Expert Content Production for AI Visibility
We view content not as publication volume, but as a structured knowledge base: LLMs form answers based on topic completeness, material quality, source expertise, and citability.
The goal is to build a digital knowledge ecosystem around the brand that ChatGPT, Alice AI, and other models will use as a trusted source.
«Content topics are fully driven by research results and oriented toward the questions users most often ask generative AI platforms.»
Brand knowledge base — the primary source for generative models
AI Knowledge Factory
Our own content factory in GEO-PLUS for scaling projects: strategic material uploads and AI-assisted production with mandatory expert review.
- automation of routine processes
- unified brand Tone of Voice
- alignment with prompt map and Knowledge Gap
- SLA control from brief to publication
What We Produce
Content types — from expert articles to technical documentation and external publications.
Expert Articles
Analytics and deep dives on Prompt Map topics — for VC.ru, Zen, Habr, and corporate blogs.
FAQ and Reference Materials
Structured answers to typical user questions and AI queries.
Product Content
Product pages, comparison materials, technical descriptions, and cards.
Analytics and White Papers
In-depth materials for professional audiences and industry platforms.
Technical Documentation
Engineering content, specifications, and materials for complex product categories.
External Platform Publications
Content for marketplaces, catalogs, industry resources, and authoritative media.
What Gets Loaded into the Factory
Strategic brand materials — the foundation for AI-assisted content production in a consistent Tone of Voice.
Production Pipeline
From gap mapping to publication and re-measurement of AI Visibility.
Gap Map
Knowledge Gap Analysis
Brief
Brief and Content Plan
AI Draft
AI-Assisted Production
Review
Human-in-the-Loop
Publish
Publication and Monitoring
Knowledge Gap Analysis
Brief and Content Plan
AI-Assisted Production
Human-in-the-Loop
Publication and Monitoring
Knowledge Gap Analysis
We identify which materials AI lacks to form an expert answer.
Brief and Content Plan
Priority topics from research are agreed with the client and captured in the plan.
AI-Assisted Production
GEO-PLUS generates drafts based on uploaded strategic materials.
Human-in-the-Loop
Editor, SEO, PR, and industry expert review every asset.
Publication and Monitoring
Placement on platforms and repeat AI Visibility measurement.
AI Expert Personas
Thematic AI personas — editorial expert voices with their own specialization and subject focus.
- not an advertising tool, but an expert environment around the brand
- each persona has its own topic area and professional role
- explaining complex technologies and comparing solutions
- transparency and alignment with editorial policy
Personas scale quality content production and become an additional knowledge source for generative models.
Human-in-the-Loop
Automation does not replace experts. Every asset undergoes mandatory review.
How We Approach Content
Research-Driven Content
Topics and formats are defined by the Prompt Map and Knowledge Gap — not by marketing in isolation.
Consistent Production
On large-scale projects — daily preparation and publication of expert content on Owned Media.
Ecosystem, Not a Single Channel
Maximum impact comes from simultaneous development of the site, expert content, and external platforms.
Measurable Process
SLA from brief to publication, content plan execution, and share of assets with company expert involvement.
Production Details
Factory, site optimization, personas, strategy, and KPIs.
The content production hub within the GEO-PLUS ecosystem.
- brand book and strategy uploads
- AI draft generation
- versioning and asset status
- alignment with methodology stages
Stage deliverable: Knowledge Base
Content as Part of the Digital Ecosystem
By project completion, an owned knowledge base is in place: an optimized site, expert content, technical documentation, and publications on relevant platforms — everything that shapes how AI describes and recommends the brand.
