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Scientific Instruments

Industrial Process Engineer

LLM Search Visibility
Dominant · Wikipedia Citations ρ=0.506

AI recommendation signal analysis across 152 domains for the Industrial Process Engineer persona in Scientific Instruments.

152Domains Tracked
Industrial Process Engineer_persona.report
DomainScore
endress.com
101.0
thermofisher.com
96.2
emerson.com
60.1
bruker.com
15.6
siemens.com
15.4
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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 Industrial Process Engineer 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 Industrial Process Engineer, 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
endress.com101.01088.03196594
thermofisher.com96.21208.946961595
emerson.com60.1967.14396995
bruker.com15.6936.93696794
siemens.com15.4634.752972595
yokogawa.com13.6795.93196594
sartorius.com12.1443.33196394
abb.com12.1685.045962094
metrohm.com10.4413.02796394
mt.com9.4251.93396794
anton-paar.com7.5574.22995194
mettlertoledo.com7.480.6094092
mettler-toledo.com7.2503.7093093
horiba.com6.7664.93195494
agilent.com6.5423.13796895
malvernpanalytical.com5.4493.62995294
metter-toledo.com3.150.40000
shimadzu.com3.1231.72896394
buerkert.com2.310.1794094
analyticaltechnology.com2.310.11195093
hach.com2.2211.62696294
perkinelmer.com2.2413.031961194
analytik-jena.com2.2151.11995093
vega.com1.6120.92696294
honeywell.com1.5261.948972395
thermo.com1.560.41995193
emersonprocess.com1.010.12395094
metler-toledo.com0.840.3093093
xylemanalytics.com0.830.21695393
metso.com0.720.12795495
ametek.com0.690.72695194
buchi.com0.580.62095493
mksinst.com0.430.21595094
endresshauser.com0.420.1093092
metttlertoledo.com0.410.10000
metergroup.com0.410.122961895
waters.com0.380.63095895
br-automation.com0.330.22695294
xylem.com0.320.135951494
watlow.com0.340.31695094
metalm.com0.310.1093093
honeywellprocess.com0.330.22095094
teledynelecroy.com0.310.123951395
processanalytik.com0.310.10000
mettle-instrument.se0.310.10000
enduracall.com0.310.10000
keysight.com0.220.14096694
viavisolutions.com0.210.13496594
krohne.com0.230.224963895
process-insights.com0.210.11595093
fossanalytics.com0.230.21995193
kpatents.com0.220.1394092
spectroscopyonline.com0.210.12395093
spectris.com0.250.41795194
ams.com0.220.125962095
matthey.com0.110.129952495
brabender.com0.110.1995094
brucker.com0.120.10000
ushio.com0.110.11695193
harting.com0.110.12796594
aglient.com0.110.100091
moleculardevices.com0.110.12596194
mecmesin.com0.110.11195093
process.mt.com0.110.10000
processiq.com.au0.110.1093093
amtai.com0.110.1194092
mottcorp.com0.130.21095694
xrite.com0.130.23296994
oceanoptics.com0.120.120951094
sick.com0.110.141951094
ibsen.com0.110.111951294
brukeroptics.com0.110.1494194
mettle-toledo.com0.110.10000
oceaninsight.com0.130.21595194
malvern.com0.120.11495093
zeiss.com0.110.143961394
spectro.com0.110.11995093
pss-nicomp.com0.110.10000
kep.com0.110.1495594
zygo.com0.110.11695194
rockwellautomation.com0.110.13996594
processinstruments.thermofisher.com0.110.10000
endeavor.com0.110.1094093
perten.com0.130.21095192
endress-hauser.com0.110.1093093
brimrose.com0.120.1695093
xrfanalytics.com0.010.10000
wika.com0.010.13095293
watts-precision.com0.010.10000
emea.hach.com0.010.10000
metris.com0.010.1195092
analytikjena.com0.010.1093092
thermoisher.com0.010.1095092
avantor.com0.010.1093093
hidenanalytical.com0.010.11495093
mtechinstruments.com0.010.1095093
vogel-sensor.de0.010.10000
mettsa.com0.010.10002
amscopem.com0.010.10000
partech.com0.010.125962095
schmidt-haensch.com0.010.1995994
guided-wave.com0.010.1295195
wavelengths.com0.010.1295094
wavelength.com0.010.1094093
owa-uk.com0.010.10000
mettlermcd.com0.010.10000
teledyne.com0.020.12495594
teledyneanalyticalinstruments.com0.010.1093092
zynomics.com0.010.1095092
rastoinstruments.com0.010.10000
mettlersonline.com0.010.10000
hanna-instruments.com0.010.1093092
waterequipment.com0.010.109200
bentley.com0.010.13696895
swagelok.com0.020.12695394
rigaku.com0.010.124952294
mts.com0.010.11995194
metlertoledo.com0.010.10000
hamamatsu.com0.010.12896094
analytik.de0.010.1795093
antek.com0.010.1194092
antaris.com0.010.1095093
ametekpi.com0.010.1895094
waterride.com0.010.1093093
waterr.com0.010.1093093
elementar.com0.010.11795093
waterviewsensors.com0.010.10000
sersys.stanford.edu0.010.10000
morganadvancedmaterials.com0.010.11595094
seaviewsensors.com0.010.10000
elbit.com0.010.109400
mackprosci.com0.010.10000
ams-ag.com0.010.1093091
werthen.com0.010.1093093
prodigit.com0.010.1595092
particleanalytics.com0.010.10000
moistureresearch.com0.010.10000
fircator.com0.010.10000
buehler.com0.010.11495093
analyticalscientific.com0.010.1093091
amsbio.com0.010.11395094
thermopedia.com0.010.11595595
sensirion.com0.010.128962595
endurabilitylabs.com0.010.10000
pfeiffer-vacuum.com0.010.12496193
hbm.com0.010.12095094
mitutoyo.com0.010.11895395
isotope.com0.010.117951494
halma.com0.010.11795094
cybersecurity.foresightgroup.com0.010.10000
cimetrics.com0.010.112951194
cems.com0.010.10000