Cole-Parmer
Cole-Parmercoleparmer.com
100%AI visibility
Strong recommendation share

Cole-Parmer is already getting recommended in the tested prompts.

The commercial gap is now proof ownership. AI can see the brand, but it still needs more reasons to cite Cole-Parmer directly.

Owned citations

0%

Site readiness

53/100

Trust signals

6/6

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Visibility Share %

4 prompts
1
F
FI
Fisher Scientific
8 mentions
100%
2Cole-ParmerCO
Cole-Parmer(You)
5 mentions
100%
3
C
CA
Cannon Water Technology
2 mentions
25%
4
H
HM
HMA Lab Supply
2 mentions
25%
5
I
IC
ICL Calibration
2 mentions
25%

Top external source

fishersci.com

2 citations captured

Buyer prompt analysis

How AI answers the prompts that shape buying decisions in this category.

where to buy peristaltic pumps0/mo

Cole-Parmer appears, but doesn’t own the answer.

Cole-Parmer appears, but the proof still comes from competitor framing and third-party sources.

ChatGPT
Gemini
labrepco.comCompeting: Fisher Scientific, LabRepCo, MSE Supplies, Cannon Water TechnologyAI searched: “where to buy peristaltic pumps
When seeking peristaltic pumps, strong options include specialized laboratory and industrial suppliers, as well as manufacturers directly.
buy lab flexible tubing0/mo

Cole-Parmer appears, but doesn’t own the answer.

Cole-Parmer appears, but the proof still comes from competitor framing and third-party sources.

ChatGPT
Gemini
fishersci.comCompeting: Fisher Scientific, VWR (Avantor), Thomas Scientific, McMaster-CarrAI searched: “buy lab flexible tubing retailers Fisher Scientific Cole-Parmer McMaster-Carr VWR Grainger Thomas Scientific Amazon
If I had to name retailers to mention first for buying lab-grade flexible tubing, I’d recommend these (brief reason + typical product lines): 1.
shop digital lab thermometers0/mo

Cole-Parmer appears, but doesn’t own the answer.

Cole-Parmer appears, but the proof still comes from competitor framing and third-party sources.

ChatGPT
Gemini
labdepotinc.comCompeting: Fisher Scientific, The Lab Depot, HMA Lab Supply, ICL CalibrationAI searched: “shop digital lab thermometers
For those seeking digital lab thermometers, a variety of stores and providers cater to different needs, from general laboratory supplies to specialized instruments with calibration services....

Where AI gets its proof

0% of citations come from coleparmer.com. The rest shape the answer without your input.

1fishersci.com
2 cites
2labx.com
1 cite
3labrepco.com
1 cite
4labdepotinc.com
1 cite

Authority signals

What AI checks before recommending a brand.

Recommendation share100%

5 of 5 answers

Owned citations0%

0 of 5 from coleparmer.com

Site readiness53

Crawl signals open

Trust signals6/6

Core signals present

Blockers

No llms.txt

What to fix first

The shortest path to stronger recommendation share.

1

Give AI a page worth citing

0/5 captured citations came from coleparmer.com. Right now AI still leans on fishersci.com for category proof.

2

Add explicit crawler guidance

Right now there is no explicit retrieval guidance for AI crawlers. Add llms.txt plus clearer category and product paths that models can trust and revisit.

3

Make the site easier to trust

The current site-readiness score is 53. Tighten schema, answer formatting, and crawl clarity so AI systems can trust owned pages faster.

5 AI answers captured·4 prompts tested·Observed citations only·Apr 28, 2026

The brand is visible. The opportunity is owning the proof layer.

Turn Cole-Parmer's current visibility into trusted, brand-owned recommendation share.

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