GEO · LLM citeability · Narrative intelligence
The first answer is becoming the new first page.
Atlass audits where your brand appears, disappears, or suffers entity confusion across ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini, then connects citeability to the exact page and governed action that should follow.
- 01Question askedBranded and unbranded
- 02AI answer generatedFive answer engines
- 03Source citedOwned or third party
- 04High-intent pageThe page that should win
- 05Conversion actionWhat the page asks for
- 06Governed re-auditOwner approves, then re-asked
- Audit
Where you appear, disappear or get confused.
- Fix
Each gap mapped to the page and action that should follow.
- Re-audit
The same fixed questions, asked again every month.
- 5Answer engines audited
- 25Branded and unbranded questions per scan
- MonthlyFixed-question re-audit cadence
Engines: ChatGPT, Perplexity, Google AI Overviews, Claude and Gemini. The question set is agreed with you and kept fixed so months compare.
Answer-engine theatre
One buyer question, five answer engines.
A synthetic Atlass audit. Switch the industry and the question type to see presence, citation and entity accuracy change. VersoBrain, the engine inside Atlass, scores every answer the same way.
Buyer questionWhich platform should a mid-market finance team use to automate invoice exceptions?
- ChatGPTMentioned, not citedNamed in a list of options; the cited sources are review sites.
- PerplexityAbsentThree competitors are cited; the brand does not appear.
- Google AI OverviewsIncorrect entityThe brand is confused with a similarly named consultancy.
- ClaudeNamed, not recommendedMentioned as an option, but not recommended for this use case.
- GeminiAbsentThe answer cites a category guide that does not name the brand.
- VersoBrain index34/100
- Mention coverage3/5
- Owned citation0/5
- Entity accuracy4/5
Entity resolution
- Name
- Resolved
- Category
- Misread as a consultancy
- Headquarters
- Resolved
Citation source mix
- Owned pages
- 0 of 10 citations
- Review sites
- 4 of 10
- Directories
- 3 of 10
- Forums and news
- 3 of 10
VersoBrain precision fix
Add a one-sentence entity definition, with category and headquarters, to the About page and its schema. Publish one comparison page that answers the buyer question directly.
Intent-to-action readiness: high-intent page partial, call to action present, schema missing.
Governed action queue
- Fix the entity description on the About page and in schemaOwner: content leadRe-audit in 30 days
- Publish a comparison page for the buyer questionOwner: product marketingRe-audit in 45 days
- Earn one citation from an industry sourceOwner: communications leadRe-audit in 90 days
Each action has an owner and a re-audit window. Fixes can be made by your team, or with BergLabs support.
The engine inside Atlass
VersoBrain runs the questions. Atlass runs the fixes.
VersoBrain asks the fixed question set across the five answer engines and scores every answer. Atlass turns the score into page-level actions with owners and re-audit dates.
Seven applications, one operating loop
The family Atlass belongs to.
Every application writes to the same BergFlow record and runs its automated steps on BergAuto.
- BergAutoAgent suite that scores and executes repeatable steps across workflows.
- RosterrRuns live operational queues with SLAs, QA sampling and escalations.
- QuinnVets specialists and assembles staffed teams.
- CharterrEmbeds managed BergLabs pods inside your operation.
- SirennRuns SLA-bound voice workflows, from answer to routing.
- RadarrRanks go-to-market signals into outreach queues.
- AtlassAudits and fixes how AI search describes your brand.
- BergCrawlerCaptures crawl evidence: the screenshot, timestamp and source.
How it runs
How an Atlass audit runs, month after month.
The question set stays fixed, so every month compares like with like.
01Ask fixed questions
We agree branded and unbranded buyer questions with you, then ask them the same way across five answer engines.
02Score each answer
VersoBrain scores presence, recommendation, citation, entity accuracy and source mix for every answer.
03Map to page and action
Each gap is tied to the page that should be cited and the governed action that should fix it, with an owner.
04Re-audit monthly
The same questions are asked again at 30, 45 or 90 days, and movement is reported against the baseline.
Capabilities
What Atlass measures and changes.
Six capabilities, each tied to a page, an owner and a date.
- 01
Answer-engine audit
Branded and unbranded questions across ChatGPT, Perplexity, Google AI Overviews, Claude and Gemini.
- 02
Entity resolution
Checks that the name, category, location and offer an engine uses are actually yours.
- 03
Citation source mapping
Shows which owned, review, directory, forum and news sources each engine cites.
- 04
Narrative frame scoring
Scores how each answer frames the brand: recommended, listed, compared or dismissed.
- 05
Governed action queue
Every fix has an owner, a page, an approval and a re-audit window.
- 06
Monthly re-audit
The same fixed questions, re-asked on a schedule, reported against the first baseline.
Key facts
Atlass at a glance
The essentials, as a structured record.
- Engine inside
- VersoBrain (versobrain.com)
- Engines audited
- ChatGPT, Perplexity, Google AI Overviews, Claude and Gemini
- Cadence
- Monthly, on a fixed question set
- Output
- Visibility diagnostic and a governed action queue
- Re-audit windows
- 30, 45 and 90 days
- Citation guarantee
- None, by design. Nobody controls what an engine cites
Questions
Questions about Atlass
Including the three reality checks every audit starts with.
Reality checks
We already do SEO.
Good; Atlass builds on it. Search rankings and AI answers draw on overlapping but different sources, so a page can rank and still be absent, misnamed or uncited in an AI answer. Atlass measures that gap.
AI answers keep shifting.
They do, which is why Atlass asks the same fixed questions every month and compares like with like. Movement is reported against a stable question set, not a single screenshot.
Can you guarantee citations?
No. Nobody controls what an answer engine cites. Atlass identifies the pages, entities and sources that make a citation more likely, and the monthly re-audit shows whether the actions worked.
The audit
What does an Atlass audit include?
A fixed set of branded and unbranded buyer questions run across ChatGPT, Perplexity, Google AI Overviews, Claude and Gemini, scored for presence, citation, entity accuracy and source mix, with a governed action list.
How does VersoBrain relate to Atlass?
VersoBrain is the engine inside Atlass. It runs the question set and scores every answer; Atlass turns those scores into page-level actions with owners and re-audit dates.
Start an Atlass audit.
Tell us the brand, the market and the buyer questions that matter. We run the first scan and show you where you stand.