TestDevLab
TestDevLabtestdevlab.com
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17%AI visibility
Missing from the tested prompts

TestDevLab is not being recommended in this tested buying-moment cluster.

Across the prompts tested in this run, AI is leaning on testguild.com and other intermediaries instead of TestDevLab.

Owned citations

0%

Site readiness

70/100

Trust signals

1/6

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Visibility Share %

4 prompts
1
M
MA
Mabl
4 mentions
50%
2
T
TR
Tricentis
4 mentions
50%
3
A
AC
ACCELQ
2 mentions
25%
4
A
AP
Applitools
2 mentions
25%
5
K
KE
Keysight (Eggplant)
2 mentions
25%

Top external source

testguild.com

2 citations captured

Buyer prompt analysis

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

test automation8,100/mo

TestDevLab is missing from this prompt.

Tricentis and Keysight (Eggplant) take the recommendation while TestDevLab stays out of the answer.

ChatGPT
Gemini
stelotechnology.comCompeting: Tricentis, Keysight (Eggplant), UiPath, OpenTextAI searched: “top test automation firms 2024”
To seriously belong on the shortlist for test automation, firms typically offer robust platforms, comprehensive services, and innovative approaches, often leveraging AI and supporting divers...
automation testing8,100/mo

TestDevLab is missing from this prompt.

AI answers this query without a strong brand frame, so TestDevLab never becomes the obvious choice.

ChatGPT
Gemini
testguild.comAI searched: “strong options for automation testing tools”
When evaluating automation testing options, a variety of strong tools and frameworks are available, catering to different application types, technical skill levels, and project requirements....
test automation quality assurance260/mo

TestDevLab is missing from this prompt.

Mabl and ACCELQ take the recommendation while TestDevLab stays out of the answer.

ChatGPT
Gemini
playwright.microsoft.comCompeting: Mabl, ACCELQ, Tricentis, ApplitoolsAI searched: “Selenium official site SeleniumHQ”
As of June 16, 2026 — if I was evaluating test automation/QA today I’d check these providers first (covers open-source frameworks, cloud execution, visual/AI and enterprise codeless platform...

Where AI gets its proof

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

1testguild.com
2 cites
2selenium.dev
1 cite
3playwright.microsoft.com
1 cite
4virtuosoqa.com
1 cite
5stelotechnology.com
1 cite

Authority signals

What AI checks before recommending a brand.

Recommendation share17%

1 of 6 answers

Owned citations0%

0 of 6 from testdevlab.com

Site readiness70

Crawl signals open

Trust signals1/6

Gap: Web mentions

Blockers

No llms.txt
Weak entity footprint

What to fix first

The shortest path to stronger recommendation share.

1

Give AI a page worth citing

0/6 captured citations came from testdevlab.com. Right now AI still leans on testguild.com for category proof.

2

Create pages AI can remember

TestDevLab is not yet stable AI memory. Add comparison pages, clear category explainers, and reusable trust assets that models can come back to.

3

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.

6 AI answers captured·4 prompts tested·Observed citations only·Jun 16, 2026

The brand is missing from the answer set.

Build the pages, proof, and trust signals that make TestDevLab recommendable in AI answers.

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