AI Visibility Rankings · Healthcare

Medical device contract manufacturers: AI search visibility ranking (2026)

How AI search engines rank medical device contract manufacturers 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. Medical device contract manufacturers helping OEMs with design transfer, machining, molding, assembly, sterilization, and regulated production at scale. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jul 03, 2026

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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When AI engines like ChatGPT, Claude, and Perplexity answer questions about medical device contract manufacturers, Flex comes up most often, appearing in 25% of AI-generated responses across the engines tracked. Integer and Jabil round out the top three, with all three brands showing up consistently when buyers ask about full-service or high-volume device manufacturing.

The rankings reflect which brands appear most in the sources AI engines pull from, including karkhana.io, clutch.co, contractmanufacturingcompanies.com, skyquestt.com, and biopharmguy.com. Several of these are aggregator and review directories, which means brands that maintain complete, up-to-date profiles on those platforms tend to get cited more frequently, regardless of their actual production capacity or specialization.

For a buyer using this page, the practical takeaway is that AI visibility does not always map to the best fit for your specific device category. A manufacturer ranked lower here may have stronger expertise in, say, implantables or diagnostics, but simply has less presence on the aggregator sites AI engines favor. Cross-check any shortlist against third-party validation on those source domains and look for recent, category-specific reviews before narrowing down.

At a glance

Category leader Flex 25% visibility · named in 2 of 8 AI answers

Most cited brand Flex 12% citation rate · the AI's most-trusted source brand in medical device contract manufacturers

Top cited domain karkhana.io Referenced by AI across the medical device contract manufacturers query set — the highest-leverage PR target in this category

Visibility spread 25pp Gap between top and bottom of the ranking · 16 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

Flex leads the category with a 25.0% visibility score, more than double the 12.5% held by Integer, Jabil, and Sanmina. The category average visibility sits at just 3.1%, meaning Flex's score is roughly eight times the norm. That gap is significant because 16 of the 20 tracked brands register 0.0% visibility, so the top four brands effectively account for all measurable AI presence in this category on Google AI Mode.

A notable divergence exists between being named and being cited. Flex appears in 25.0% of responses but is cited in only 12.5%, while Integer matches its visibility with an equal 12.5% citation rate, suggesting stronger source trust. Jabil and Sanmina both show 12.5% visibility but 0.0% citations, meaning AI Mode mentions them without anchoring to their domains, a pattern that separates named presence from verified reference.

The top cited sources in this category are third-party directories and market research aggregators, including clutch.co, contractmanufacturingcompanies.com, karkhana.io, and skyquestt.com. No brand domain appears directly in the cited sources list. This indicates Google AI Mode is drawing category knowledge from aggregator and analyst pages rather than from manufacturer websites, which explains the disconnect between brand visibility scores and citation rates.

Movers & shakers since last refresh

Biggest visibility risers

Sanmina 0% → 12% · rank #9 → #4
+12pp

Biggest visibility fallers

Flex 38% → 25% · rank #1 → #1
-12pp
Jabil 25% → 12% · rank #2 → #3
-12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	Flex flex.com	25%	12%	Google AI Mode
Flex leads with 25.0% visibility, eight times the 3.1% category average, but its citation rate of 12.5% trails its visibility, and visibility has dropped from a prior 37.5%.
2	Integer integer.net	12%	12%	Google AI Mode
Integer is the only top-five brand with matching visibility and citation rates at 12.5% each, suggesting it is both named and sourced by AI at an equal frequency.
3	Jabil jabil.com	12%	0%	Google AI Mode
Jabil holds 12.5% visibility but 0.0% citations, and has declined from rank 2 to rank 3 with a visibility drop of 12.5 percentage points since the previous period.
4	Sanmina sanmina.com	12%	0%	Google AI Mode
Sanmina is the biggest riser, jumping from rank 9 to rank 4 with a 12.5 percentage point visibility gain, though its citation rate remains at 0.0%.
5	Cirtec Medical cirtecmed.com	0%	0%	Google AI Mode
Cirtec Medical sits at rank 5 with 0.0% visibility and 0.0% citations, matching ten other tracked brands that have no measurable AI presence in this category.
6	TE Connectivity te.com	0%	0%	Google AI Mode
7	Nordson MEDICAL nordsonmedical.com	0%	0%	Google AI Mode
8	Phillips-Medisize phillipsmedisize.com	0%	0%	Google AI Mode
9	Viant viantmedical.com	0%	0%	Google AI Mode
10	Minnetronix Medical minnetronixmedical.com	0%	0%	Google AI Mode
11	Forefront Medical Technology forefrontmedical.com	0%	0%	Google AI Mode
12	Tessy Plastics tessy.com	0%	0%	Google AI Mode
13	SteriPack steripackgroup.com	0%	0%	Google AI Mode
14	MicroPort Orthopedics microportortho.com	0%	0%	Google AI Mode
15	Cretex Medical cretexmedical.com	0%	0%	Google AI Mode
16	Donatelle donatellemedical.com	0%	0%	Google AI Mode
17	Nipro nipro.com	0%	0%	Google AI Mode
18	Gerresheimer gerresheimer.com	0%	0%	Google AI Mode
19	West Pharmaceutical Services westpharma.com	0%	0%	Google AI Mode
20	Sanner sanner-group.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on medical device contract manufacturers, 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.

karkhana.ioclutch.cocontractmanufacturingcompanies.comskyquestt.combiopharmguy.compremierss.comdiabetesjournals.orgmarketdataforecast.com

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 medical device contract manufacturers 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 medical device contract manufacturers brand → Browse all rankings Methodology →

Frequently asked about medical device contract manufacturers AI visibility

Who leads AI visibility in the medical device contract manufacturers category?

Flex leads with 25.0% visibility on Google AI Mode, which is roughly eight times the category average of 3.1%. The next closest brands, Integer, Jabil, and Sanmina, each hold 12.5% visibility.

Which brand has the strongest citation performance relative to its visibility?

Integer is the only top-five brand where citation rate matches visibility, both at 12.5%, making it the most proportionally cited brand in the category.

What sources does AI cite most for medical device contract manufacturer research?

Google AI Mode anchors primarily on third-party aggregators and market research sites including karkhana.io, clutch.co, contractmanufacturingcompanies.com, and skyquestt.com. No individual brand domain appears in the top cited sources list.

How concentrated is AI visibility in this category?

Visibility is highly concentrated: four brands account for all measurable AI presence, while 16 of the 20 tracked brands register 0.0% visibility and 0.0% citations.

Which brand showed the biggest movement in rankings since the previous period?

Sanmina rose five places from rank 9 to rank 4, gaining 12.5 percentage points of visibility. Flex and Jabil were the biggest fallers, each losing 12.5 percentage points of visibility.

Can a brand appear in AI responses without being cited as a source?

Yes, Jabil and Sanmina both register 12.5% visibility but 0.0% citations, confirming that Google AI Mode can name brands in responses without linking to or referencing their domains.