GEO AUDIT  ·  BRAND-ONLY

Scispot.

A look at how Scispot is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Sitescispot.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedSeptember 10, 2026  ·  by AUQ
AI Visibility Score
23
out of 100. Absent band. Scispot is cited in 5 of 38 AI answers. It shows up on Scispot. It is absent on Lims, Electronic Lab Notebook, Lab Data Management.
Verified AI Overview citations
5
Scispot's brand is cited in 5 of the 38 AI-answer queries we tested.
AI answer trigger rate
97%
Google's AI answer box fires on 38 of 39 tracked queries.
Citation rate when AI answers
13%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Scispot scores 23 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Scispot is cited in 5 of 38 AI answers. It shows up on Scispot. It is absent on Lims, Electronic Lab Notebook, Lab Data Management.

AI answers fire on 97% of tracked queries, yet Scispot is quoted in only 13% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
23
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear97 / 100
  • Inclusion in category answers21 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand50 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted13 / 100
IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

LIMS

Scispot - The Operating System for the Lab of the Future Coming Soon Your lab evolves. Now your software can adapt with it. Meet Jazz ♪ Platform Product Lab Operating System (LabOSᵀᴹ) Unified data and workflow platform GLUE Toolkit links apscispot.com, 2026

Differentiators it leads with: LabOS, LIMS, Electronic Lab Notebook, Lab Data Management.

What Google's AI says

Recognized in AI answers for Scispot

Cited as a provider on Scispot queries.
Appears alongside youtube.com, reddit.com, Reddit.
The core gap
Scispot presents as LIMS, electronic lab notebook, lab data management, laboratory informatics, biotech lab automation. AI Overviews cite it on Scispot and it is absent on Lims, Electronic Lab Notebook, Lab Data Management.
Words AI uses for the brand
Scispot
The brand's own pillars that AI omits
LimsElectronic Lab NotebookLab Data ManagementCited source on vendor and comparison queries
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
ScispotOwnedcomparison
LimsInvisiblepositioning
Electronic Lab NotebookInvisiblepositioning
Lab Data ManagementInvisiblepositioning
Laboratory InformaticsInvisiblepositioning
Biotech Lab AutomationInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Scispot appears on 1 of 6 themes.

Solution Aware. Owned on Scispot; absent on Lims, Electronic Lab Notebook, Lab Data Management.

Alternatives. 3 themes name the brand without citing it; 30 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
38
97% of tracked queries trigger an AI Overview.
Times brand cited
5
13% citation rate when AI answers.
Total brand mentions
8
Across all observed AI responses.
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means Scispot's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryTypeScispot in the AI answerTop sources cited
best limsPositioningAbsentreddit.com, cloudlims.com, labware.com
lims vendorsPositioningAbsentstarlims.com, labware.com, cloudlims.com
lims solutionsPositioningAbsentsiemens.com, labworks.com, creliohealth.com
lims softwarePositioningAbsentautoscribeinformatics.com, labkey.com, labvantage.com
lims platformPositioningAbsentstarlims.com, genemod.net, datacor.com
top lims providersPositioningCitedcreliohealth.com, labworks.com, 1lims.com
lims comparisonPositioningCited1lims.com, cloudlims.com, sapiosciences.com
best electronic lab notebookPositioningAbsentreddit.com, labguru.com, scinote.net
electronic lab notebook vendorsPositioningAbsentbenchling.com, datamanagement.hms.harvard.edu, labarchives.com
electronic lab notebook solutionsPositioningAbsentlabarchives.com, idbs.com, en.wikipedia.org
electronic lab notebook softwarePositioningAbsentdatamanagement.hms.harvard.edu, reddit.com, scinote.net
electronic lab notebook platformPositioningAbsentbenchling.com, datamanagement.hms.harvard.edu, labarchives.com
top electronic lab notebook providersPositioningAbsentdatamanagement.hms.harvard.edu, idbs.com, scinote.net
electronic lab notebook comparisonPositioningAbsentdatamanagement.hms.harvard.edu, reddit.com, scinote.net
best lab data managementPositioningAbsentreddit.com, labguru.com, labkey.com
lab data management vendorsPositioningAbsentlabs.iqvia.com, labworks.com, labguru.com
lab data management solutionsPositioningAbsentreddit.com, labworks.com, youtube.com
lab data management softwarePositioningAbsentlabworks.com, youtube.com, labkey.com
lab data management platformPositioningAbsentlabguru.com, labworks.com, labkey.com
top lab data management providersPositioningNo AI answer
lab data management comparisonPositioningAbsentlabkey.com, labworks.com, ligolab.com
best laboratory informaticsPositioningAbsentgetaprofessor.com, guideflow.com, scicord.com
laboratory informatics vendorsPositioningAbsentnovopath.com, labware.com, clarkstonconsulting.com
laboratory informatics solutionsPositioningAbsentwaters.com, lablynx.com, astrixinc.com
laboratory informatics softwarePositioningAbsentwaters.com, clinisys.com, autoscribeinformatics.com
laboratory informatics platformPositioningAbsentwaters.com, uncountable.com, labvantage.com
top laboratory informatics providersPositioningAbsentnovopath.com, labsuppliesconnect.com, reddit.com
laboratory informatics comparisonPositioningAbsentligolab.com, sciencedirect.com, lablynx.com
best biotech lab automationPositioningNamed, not citedmarketsandmarkets.com, bestlabtech.com, onymos.com
biotech lab automation vendorsPositioningAbsentreddit.com, marketsandmarkets.com, retisoft.com
biotech lab automation solutionsPositioningAbsentmecademic.com, revvity.com, retisoft.com
biotech lab automation softwarePositioningAbsentthermofisher.com, retisoft.com, bico.com
biotech lab automation platformPositioningNamed, not citedretisoft.com, intuitionlabs.ai, bico.com
top biotech lab automation providersPositioningAbsentmarketsandmarkets.com, bico.com, sptlabtech.com
biotech lab automation comparisonPositioningAbsentfrontiersin.org, sptlabtech.com, reddit.com
alternatives to ScispotComparisonNamed, not citedqbench.com, genemod.net, g2.com
Scispot vs BenchlingComparisonCitedscispot.com, g2.com, cbinsights.com
Scispot vs Sapio SciencesComparisonCitedcbinsights.com, slashdot.org, scispot.com
Scispot vs LabWareComparisonCitedg2.com, rfp.wiki, sourceforge.net
THREE FINDINGS THAT MATTER
01

The brand is missing from 87% of AI-answer queries

Scispot is cited in 5 of the 38 AI answers we triggered.

02

AI misreads the category

Scispot presents as LIMS, electronic lab notebook, lab data management, laboratory informatics, biotech lab automation. AI Overviews cite it on Scispot and it is absent on Lims, Electronic Lab Notebook, Lab Data Management.

TOP THREE MOVES
01

Win presence on Lims

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com16Cited on 16 of the queries we tested.
reddit.com15Cited on 15 of the queries we tested.
Reddit15Cited on 15 of the queries we tested.
YouTube15Cited on 15 of the queries we tested.
labguru.com11Cited on 11 of the queries we tested.
Labguru10Cited on 10 of the queries we tested.
genemod.net8Cited on 8 of the queries we tested.
Genemod8Cited on 8 of the queries we tested.
marketsandmarkets.com8Cited on 8 of the queries we tested.
MarketsandMarkets8Cited on 8 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Scispot is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of Scispot on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 16 of the tested queries.
reddit.comCited on 15 of the tested queries.
RedditCited on 15 of the tested queries.
YouTubeCited on 15 of the tested queries.
labguru.comCited on 11 of the tested queries.
LabguruCited on 10 of the tested queries.
genemod.netCited on 8 of the tested queries.
GenemodCited on 8 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Scispot is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Lims, Electronic Lab Notebook, Lab Data Management.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.