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Scientific Instruments

Startup R&D Founder

LLM Search Visibility
Dominant · Avg Search Engine Rank ρ=0.582

AI recommendation signal analysis across 352 domains for the Startup R&D Founder persona in Scientific Instruments.

352Domains Tracked
Startup R&D Founder_persona.report
DomainScore
thermofisher.com
115.1
labx.com
71.5
agilent.com
35.7
sartorius.com
15.5
excedr.com
14.6
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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

Know who AI recommends

This is the headline metric: the brands AI models actually recommend when buyers ask. If you are not on these lists, you are invisible in AI search. Benchmark your position, then study what the winners have in common.

How It's Calculated

Where the numbers come from

We ask multiple LLMs thousands of buyer-intent questions for this industry and record every domain they recommend. Score is a weighted reciprocal-rank sum across models and runs, with each model scaled by its influence weight; count and % are plain tallies.

Overview

What's on this page

Overall recommendation rankings, per-model filtering, and a side-by-side comparison of any two models.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain when answering Startup R&D Founder queries. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Filter By Model

Top LLM-recommended domains by model

Same ranking as above, scoped to whichever models you select below: pick one, several, or none. Updates automatically as you check/uncheck.

Model Comparison

Compare two models

Pick a model for each column to compare their recommendation patterns side by side.

Full Results

All recommended domains

Every domain the AI models recommended for Startup R&D Founder, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
thermofisher.com115.11057.846961595
labx.com71.5644.72095394
agilent.com35.7876.43796895
sartorius.com15.5493.63196394
excedr.com14.6181.31495093
eppendorf.com13.6705.23095394
biosurplus.com12.8181.31296093
bio-rad.com10.3675.03396494
bruker.com10.0443.33696794
waters.com6.2403.03095895
benchling.com5.4171.328961495
marshallscientific.com5.3181.3895092
beckman.com4.7251.92695694
revvity.com4.0171.33395394
quartzy.com3.580.61695394
ebay.com3.340.359973595
usedlabequipment.com2.960.4094093
cytivalifesciences.com2.9171.33196194
apexbt.com2.440.32195093
labcyte.com2.1110.81195093
formulatrix.com2.1120.913951094
usedlabequipmentnetwork.com1.830.20000
newlifescientific.com1.790.7295494
perkinelmer.com1.6292.131961194
vwr.com1.590.72695594
geneseesci.com1.430.2995494
illumina.com1.4201.53696594
americanlaboratorytrading.com1.340.3695294
danahergroup.com1.350.4093092
tecan.com1.2151.12195194
biocompare.com1.260.42395294
biotek.com1.290.71795093
americaninstrument.com1.120.1195092
zymergen.com1.140.31495094
strateos.com1.120.11395895
ibidi.com1.060.415951394
shimadzu.com1.0161.22896394
labspot.com1.010.109300
genimark.com1.010.1093092
gaotek.com1.020.19951294
gentechscientific.com1.040.3695294
labforward.io0.920.1895294
genohm.com0.920.1295093
selectscience.net0.970.52495093
opentrons.com0.9100.718951495
10xgenomics.com0.8110.83096895
labspend.com0.810.1193093
genebiosystems.com0.810.1794092
questpair.com0.810.1294293
apexbioresearch.com0.820.10000
bostonind.com0.830.2395093
sterlingvaluation.com0.710.109300
rikakoinstruments.com0.710.10000
berkeley.edu0.710.160972695
zeiss.com0.780.643961394
teledyne.com0.760.42495594
promega.com0.790.72796394
apexlabsupply.com0.610.10000
genoox.com0.610.11095094
genomics.bio0.610.1093092
genomics.benchling.com0.610.10000
genescientific.com0.610.1095092
genentech.com0.610.11395094
genemachines.com0.610.109300
geneglobal.thermofisher.com0.610.10000
geneflowlifesciences.com0.610.10000
cytiva.com0.660.41495294
avantorsciences.com0.550.42795194
moleculardevices.com0.5100.72596194
equipnet.com0.540.31295094
danaher.com0.520.13095794
analytik-jena.com0.5131.01995093
rebio.com0.510.13103
phenomenex.com0.520.11795294
stratec.com0.550.41095193
leica-microsystems.com0.530.22996294
terrauniversal.com0.410.11095093
starlabsci.com0.410.1093092
ispe.org0.410.130952895
quantumscientific.com0.420.10000
quantumsci.com0.420.10000
genemate.com0.430.2093093
milliporesigma.com0.430.2695093
qiagen.com0.450.43396695
corning.com0.440.33596695
usedlabequipmentmarketplace.com0.410.10000
apexbioscience.com0.410.1093092
tocris.com0.420.11695194
copiasci.com0.420.1594594
gotoperkinelmer.com0.410.10000
biosero.com0.410.1995894
sibsci.com0.410.10000
scitego.com0.410.10000
scientificloop.com0.410.10000
lqa.com0.320.1495093
malvernpanalytical.com0.320.12995294
anton-paar.com0.360.42995194
nanoporetech.com0.320.131962595
fishersci.com0.330.22996194
zymoresearch.com0.320.11995194
labequipmentcompany.com0.320.1093093
inventuslab.com0.310.10000
ietltd.com0.310.1495193
bionivid.com0.310.1094193
mettler-toledo.com0.350.4093093
apexlabequipment.com0.310.10000
apexbiotech.com0.310.1093092
merkaloop.com0.310.1093392
labequipmentexchange.com0.320.10000
merckmillipore.com0.330.22695394
bionano.com0.320.118961194
myturn.com0.320.13096794
thomassci.com0.330.21795093
tomocube.com0.310.11195294
teledynelumisera.com0.310.10000
stanford.edu0.310.163973495
danaherinstruments.com0.310.10000
boldview.com0.310.1093093
addont.com0.310.1095092
strathkelvin.com0.310.1295093
starlabgroup.com0.310.11295093
linac.com0.310.10000
starlims.com0.220.11295094
labequipmentco.com0.220.10000
metrohm.com0.230.22796394
amptius.com0.210.1093093
luminexcorp.com0.240.31995094
biorad.com0.230.21195093
quarterlabs.com0.210.1093092
quantumtx.com0.210.1394093
quantumsi.com0.210.1094093
quantumsciencelabs.com0.210.10000
quantumanalytics.com0.210.1092092
sigmaaldrich.com0.220.13896994
thorlabs.com0.230.22795194
cambridgescientific.com0.210.1495092
spectroscopyinc.com0.210.10000
sciencexchange.com0.210.1195393
postgrescience.com0.210.10000
intlab.com0.210.1194092
biorobotics.com0.210.1094093
bio-techne.com0.210.12495294
equippo.com0.210.1494093
avantor.com0.240.3093093
mettlertoledo.com0.230.2094092
arcscientific.com0.210.1094094
horiba.com0.270.53195494
gvsts.com0.210.10000
conquerscientific.com0.210.1595394
biotech-calendar.com0.210.1995093
benchsci.com0.210.12096694
biolynx.com0.220.1093093
sciex.com0.230.225952095
nanostring.com0.270.523951495
unitedscope.com0.210.1193093
spectronic.co.uk0.210.1093092
sepsci.com0.210.1093092
mckinleyscientific.com0.210.1095092
ika.com0.210.12195193
elementlms.com0.210.116951094
repligen.com0.110.11895194
laboratoryclassifieds.com0.110.10000
scientist.com0.120.124951294
chemglass.com0.130.211951094
m2p-labs.com0.120.1594093
refurbishedinstruments.com0.110.10000
mit.edu0.110.162972895
antylia.com0.120.1595093
analytikjena.com0.120.1093092
tekcapital.com0.110.1595094
biotechsupplyusa.com0.110.10000
olabaco.com0.110.10000
nanotempertech.com0.110.118951394
miltenyibiotec.com0.130.22595994
spectral-analytics.com0.110.109300
conres.com0.110.11095093
biodirectusa.com0.110.1093092
genie.bio0.110.10000
genemod.net0.110.1395494
conquer-scientific.com0.110.10000
hamiltoncompany.com0.150.42395194
biotium.com0.130.213951394
neb.com0.120.12996094
usedlabequip.com0.110.1093092
harveyinstruments.com0.110.10302
bioradlabs.com0.110.1095092
sciquip.co.uk0.110.1894494
myantylro.com0.110.10000
mattersight.com0.110.1795093
illuminatedbymoleculardevices.com0.110.10000
integra-biosciences.com0.110.11995093
appliedscientific.co.uk0.110.10000
mettler.com0.110.1093093
labcyclepartners.com0.110.1093092
gene-quantification.de0.110.120961094
bioprocessonline.com0.110.12195394
biospherix.com0.120.1895994
structuralbiology.ai0.110.10000
tecandirect.com0.110.10000
conresilabs.com0.110.10000
taital.com0.110.10000
schott.com0.110.12995294
labautomation.com0.110.109300
keithley.com0.110.11195094
beckmancoulter.com0.110.12595394
platform-kinetics.com0.110.10000
notablelabs.com0.110.1695294
labroots.com0.110.12696394
techspert.com0.110.11596594
opsydia.com0.110.1695294
grantinstruments.com0.110.11195493
fisherci.com0.110.1093093
wpiinc.com0.110.11595194
tenbio.com0.110.10000
champsight.com0.110.1092091
quantum-si.com0.110.1995093
biodirect.com0.110.1093092
bidsolution.com0.110.1093091
oxford-instruments.com0.120.116951393
genewiz.com0.120.13495093
nanodrop.com0.120.1895094
ossila.com0.110.11796094
cytekbio.com0.120.122951694
fraunhofer.de0.110.15297494
epigentek.com0.110.1995093
neweggbusiness.com0.120.12295394
fluidigm.com0.120.11895094
spectralinstruments.com0.110.1093092
quadtech.com0.110.1194094
nfmt.com0.110.11995194
ettitude.com0.110.122951094
asiganinstruments.com0.110.10000
teledyne-technologies.com0.010.10000
exact.com0.010.13796494
biotoolstoday.com0.010.10000
emerson.com0.020.14396995
teraperk.com0.010.10000
qorvo.com0.010.12895194
idtdna.com0.010.12595294
emergentcool.com0.010.10000
scienova.com0.010.1194092
emdmillipore.com0.020.12395093
azur.com0.010.1094093
vivaltic.com0.010.10000
formathermo.com0.010.109300
ethermo.bio0.010.10000
chromatographydirect.com0.010.1395294
labconco.com0.020.11896293
toptica.com0.010.11895094
systemsbiology.com0.010.1195093
lonza.com0.010.12895294
flowjo.com0.010.12196294
sptlabtech.com0.010.11795093
danahertm.com0.010.1894092
azur-biosystems.com0.010.10000
reprocell.com0.010.11595094
labmanager.com0.010.12995194
genscript.com0.010.12396094
gelifesciences.com0.010.11995094
agi.com0.010.12696494
singleron.com0.020.1094193
theonyx.com0.010.10000
peakscientific.com0.010.11495294
etl-lab.com0.010.10000
etanews.com0.010.10000
chromspecs.com0.010.1093093
cherrypicking.com0.010.1093092
azurebio.com0.010.1092092
proteintech.com0.010.109200
gilson.com0.010.11695094
theinstrumentguru.com0.010.1093193
scienion.com0.010.1995093
freeportind.com0.010.10000
brucker.com0.010.10000
bluecatbio.com0.010.1394091
tensigma.com0.010.1094093
metrolab.com0.010.1594093
labcompare.com0.010.12395193
grantinstrument.com0.010.1093092
geneseeq.com0.010.1394092
geneious.com0.010.12195594
dki.com0.010.1093093
radwag.com0.010.122951994
tedialab.com0.010.10000
singularbio.com0.010.1093092
bdbiosciences.com0.010.12896294
wyatt.com0.010.11595394
ondax.com0.010.1194094
nanotemper.net0.010.10000
hello-bio.com0.010.1093093
eberbach.com0.010.1094494
chromdracon.com0.010.10000
brooks.com0.010.11895494
biochrom.com0.010.1094094
berthold.com0.010.11695094
qubitbycoulter.com0.010.10000
optibrium.com0.010.11395894
nihs.camres.co.uk0.010.10000
meriochem.com0.010.10000
labguru.com0.010.11796094
biotechne.com0.010.1095092
biosearchtech.com0.010.11895194
biolegend.com0.010.12295194
wpbiotec.com0.010.10000
tricorntech.com0.010.1395092
mt.com0.010.13396794
iitertis.com0.010.10000
eti-quantum.com0.010.10000
emeraldbio.com0.010.1194093
biosan.lv0.010.112951294
analyticalinstrumentbroker.com0.010.10000
zortrax.com0.010.125961595
tag-lab.com0.010.10000
zymo.com0.010.10000
taubobio.com0.010.10000
elementar.com0.010.11795093
biospace.com0.010.13796394
tfformats.com0.010.10000
taylorfrazer.com0.010.10000
labsupplynet.com0.010.10000
integrityinstruments.com0.010.1093092
heracell.com0.010.1093092
genetronhealth.com0.010.1695092
genemachines.net0.010.10000
creoteck.com0.010.10000
bioradiations.com0.010.11295393
analyticalalliance.com0.010.1093091
synbiosis.com0.010.1695093
sciplus.com0.010.117961094
quantumdesign.com0.010.1093092
newport.com0.010.12596194
molecular-devices.com0.010.10000
hudsonrobotics.com0.010.1995794
eva.biotech0.010.10000
dotmed.com0.010.12895294
cuemeasure.com0.010.10000
cellink.com0.010.11996494
seahorsebio.com0.010.1495092
oxfordnanopore.com0.010.1093093
olympus-lifescience.com0.010.12395094
ochems.com0.010.1093093
microfluidics.com0.010.109300
atlasbio.com0.010.1194194
innovative-itc.com0.010.1093092
hydrology.com0.010.1093092
citizenresearch.com0.010.10000
stemcell.com0.010.12595194
singular-labs.com0.010.10000
octopi-partner.com0.010.10000
octet.bio0.010.10000
kaiseroptics.com0.010.1093092
automatedscientist.com0.010.10000