Test
Testtest.com
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33%AI visibility
Missing from the tested prompts

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

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

Owned citations

0%

Site readiness

19/100

Trust signals

5/6

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Visibility Share %

4 prompts
1
D
DO
Docker
4 mentions
50%
2
P
PO
Podman
4 mentions
50%
3
R
RA
Rancher Desktop
4 mentions
50%
4TestTE
Test(You)
2 mentions
33%
5
C
CO
CodeQL
2 mentions
25%

Top external source

sonarsource.com

1 citations captured

Buyer prompt analysis

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

static code analysis plugin0/mo

Test is missing from this prompt.

SonarQube and SonarLint take the recommendation while Test stays out of the answer.

ChatGPT
Gemini
sonarsource.comCompeting: SonarQube, SonarLint, ESLint, CodeQLAI searched: “SonarQube SonarLint plugin features SonarSource”
Here are the static-analysis plugins and engines that stand out today — short summary, strengths, and where they fit.
microservice dependency visualizer0/mo

Test is missing from this prompt.

Datadog and Dynatrace take the recommendation while Test stays out of the answer.

ChatGPT
Gemini
last9.ioCompeting: Datadog, Dynatrace, Prometheus, GrafanaAI searched: “microservice dependency visualizer shortlist 2024”
If you were choosing a microservice dependency visualizer today, a strong shortlist would include tools that offer robust real-time mapping, distributed tracing, and comprehensive observabil...
local development environment manager0/mo

Test appears, but doesn’t own the answer.

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

ChatGPT
Gemini
blog.jlvextension.comCompeting: Docker, Podman, Rancher Desktop, ColimaAI searched: “local development environment managers comparison”
Choosing the right local development environment manager depends heavily on your project's specific needs, your operating system, and your comfort level with different technologies.

Where AI gets its proof

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

1sonarsource.com
1 cite
2docker.com
1 cite
3blog.jlvextension.com
1 cite
4debugg.ai
1 cite
5last9.io
1 cite

Authority signals

What AI checks before recommending a brand.

Recommendation share33%

2 of 6 answers

Owned citations0%

0 of 5 from test.com

Site readiness19

Crawl signals open

Trust signals5/6

Gap: Knowledge infobox

Blockers

No Organization schema

What to fix first

The shortest path to stronger recommendation share.

1

Give AI a page worth citing

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

2

Create pages AI can remember

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

3

Make the site easier to trust

The current site-readiness score is 19. Tighten schema, answer formatting, and crawl clarity so AI systems can trust owned pages faster.

6 AI answers captured·4 prompts tested·Observed citations only·Mar 31, 2026

The brand is missing from the answer set.

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

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