AI Visibility Rankings · Healthcare

Chronic care management software: AI search visibility ranking (2026)

By monitoraeo Last updated July 16, 2026 Refreshed every 30 days

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 →

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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When buyers look for Chronic care management software, AI engines often point to ThoroughCare as the leader, with a notable 37.5% visibility. Alongside ThoroughCare, Prevounce and ChartSpan are frequently mentioned as top brands. These brands consistently appear in AI-generated responses, indicating their prominence in the market.

The rankings are influenced by the sources most cited by the AI engines. Leading websites like healtharc.io, thoroughcare.net, and 1bioshealth.com provide the data underpinning these recommendations. Many of these sources are aggregator or review sites, which means they consolidate a wide range of reviews and expert insights into their content.

For buyers, this means considering recent reviews and third-party validation found in these rankings is crucial. AI engines value topical authority, so focusing on brands frequently discussed in specialized sources, like those for Chronic care management, ensures access to software informed by expert perspectives and user feedback.

At a glance

Category leader ThoroughCare 38% visibility · named in 3 of 8 AI answers

Most cited brand ThoroughCare 50% citation rate · the AI's most-trusted source brand in chronic care management software

Top cited domain healtharc.io Referenced by AI across the chronic care management software query set — the highest-leverage PR target in this category

Visibility spread 38pp Gap between top and bottom of the ranking · 17 brands at 0% (invisible to the AI)

What we observed in this category

ThoroughCare leads the chronic care management software category with a visibility score of 37.5%, against a category average of just 3.1%. That gap is significant: ThoroughCare is roughly 12 times more visible than the average brand in this space. Its composite score of 41.2 is nearly double that of second-placed Prevounce at 23.8, meaning the leader holds a commanding position that no other tracked brand is close to challenging at this time.

An interesting divergence appears between visibility and citation for the top two brands. Prevounce holds a citation rate of 50% despite a visibility score of only 12.5%, matching ThoroughCare's citation rate exactly. This means Prevounce is trusted as a source as often as ThoroughCare, yet appears far less frequently in AI-generated responses. ChartSpan shows a similar pattern, cited 37.5% of the time despite matching Prevounce's 12.5% visibility, suggesting citation authority does not automatically translate into broader mention frequency.

All recorded activity in this category is anchored exclusively on Google AI Mode, with no other engine producing visible signals for any of the 20 tracked brands. The top cited external sources include healtharc.io, thoroughcare.net, arcadia.io, and humhealth.com, indicating that AI responses draw on a narrow set of third-party and vendor-owned domains. Seventeen of the top 20 brands recorded zero visibility and zero citation, confirming that AI coverage in this category is extremely concentrated.

Movers & shakers since last refresh

Biggest visibility risers

ThoroughCare 12% → 38% · rank #1 → #1
+25pp
Prevounce 0% → 12% · rank #3 → #2
+12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	ThoroughCare thoroughcare.net	38%	50%	Google AI Mode
ThoroughCare leads with 37.5% visibility and a 50% citation rate, both well above the category averages of 3.1% and 6.9% respectively, and its domain appears directly in the top cited sources list.
2	Prevounce prevounce.com	12%	50%	Google AI Mode
Prevounce matches ThoroughCare's 50% citation rate despite visibility of only 12.5%, and recorded the largest citation delta in the dataset at plus 50 percentage points since the previous audit period.
3	ChartSpan chartspan.com	12%	38%	Google AI Mode
ChartSpan sits at 12.5% visibility and 37.5% citation, placing it third overall but showing a citation rate five times the category average of 6.9%, suggesting strong source credibility relative to its mention frequency.
4	CareSignal caresignal.com	0%	0%	Google AI Mode
CareSignal holds rank 4 by classification but records zero visibility and zero citation, placing it level with 16 other brands that also show no measurable AI presence in this audit.
5	mPulse mpulsemobile.com	0%	0%	Google AI Mode
mPulse records a composite score of zero, identical to ranks 4 through 20, meaning its rank 5 position reflects categorical ordering rather than any differentiated AI visibility or citation performance.
6	WellSky wellsky.com	0%	0%	Google AI Mode
7	Health Recovery Solutions healthrecoverysolutions.com	0%	0%	Google AI Mode
8	Cadence cadence.care	0%	0%	Google AI Mode
9	Memora Health memorahealth.com	0%	0%	Google AI Mode
10	CoachCare coachcare.com	0%	0%	Google AI Mode
11	Rimidi rimidi.com	0%	0%	Google AI Mode
12	SmartMeter smartmeter.com	0%	0%	Google AI Mode
13	CareSimple caresimple.com	0%	0%	Google AI Mode
14	Biofourmis biofourmis.com	0%	0%	Google AI Mode
15	Current Health currenthealth.com	0%	0%	Google AI Mode
16	Optimize Health optimize.health	0%	0%	Google AI Mode
17	100Plus 100plus.com	0%	0%	Google AI Mode
18	CareVive carevive.com	0%	0%	Google AI Mode
19	RemoteCare remotecare.com	0%	0%	Google AI Mode
20	Resmed Brightree 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.

healtharc.iothoroughcare.net1bioshealth.comarcadia.iohumhealth.comomnimd.comvitalhealthservice.commurphi.ai

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. More on visibility →

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. More on citation rate →

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. How AI engines pick sources →

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. How AI search ranking works →

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.

Audit your chronic care management software brand → Browse all rankings Methodology →

Frequently asked about chronic care management software AI visibility

Who leads AI visibility in chronic care management software?

ThoroughCare leads with 37.5% visibility and a composite score of 41.2, far ahead of second-placed Prevounce at 12.5% visibility and a composite score of 23.8.

How concentrated is AI coverage in this category?

Coverage is highly concentrated: only 3 of the 20 tracked brands record any visibility or citation, while the remaining 17 brands each show zero across both metrics.

What sources does Google AI Mode cite most for chronic care management research?

The top cited sources include healtharc.io, thoroughcare.net, arcadia.io, humhealth.com, and omnimd.com, drawing on a mix of vendor-owned domains and third-party health technology sites.

Can a brand have a high citation rate but low visibility in this category?

Yes. Prevounce holds a 50% citation rate while appearing in only 12.5% of AI responses, showing that being used as a trusted source does not guarantee frequent mention in AI-generated answers.

Which brands showed the biggest gains in AI visibility since the last audit?

ThoroughCare gained 25 percentage points in visibility and Prevounce gained 12.5 percentage points, making them the only two brands to record any positive movement in this audit period.

Is AI visibility in this category spread across multiple engines?

No. Every brand in the top 20 lists Google AI Mode as its top engine, and no other engine produced measurable visibility or citation signals in this audit.