Laboratory information systems: AI search visibility ranking (2026)
How AI search engines rank laboratory information systems 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. Laboratory information systems used to manage sample workflows, accessioning, results, reporting, billing, and integration across diagnostic labs and pathology groups. 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
NovoPath leads the category with a composite score of 15.0, driven entirely by a 50% citation rate despite zero visibility. Epic Beaker sits second at 8.8 composite, with the opposite profile: 12.5% visibility but zero citations. This gap matters because the two leading brands are succeeding through entirely different AI signals, suggesting the category has no single brand that dominates both dimensions simultaneously. The category average visibility is just 0.6%, making even Epic Beaker's 12.5% a significant outlier.
The divergence between being named and being trusted as a source is sharp across this category. NovoPath, SCC Soft Computer, and QBench all hold zero visibility yet carry citation rates of 50%, 25%, and 25% respectively, meaning AI surfaces their content as reference material without consistently naming them in responses. Conversely, Epic Beaker is named in AI outputs regularly but is never cited as a source, suggesting its mentions are drawn from secondary or aggregated references rather than direct domain authority.
Google AI Mode is the sole engine recorded across all 20 brands, so the entire category's AI footprint is anchored on that one surface. The top cited sources include novopath.com, ligolab.com, safetyculture.com, cloudlims.com, and reddit.com, indicating that AI is pulling from a mix of vendor sites and third-party review or community content. Brands like LabVantage, STARLIMS, Sunquest, Clinisys, and Orchard Software score zero on both visibility and citation, meaning they have no measurable presence in Google AI Mode responses.
Movers & shakers since last refresh
Biggest visibility risers
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Epic Beaker 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
novopath.com
|
0% | 50% | Google AI Mode |
NovoPath leads with a 50% citation rate and a composite score of 15.0, despite 0% visibility, the widest citation-to-visibility gap of any brand in the category. |
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| 2 |
epic.com
|
12% | 0% | Google AI Mode |
Epic Beaker is the only brand with measurable visibility at 12.5%, well above the 0.6% category average, but records zero citations, making it the most mentioned yet least sourced brand. |
||||
| 3 |
softcomputer.com
|
0% | 25% | Google AI Mode |
SCC Soft Computer matches QBench at a composite score of 7.5, both reaching 25% citation with zero visibility, ranking third on citation trust alone. |
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| 4 |
qbench.com
|
0% | 25% | Google AI Mode |
QBench ties SCC Soft Computer with a 25% citation rate and zero visibility, and its domain appears directly in the top cited sources list for the category. |
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| 5 |
cgm.com
|
0% | 12% | Google AI Mode |
CompuGroup Medical holds a composite score of 3.8 with a 12.5% citation rate and zero visibility, placing fifth despite having no named presence in AI responses. |
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| 6 |
labvantage.com
|
0% | 0% | Google AI Mode |
| 7 |
starlims.com
|
0% | 0% | Google AI Mode |
| 8 |
sunquestinfo.com
|
0% | 0% | Google AI Mode |
| 9 |
clinisys.com
|
0% | 0% | Google AI Mode |
| 10 |
orchardsoft.com
|
0% | 0% | Google AI Mode |
| 11 |
oracle.com
|
0% | 0% | Google AI Mode |
| 12 |
labdaq.com
|
0% | 0% | Google AI Mode |
| 13 |
mckesson.com
|
0% | 0% | Google AI Mode |
| 14 |
xifin.com
|
0% | 0% | Google AI Mode |
| 15 |
labcollector.com
|
0% | 0% | Google AI Mode |
| 16 |
thermofisher.com
|
0% | 0% | Google AI Mode |
| 17 |
benchling.com
|
0% | 0% | Google AI Mode |
| 18 |
abbott.com
|
0% | 0% | Google AI Mode |
| 19 |
labware.com
|
0% | 0% | Google AI Mode |
| 20 |
medixcel.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on laboratory information systems, 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 laboratory information systems 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 laboratory information systems AI visibility
Who leads AI visibility in laboratory information systems?
NovoPath leads with a composite score of 15.0, built on a 50% citation rate. Epic Beaker leads on raw visibility at 12.5%, which is the only non-zero visibility figure in the entire top 10.
What sources does Google AI Mode cite most for laboratory information systems research?
The top cited sources include novopath.com, ligolab.com, safetyculture.com, cloudlims.com, labos.co, reddit.com, softcomputer.com, and qbench.com, a mix of vendor domains and third-party or community content.
Which brands have zero presence in Google AI Mode for this category?
LabVantage, STARLIMS, Sunquest, Clinisys, and Orchard Software all record 0% visibility and 0% citation, giving them no measurable footprint in current AI responses.
Is there a brand that is frequently named in AI responses and also frequently cited as a source?
No brand in the top 5 achieves both. NovoPath is cited heavily but not named in responses, while Epic Beaker is named in responses but never cited as a source.
Which AI engine is driving visibility in the laboratory information systems category?
All 20 brands in the audit record Google AI Mode as their top engine, meaning the entire category's measurable AI footprint is concentrated on that single surface.
Which brand has shown the biggest recent visibility gain in this category?
Epic Beaker is the only brand listed as a visibility riser, moving from 0% to 12.5% visibility, with no prior rank recorded, indicating a new entry into AI responses.