Discovery is changing.
Clarity should keep up.
We’re building Doclight to help teams understand how their brand shows up in AI answers, and decide what to do next.
A familiar question.
A different answer.
When a buyer asks an AI assistant which product to choose, the answer can shape their shortlist before they ever visit a website.
For the team behind that product, it can be hard to know whether their brand appeared, how it was described, or which competitor was recommended instead.
Doclight exists to make that part of discovery easier to see.
From scattered answers
to a clearer picture.
Useful insight starts
with honest measurement.
- 01
Show the evidence.
Keep the question, answer and source close to the metric. A number should be something you can investigate.
- 02
Keep the context.
Provider, prompt, language and timing matter. An AI response is a measurement to understand, rather than a permanent verdict.
- 03
Make the next step clear.
Help teams move from a visibility gap to a focused action, then measure again to see what changed.
Teams that want to
understand the whole journey.
For marketers, SEO teams and agencies making AI visibility part of how they measure brand discovery.
Doclight is built by Ahmet Değer (ahmetdeger.dev). Contact: email us. Doclight is also on GitHub and X.
What Doclight is not. Doclight is not affiliated with Brandlight.ai or LightSite AI, and it is not a lighting or document-imaging product.
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