Traceability
Every score should point to sampled answers, sources, and a timestamp.
About
Glaruno is an independent product for teams that need to understand how AI assistants describe their brand—and want a defensible record of what changed.
Why Glaruno exists
Buyers increasingly ask an assistant for a shortlist, a comparison, or a recommendation. Those answers are synthesized, variable, and difficult to audit. Glaruno was built to make that surface measurable without pretending it is deterministic.
We combine structured prompt sampling, source analysis, entity checks, and content planning in one workflow. The product does not treat an AI answer as a verdict. It treats the answer as evidence to be recorded, compared, and improved.
That is why the platform keeps the exact answer, engine, timestamp, and source trail alongside an aggregate score. A report should make it possible to ask, “Why do we believe this?”
Principles
The product is designed around four operating principles.
Every score should point to sampled answers, sources, and a timestamp.
Brand facts should agree across the website, profiles, and generated answers.
Content should answer a real question, not repeat a category keyword.
Unknown evidence is reported as unknown; model behavior is not treated as brand truth.
Editorial standard
Our public guides are written for operators who need definitions and methods they can test. Articles are published under Glaruno Research with the most recent update date. We avoid unnamed statistics and unsupported case studies.
Definitions, sampling logic, metric boundaries, and product behavior are described directly. External references are linked when they are used.
Independent editorial review, customer case studies, and third-party benchmarks will only be published when the evidence and permissions exist.
Who it is for
Glaruno is built for in-house marketing teams, GEO and SEO agencies, and founders entering a category where buyers ask AI assistants for recommendations.
Start with a baseline. See the exact answers, sources, and gaps before you change content.