Electronic lab notebooks: AI search visibility ranking (2026)
How AI search engines rank electronic lab notebooks 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. Electronic lab notebooks used by research and laboratory teams to document experiments, organize protocols, manage data, and improve collaboration and compliance. 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
Benchling holds the dominant position in this category with a composite score of 25.0, exactly double the scores of the next two ranked brands, LabArchives and SciNote, both sitting at 16.2. The category average visibility is just 3.1%, which means Benchling's 25.0% visibility is more than eight times the average. This gap is significant because it suggests AI responses are consolidating around one brand far more than competitors, leaving most of the 20 tracked brands with zero composite score.
LabArchives and SciNote each show a notable divergence between visibility and citation: both record 12.5% visibility but 25.0% citation, matching Benchling's citation rate despite lower visibility. This means AI cites them as frequently as Benchling in sourced responses, but names them less often unprompted. Sapio ELN shows the inverse pattern, with 0.0% visibility but 12.5% citation, indicating it appears as a reference source without being surfaced as a named recommendation.
Google AI Mode is the top engine for every brand in this dataset, meaning no brand shows stronger performance on an alternative engine. Among the top cited external sources, youtube.com and reddit.com appear before specialist resources like jelsciences.com and datamanagement.hms.harvard.edu, suggesting AI is anchoring on community and video content alongside institutional pages. Brand domains for Benchling, SciNote, and LabArchives also appear directly in the cited sources list, reinforcing their own-domain authority contribution.
Movers & shakers since last refresh
Biggest visibility risers
-
Benchling 0% → 25% · rank #0 → #1+25pp
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LabArchives 0% → 12% · rank #0 → #2+12pp
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SciNote 0% → 12% · rank #0 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
benchling.com
|
25% | 25% | Google AI Mode |
Benchling leads with a 25.0% composite score, more than eight times the 3.1% category average visibility, and is the only brand where visibility and citation are perfectly equal at 25.0%. |
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| 2 |
labarchives.com
|
12% | 25% | Google AI Mode |
LabArchives records a 25.0% citation rate that matches Benchling's but achieves only 12.5% visibility, indicating it is cited as a source more often than it is named in AI responses. |
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| 3 |
scinote.net
|
12% | 25% | Google AI Mode |
SciNote mirrors LabArchives exactly with 12.5% visibility and 25.0% citation, and its domain appears directly in the top cited sources list, suggesting strong document-level trust from Google AI Mode. |
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| 4 |
labguru.com
|
12% | 12% | Google AI Mode |
Labguru is the only brand where visibility and citation are equal at 12.5%, giving it a straightforward composite score of 12.5 with no divergence between being named and being cited. |
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| 5 |
sapiosciences.com
|
0% | 12% | Google AI Mode |
Sapio ELN has 0.0% visibility but a 12.5% citation rate, meaning it surfaces only as a referenced source, never as a named brand in AI-generated responses, producing a composite score of just 3.8. |
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| 6 |
elabjournal.com
|
0% | 0% | Google AI Mode |
| 7 |
dotmatics.com
|
0% | 0% | Google AI Mode |
| 8 |
idbs.com
|
0% | 0% | Google AI Mode |
| 9 |
revvitysignals.com
|
0% | 0% | Google AI Mode |
| 10 |
starlims.com
|
0% | 0% | Google AI Mode |
| 11 |
collaborativedrug.com
|
0% | 0% | Google AI Mode |
| 12 |
researchspace.com
|
0% | 0% | Google AI Mode |
| 13 |
labcollector.com
|
0% | 0% | Google AI Mode |
| 14 |
scilligence.com
|
0% | 0% | Google AI Mode |
| 15 |
agilent.com
|
0% | 0% | Google AI Mode |
| 16 |
thermofisher.com
|
0% | 0% | Google AI Mode |
| 17 |
xybion.com
|
0% | 0% | Google AI Mode |
| 18 |
3ds.com
|
0% | 0% | Google AI Mode |
| 19 |
openbis.ch
|
0% | 0% | Google AI Mode |
| 20 |
uncountable.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on electronic lab notebooks, 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 electronic lab notebooks 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 electronic lab notebooks AI visibility
Who leads AI visibility in the electronic lab notebooks category?
Benchling leads with a 25.0% composite score, which is more than eight times the category average of 3.1%. No other brand comes close, with the next highest composite scores at 16.2 for LabArchives and SciNote.
Which brands are cited by AI but not prominently named in responses?
LabArchives and SciNote each have a 25.0% citation rate despite only 12.5% visibility, and Sapio ELN has a 12.5% citation rate with 0.0% visibility, meaning all three are referenced as sources without being surfaced as top named recommendations.
What sources does Google AI Mode anchor on when responding to electronic lab notebook queries?
The top cited sources include youtube.com and reddit.com alongside specialist pages like jelsciences.com and datamanagement.hms.harvard.edu. Brand-owned domains for Benchling, SciNote, and LabArchives also appear directly in the cited sources list.
How concentrated is AI visibility across the 20 brands tracked in this category?
Extremely concentrated: only five brands record any non-zero composite score, and 15 of the 20 tracked brands have a composite score of 0.0. The top brand, Benchling, alone accounts for a 25.0% visibility share against a 3.1% category average.
Is Google AI Mode the dominant engine for all brands in this category?
Yes, every brand in the dataset lists Google AI Mode as its top engine, and no brand shows stronger performance on any alternative engine in this audit period.
Which brands showed the biggest visibility gains in this audit period?
Benchling, LabArchives, and SciNote are all listed as the biggest visibility risers, each moving from 0.0% to their current scores, with Benchling gaining the largest single delta of 25.0 percentage points in both visibility and citation.