Chronic care management software: AI search visibility ranking (2026)
How AI search engines rank chronic care 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. Chronic care management software used by provider groups to monitor patients, document non-face-to-face care, automate outreach, and support reimbursable CCM programs. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 16, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
ThoroughCare leads the chronic care management software category with a composite score of 20.0, built on a citation rate of 37.5% against a visibility rate of 12.5%. That citation-to-visibility ratio is the highest in the dataset and sits far above the category average citation rate of 1.9%. ChartSpan matches ThoroughCare on visibility at 12.5% but holds a composite score of only 8.8, making the gap between first and second place substantial in practical AI trust terms. Every other ranked brand scores 0.0 across all metrics.
The most striking divergence in this dataset is between ChartSpan and ThoroughCare. Both share identical visibility scores of 12.5%, yet ChartSpan carries a 0.0% citation rate while ThoroughCare is cited in 37.5% of responses. This means ChartSpan is named by Google AI Mode but not trusted as a source, whereas ThoroughCare is both mentioned and actively referenced. ChartSpan also recorded a visibility decline of 12.5 percentage points from its previous reading of 25.0%, signalling a weakening AI presence despite holding rank 2.
Google AI Mode is the sole engine recorded across all brands in this audit, indicating the data reflects a single-engine environment. The top cited sources for this category include youtube.com, reddit.com, g2.com, thoroughcare.net, and arcadia.io, suggesting AI responses draw on a mix of user-generated content, third-party review platforms, and vendor-owned domains. ThoroughCare's own domain appearing in the cited sources list aligns directly with its 37.5% citation rate and explains why its composite score outperforms every other brand in the category.
Movers & shakers since last refresh
Biggest visibility fallers
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ChartSpan 25% → 12% · rank #2 → #2-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
thoroughcare.net
|
12% | 38% | Google AI Mode |
ThoroughCare holds a composite score of 20.0, driven by a 37.5% citation rate that is roughly 20 times the category average of 1.9%, making it the only brand with meaningful AI trust. |
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| 2 |
chartspan.com
|
12% | 0% | Google AI Mode |
ChartSpan matches ThoroughCare on visibility at 12.5% but records a 0.0% citation rate and has lost 12.5 visibility points since the prior period, signalling eroding AI presence. |
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| 3 |
prevounce.com
|
0% | 0% | Google AI Mode |
Prevounce holds rank 3 despite posting zero visibility, zero citations, and a composite score of 0.0, suggesting its ranking reflects non-AI signals rather than any Google AI Mode presence. |
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| 4 |
caresignal.com
|
0% | 0% | Google AI Mode |
CareSignal scores 0.0 across all three AI metrics, placing it among a large group of brands with no measurable presence in Google AI Mode responses for this category. |
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| 5 |
mpulsemobile.com
|
0% | 0% | Google AI Mode |
mPulse records 0.0% visibility and 0.0% citations, identical to ranks 3, 4, 6 through 10, indicating no differentiation from peers in current Google AI Mode coverage. |
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| 6 |
wellsky.com
|
0% | 0% | Google AI Mode |
| 7 |
healthrecoverysolutions.com
|
0% | 0% | Google AI Mode |
| 8 |
cadence.care
|
0% | 0% | Google AI Mode |
| 9 |
memorahealth.com
|
0% | 0% | Google AI Mode |
| 10 |
coachcare.com
|
0% | 0% | Google AI Mode |
| 11 |
rimidi.com
|
0% | 0% | Google AI Mode |
| 12 |
smartmeter.com
|
0% | 0% | Google AI Mode |
| 13 |
caresimple.com
|
0% | 0% | Google AI Mode |
| 14 |
biofourmis.com
|
0% | 0% | Google AI Mode |
| 15 |
currenthealth.com
|
0% | 0% | Google AI Mode |
| 16 |
optimize.health
|
0% | 0% | Google AI Mode |
| 17 |
100plus.com
|
0% | 0% | Google AI Mode |
| 18 |
carevive.com
|
0% | 0% | Google AI Mode |
| 19 |
remotecare.com
|
0% | 0% | Google AI Mode |
| 20 |
resmed.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on chronic care 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 chronic care 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 chronic care management software AI visibility
Who leads AI visibility in chronic care management software?
ThoroughCare leads with a composite score of 20.0 and a citation rate of 37.5%, far ahead of second-placed ChartSpan which scores 8.8 with a 0.0% citation rate.
What is the average AI visibility for brands in this category?
The category average visibility is 1.2% and the average citation rate is 1.9%, reflecting extremely low overall AI presence across the 20 brands audited.
Which brand is losing AI visibility the fastest?
ChartSpan recorded the largest visibility decline, dropping 12.5 percentage points from 25.0% to 12.5%, making it the only brand flagged as a visibility faller in this audit.
What sources does Google AI Mode cite most for chronic care management software research?
The top cited sources include youtube.com, reddit.com, g2.com, thoroughcare.net, 1bioshealth.com, and arcadia.io, mixing user-generated platforms with vendor and review sites.
Can a brand be visible in AI responses without being cited as a trusted source?
Yes. ChartSpan demonstrates this clearly, appearing in 12.5% of responses but receiving zero citations, while ThoroughCare at the same visibility level is cited in 37.5% of responses.
How many brands in this category have any measurable AI presence?
Only two of the 20 audited brands show non-zero scores: ThoroughCare with a composite of 20.0 and ChartSpan with 8.8, leaving 18 brands at 0.0 across all metrics.