Brand visibility
How often the brand appears across the defined question set and engines.
Platform
GEO features built around evidence, not guesses.
Each module answers a different question: what do AI assistants say, why might they say it, what should be fixed, and how do we prove that the change happened?
01 · Visibility
See where the brand actually appears.
Structured prompt sets are sampled across supported engines, with repeat runs to reduce the noise of a single answer.
Glaruno records whether the brand is named, whether it is included in a recommendation set, and which competitors share the answer. Results are tied to the prompt, engine, region, and sampling time.
- Mention frequency and first recommendation position
- Competitor co-occurrence and share of voice
- Prompt-level evidence for every aggregate
What a single answer cannot tell you
One generated response is not a market baseline. Model version, prompt wording, region, and randomness all matter. The platform keeps the sampling method visible so a number is never detached from its evidence.
02 · Diagnostic
Six dimensions, with the missing evidence made explicit.
A diagnostic is useful only when it distinguishes a weak signal from an unknown signal. Glaruno separates brand facts, authoritative sources, content structure, and model observations.
Recommendation position
Where the brand appears in a recommendation list, not just whether it is mentioned.
Authoritative source coverage
Which external sources support the brand facts, and which facts lack a source.
Entity consistency
Whether the brand is described consistently across answers and sources.
Content coverage
Whether the site contains useful, specific, and extractable answers for the target questions.
Evidence quality
Whether the report can be traced back to sampled answers, timestamps, and methodology.
03 · Sources
Find the pages that shape the answer.
The source layer shows which domains and pages are referenced, where the brand is absent, and where a claim needs a stronger public record.
Citation domains
Group the sources that appear across answers so teams can prioritise outreach, documentation, and content updates.
Fact gaps
Flag claims that are not supported by the brand site, a structured profile, or a credible third-party reference.
04 · Content
Move from diagnosis to an executable content plan.
Content briefs are generated from the gaps, not from a generic keyword list. The platform also checks whether a draft is specific, structured, and useful enough to be quoted.
- Question-led H2 and H3 structure
- Fact density and source-backed claims
- GEO quality checks before publication
- Comparison of the same prompt set after publication
05 · Monitoring
Keep the baseline, then compare.
Each run stores the exact prompt, engine, response, timestamp, and evidence. A change is only meaningful when the comparison uses the same measurement frame.
History and reports
Review changes over time, export the evidence, and keep a record of what was measured.
Audit-ready assets
Selected brand assets can be sealed into a SHA-256 hash chain for later verification.
Boundaries
What Glaruno does not do.
Clear boundaries make the measurement more useful, not less.
- We do not guarantee AI recommendations or rankings.
- We do not invent missing citations.
- We do not treat a single answer as a stable fact.
- We do not confuse a model’s wording with the brand’s actual quality.
Questions
Practical questions about the platform.
Can Glaruno tell me why a brand is missing from an AI answer?
It can separate several likely causes: no mention in the sampled answers, no supporting source, inconsistent entity facts, weak content coverage, or inaccessible pages. It will not invent a cause when the evidence is insufficient.
Does the platform replace an SEO team?
No. GEO adds a new measurement layer. Technical SEO, crawlability, and useful content remain foundations; Glaruno focuses on how those assets show up in AI-generated answers.
Can I export the evidence?
Yes. Reports keep sampled answers, sources, scores, timestamps, and methodology notes so they can be reviewed or stored as evidence.
Measure your brand in AI search
Start with a baseline. See the exact answers, sources, and gaps before you change content.