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Scientific Instruments

Hospital Lab Buyer

LLM Search Visibility
Dominant · SE Outbound Links ρ=0.543

AI recommendation signal analysis across 110 domains for the Hospital Lab Buyer persona in Scientific Instruments.

110Domains Tracked
3.6MReddit Posts
23KWikipedia Articles
347KOpen Web Matches
Hospital Lab Buyer_persona.report
DomainScore
roche.com
147.6
abbott.com
52.3
siemens-healthineers.com
45.8
beckmancoulter.com
32.5
rochediagnostics.com
17.5
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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 Hospital Lab Buyer 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 Hospital Lab Buyer, 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
roche.com147.61128.341961694
abbott.com52.31138.437961094
siemens-healthineers.com45.81289.53896894
beckmancoulter.com32.51198.82595394
rochediagnostics.com17.570.5094093
sysmex.com16.41279.41695194
diagnostics.roche.com15.360.4002995
thermofisher.com12.81017.546961595
diagnostics.abbott11.7141.01095092
rocheusa.com9.230.21696494
bio-rad.com7.3856.33396494
diagnostics.siemens-healthineers.com7.150.40000
biomerieux.com5.8493.62995694
bd.com5.7544.037961795
danaher.com4.8403.03095794
orthoclinicaldiagnostics.com3.4443.31595193
beckman.com3.2151.12695694
werfen.com2.3382.82295894
corelaboratory.abbott2.330.22095093
quidelortho.com2.2231.72195694
ortho-clinicaldiagnostics.com1.6120.9095092
abbottcoreconstitutive.com1.110.10000
abbottcoreconstitution.com1.110.10000
diasorin.com1.1221.62195094
roche-diagnostics.com1.040.3695094
horiba.com1.0261.93195494
mindray.com0.9292.12796694
medical.abbott0.810.1394294
hologic.com0.8201.529961494
cepheid.com0.6120.92495495
biofiredx.com0.630.21695393
abbottdiagnostics.com0.520.11596093
beckmancoulterusa.com0.510.109300
qiagen.com0.580.63396695
diagnostics.grifols.com0.530.20000
biomerieux-usa.com0.430.21595093
ortho-clinical-diagnostics.com0.450.4093093
illumina.com0.450.43696594
bio-merieux.com0.320.1095092
hitachi-hightech.com0.310.12796093
biorad.com0.340.31195093
bectondickinson.com0.380.6194093
qorvo-ortho.com0.210.10000
instrumentation-laboratory.com0.250.40000
bdbiosciences.com0.110.12896294
ortho.com0.130.21395794
randox.com0.130.22095194
rochodiagnostics.com0.110.10000
rochdiagnostics.com0.110.10000
fujifilm.com0.120.145961695
ortho-clinical.com0.120.1093093
agilent.com0.140.33796895
cobas.com0.110.1695092
bectonanddickinson.com0.130.20000
instrumentation-lab.com0.120.10000
horiba-medical.com0.110.109202
becton.com0.110.1094093
orthodiagnostics.com0.110.1095092
danaherlifesciences.com0.110.1093092
randombio.com0.120.1595194
danahermedical.com0.010.10000
getinge.com0.020.12995794
orthoclinical.com0.030.2995093
stago.com0.020.11595193
seegene.com0.010.11595094
randoxlabs.com0.010.10000
randoxlaboratories.com0.010.10000
randombiosystems.com0.010.10000
bsigroup.com0.010.14797895
tosohbioscience.com0.010.11695094
getgolabs.com0.010.1094094
alere.com0.010.11995094
agappe.com0.010.1695092
sysmex-international.com0.010.10000
dialabdx.com0.010.10000
trivitron.com0.010.11195094
trinity-biotech.com0.010.1093092
erba-diagnostics.com0.010.10000
biosynth.com0.010.11795294
analytik-jena.com0.010.11995093
agamatrix.com0.010.11596494
orassan.com0.010.10000
gehealthcare.com0.010.13696895
horibahealthcare.com0.010.10000
d-and-diagnostics.com0.010.10000
biotec.com0.010.1095092
oriondiagnostics.com0.020.109300
questdiagnostics.com0.010.142961495
ortec.com0.010.121961795
clsi.org0.010.129952495
cephheid.com0.010.10000
orion-diagnostics.com0.010.10000
dianova.com0.010.1795091
accelerateddiagnostics.com0.010.1093093
quidel.com0.010.12095194
orpheusbiotech.com0.010.10000
orphee.biz0.010.109400
medica.com0.010.12996394
cemaconline.com0.010.10000
biofirediagnostics.com0.010.1093092
orbisgracetx.com0.010.10000
moleculardiagnostics.com0.010.1093093
genomeweb.com0.010.13296494
dako.com0.010.11395094
orasure.com0.010.117951294
graceit.com0.010.1093092
orasuretechnologies.com0.010.109300
oemcompliance.com0.010.10000
inessco.com0.010.1095092
clinicaldiagnostics.roche.com0.010.10000