nearest competitor. |
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| 2 |
innovaccer.com
|
0% | 50% | Google AI Mode |
Innovaccer holds a 50% citation rate despite zero visibility, meaning AI cites its domain as a source but does not name it in direct answers, placing it in a cited-but-unnamed position. |
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| 3 |
persivia.com
|
0% | 38% | Google AI Mode |
Persivia achieves a 37.5% citation rate with zero visibility, ranking third overall yet remaining entirely absent from named AI responses across all measured queries. |
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| 4 |
healthcatalyst.com
|
0% | 0% | Google AI Mode |
Health Catalyst records zero on both visibility and citation despite being a recognised category vendor, leaving it with the same composite score of 0.0 as five other brands ranked below it. |
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| 5 |
lightbeamhealth.com
|
0% | 0% | Google AI Mode |
Lightbeam Health sits at rank 5 with a composite score of 0.0, indistinguishable in AI presence from ZeOmega, Cotiviti, Epic Healthy Planet, Oracle Health, and MedeAnalytics at this point in the data. |
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| 6 |
zeomega.com
|
0% | 0% | Google AI Mode |
| 7 |
cotiviti.com
|
0% | 0% | Google AI Mode |
| 8 |
epic.com
|
0% | 0% | Google AI Mode |
| 9 |
oracle.com
|
0% | 0% | Google AI Mode |
| 10 |
medeanalytics.com
|
0% | 0% | Google AI Mode |
| 11 |
veradigm.com
|
0% | 0% | Google AI Mode |
| 12 |
clarifyhealth.com
|
0% | 0% | Google AI Mode |
| 13 |
cerner.com
|
0% | 0% | Google AI Mode |
| 14 |
azarahealthcare.com
|
0% | 0% | Google AI Mode |
| 15 |
coniferhealth.com
|
0% | 0% | Google AI Mode |
| 16 |
eclinicalworks.com
|
0% | 0% | Google AI Mode |
| 17 |
qsii.com
|
0% | 0% | Google AI Mode |
| 18 |
cedargate.com
|
0% | 0% | Google AI Mode |
| 19 |
wellsky.com
|
0% | 0% | Google AI Mode |
| 20 |
signifyhealth.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on population health management software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.
Get your own population health management software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about population health management software AI visibility
Who leads AI visibility in population health management software?
Arcadia leads by a large margin with a visibility score of 12.5% and a composite score of 35.0, the only brand in the category above the 0.6% average visibility rate.
What sources does Google AI Mode cite most for population health management software research?
The top cited sources are arcadia.io, innovaccer.com, and persivia.com as vendor domains, supplemented by analyst sources gartner.com and klasresearch.com, plus third-party health content from omnimd.com, digitalhealth.folio3.com, and communitycarecooperative.org.
Which brands are cited by AI but not named in direct answers?
Innovaccer and Persivia both have citation rates of 50% and 37.5% respectively but zero visibility scores, meaning their domains appear as source references without the brands being named in AI-generated responses.
How competitive is the AI visibility landscape in this category?
The category is highly concentrated: 15 of the 20 brands tracked show a composite score of 0.0, and the category average visibility is just 0.6%, indicating AI presence is almost entirely confined to the top three brands.
Do large established vendors like Epic or Oracle perform well in AI visibility for this category?
Epic Healthy Planet and Oracle Health both register zero on visibility and citation, placing them equal to the lowest-ranked brands in this specific category despite their broad market recognition.
Which engine drives AI visibility for population health management software brands?
Google AI Mode is the top engine recorded for every brand in the dataset, with no other engine contributing to visibility or citation scores in this category.