Platform and prompt baseline
Build prompt sets across brand, category, comparison, reputation, and verification intent, then test brand and competitors platform by platform.
Baseline report, prompt inventory, competitor SOVAI Search Presence / GEO
Do more than earn a mention. Help AI cite, recommend, and explain your brand accurately.
Build a measurable AI-search system across prompt baselines, brand knowledge, trusted sources, and continuous monitoring.
Buyer questionsBrand · Category · Compare
Brand factsVerifiable knowledge
Trusted sourcesCitable pages
GEO content systemQuestions · Entities · Sources · Review
Answer presenceCorrect understanding
CitationBrand as a source
GEO is an answer-competition system, not bulk publishing
Discovery is shifting from browsing result pages to asking AI directly. The new competition is about entering the answer, earning citations, staying accurate, and supporting a buying decision.
01Presence
Does the brand appear for priority questions?
02Position
Where does it sit in recommendations and comparisons?
03Citation
Which owned and third-party sources are used?
04Narrative
Are claims, use cases, and facts accurate?
05Conversion
Can the answer connect to a commercial next step?
Six connected stages create a continuous GEO loop
Measure first, strengthen knowledge and sources next, then retest a stable prompt set. Every stage has a clear output.
Brand facts and entity clarity
Align products, people, credentials, use cases, claims, and proof while correcting outdated or conflicting public information.
Brand fact base, entity map, messaging rulesAnswer-ready pages and content
Create FAQs, comparisons, solution pages, glossaries, and proof assets around real buying questions.
Page map, content plan, structured dataCitation sources and distribution
Map the sources each platform retrieves and publish reviewed material across owned and suitable authoritative channels.
Source map, channel plan, publishing listHuman review and risk control
Review brand claims, data, compliance boundaries, and AI misrepresentation before visibility creates reputation risk.
Review workflow, correction list, risk responseMonitoring, attribution, iteration
Retest a fixed prompt set and track mentions, citations, accuracy, competitor position, and commercial engagement.
Weekly checks, monthly review, iteration backlogFrom the first baseline to continuous growth operations
Three clear buying stages let a team validate the opportunity before committing to a build or ongoing program.
01
ENTRY
GEO Baseline Review
A fast way to understand platforms, prompts, current answers, citations, and competitor gaps.
- Priority platform and prompt testing
- Mentions and answer accuracy
- Citation domains and source gaps
- A prioritized 90-day roadmap
02
BUILD
90-Day GEO Build
For teams ready to strengthen brand knowledge, answer-ready pages, content, and source coverage.
- Prompt and brand fact libraries
- Answer-ready page production
- Technical and structured-data work
- Trusted source distribution
03
OPERATE
Ongoing GEO Operations
For competitive or fast-changing categories that need sustained answer presence and accuracy.
- Repeatable question-sample reviews
- Competitor and citation changes
- Misinformation alerts and correction
- Monthly content and source iteration
Five metric groups, not one lucky screenshot
Answer PresenceMention rate and qualified prompt coverage
Citation QualityCitation rate, source quality, and owned-asset share
Narrative AccuracyFact accuracy, claim consistency, and misinformation rate
Competitive PositionShare of voice, average position, and stability
Commercial ImpactVisits, commercial engagement, and assisted inquiries
Where this system fits best
New category entrants
Establish accurate recognition of the brand, product, and use cases.
Mature brand correction
Reduce outdated information, attribution errors, and inconsistent narratives.
B2B and manufacturing
Translate complex products, technical claims, scenarios, and proof into answer-ready assets.
Export and multilingual growth
Compare how platforms and markets describe and cite the brand across languages.
See how AI answers today before deciding what to build next.
The baseline brings platforms, prompts, answers, competitors, sources, and commercial pages into one prioritized 90-day view.