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Scientific Instruments

Distributor Category Manager

LLM Search Visibility
Dominant · Avg Search Engine Rank ρ=-0.900

AI recommendation signal analysis across 140 domains for the Distributor Category Manager persona in Scientific Instruments.

140Domains Tracked
Distributor Category Manager_persona.report
DomainScore
thermofisher.com
178.9
agilent.com
84.0
waters.com
25.3
shimadzu.com
22.9
bruker.com
16.9
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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 Distributor Category Manager 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 Distributor Category Manager, 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.com178.91309.646961595
agilent.com84.01309.63796895
waters.com25.31098.13095895
shimadzu.com22.91108.22896394
bruker.com16.91098.13696794
perkinelmer.com15.41188.731961194
sartorius.com7.4443.33196394
bio-rad.com6.7594.43396494
eppendorf.com6.6675.03095394
mettler-toledo.com5.5292.1093093
heidolph-instruments.com4.010.113941094
anton-paar.com3.8322.42995194
leica-microsystems.com3.6171.32996294
horiba.com3.5664.93195494
danaher.com2.9231.73095794
eldico-scientific.com2.310.1795091
vwr.com2.170.52695594
merckmillipore.com1.9151.12695394
mt.com1.8131.03396794
benchmarkscientific.com1.620.11295293
brandtech.com1.420.1995195
malvernpanalytical.com1.3181.32995294
sciex.com1.360.425952095
metrohm.com1.2161.22796394
zeiss.com1.2110.843961394
hach.com1.2141.02696294
keysight.com1.120.14096694
brukersupport.com1.060.4394093
illumina.com0.960.43696594
merckgroup.com0.880.63796595
dksh.com0.810.12395794
oxinst.com0.880.63196194
thorlabs.com0.710.12795194
buchi.com0.750.42095493
evidentscientific.com0.630.230962395
mettlertoledo.com0.620.1094092
metter-toledo.com0.550.40000
ika.com0.510.12195193
biotek.com0.410.11795093
analis.com0.410.1494094
brucker.com0.480.60000
thermo.com0.410.11995193
heathrowscientific.com0.410.1595093
analytik-jena.com0.380.61995093
hamamatsu.com0.320.12896094
beckman.com0.3100.72695694
liquidinstruments.com0.320.11395894
heidolph.com0.310.117951194
newport.com0.320.12596194
avantor.com0.310.1093093
carolinascientific.com0.310.1093092
revvity.com0.210.13395394
teinstruments.com0.210.1794593
brukeer.com0.210.1095092
teledyne.com0.230.22495594
lsinstruments.ch0.210.120951194
milliporesigma.com0.230.2695093
daihan.com0.210.1194392
moleculardevices.com0.120.12596194
reveresensors.com0.110.10000
leicabiosystems.com0.160.42395194
bwbtechnologies.com0.110.10000
agreementstru.com0.110.10000
ohaus.com0.110.12695394
integra-biosciences.com0.110.11995093
spectek.com0.110.1495092
porvair-sciences.com0.110.1394093
xinyiwm.com0.110.10001
constantsystems.com0.110.1395193
olympus-lifescience.com0.130.22395094
sequencebiotech.com0.110.109400
metheler-toledo.com0.110.10000
xylemanalytics.com0.130.21695393
nikon.com0.120.140961295
met-toledo.com0.110.10000
axonia.com0.110.1093092
spectris.com0.110.11795194
eiscoindustrial.com0.110.1194091
malvern.com0.130.21495093
oxford-instruments.com0.120.116951393
eteamz.com0.120.12696494
4esusa.com0.110.1093092
ekgroup.com0.110.139501
brukerbiospin.com0.110.1095092
andor.oxinst.com0.110.1001895
metlertoledo.com0.030.20000
brimrose.com0.010.1695093
brimicrosystems.com0.010.10000
ni.com0.010.143961595
jeol.com0.020.12096093
stahli.com0.010.1494393
eckertziegler.com0.010.10000
globescientific.com0.010.19951093
emerson.com0.020.14396995
honeywell.com0.010.148972395
metler-toledo.com0.010.1093093
attogene.com0.010.1695094
corning.com0.010.13596695
xylem.com0.010.135951494
solar.by0.010.1194493
wpiinc.com0.010.11595194
fossanalytics.com0.010.11995193
eckert-zeigler.com0.010.10000
analytikjena.com0.020.1093092
brookhaveninstruments.com0.010.1595092
brinkmann.com0.010.1395092
shimedzu.com0.010.1095092
keithley.com0.010.11195094
bellinghamandlee.com0.010.10000
avantikabio.com0.010.10000
ralphlauren.com0.010.13796894
leicamicrosystems.com0.010.1395092
watlow.com0.010.11695094
tecan.com0.010.12195194
qia.com0.010.10000
neo.science0.010.1093093
midsci.com0.010.1895794
labcorp.com0.010.137961294
hiden.co.uk0.010.1094094
fishersci.com0.010.12996194
shoimashokugyo.co.jp0.010.10000
eidgenossenschaft-medtech.ch0.010.10000
beckmancoulter.com0.010.12595394
hplc-science.com0.010.10000
molnargenomics.com0.010.10000
molbase.com0.010.11495093
zuker.com0.010.1094092
watersensors.com0.010.1093093
waterrss.com0.010.10000
hplcchromatography.com0.010.1093092
cytiva.com0.010.11495294
varian.com0.010.12695694
promega.com0.010.12796394
lexingtoninstruments.com0.010.10000
elementar.com0.010.11795093
waterequipment.com0.010.109200
taylor-scientific.com0.010.10000
ostec.com0.010.1093093
coherent.com0.010.12795294
analytik-jena.de0.010.12595093