SaaS & B2B Companies Losing Share to AI Answers
Buyers research with ChatGPT and Perplexity before talking to sales. If your competitors are cited and you are not, you are out of the consideration set before the demo call.
Stop Being Invisible to AI Search, Get Cited by ChatGPT and Claude
AI engines now answer over 25% of high-intent searches before users click. Privum engineers your content, schema, llms.txt, and authority signals to maximize citations across ChatGPT, Claude, Perplexity, Bing Copilot, and Google AI Overview.
5+ engines monitored · llms.txt + schema deployment · weekly citation reports
Trusted across Europe
Industries we serve.
Engineering teams in regulated, mission-critical industries — every engagement audited, documented, and production-graded.
Banking & Payments
FinTech
PCI-DSS compliant payments and core banking infrastructure — sub-100ms p99 latency, end-to-end audit trail, and tokenization at the edge.
PCI-DSS · ISO 27001
Patient Data
Healthcare
HIPAA-aware patient data pipelines
HIPAA · SOC2
5G & Networks
Telecom
5G core network observability at scale
NFV · ETSI MANO
Retail & Marketplaces
E-Commerce
99.99% uptime during peak traffic events
PCI-DSS · GDPR
Sovereign & Public
Government
Sovereign cloud with full audit trails
eIDAS · FIPS 140-2
Fleet & IoT
Logistics
Real-time fleet tracking & IoT ingestion
MQTT · OPC-UA
25%+Of searches AI-answered
5+ EnginesChatGPT, Claude, Perplexity, Bing, Google AI
0-ClickSearch results increasing weekly
90 DaysTo measurable citation lift
What we deliver
Our GEO services
End-to-end Generative Engine Optimization — from audit to authority engineering to weekly engine monitoring
Discover where you stand across the engines that matter. We run controlled prompts against ChatGPT, Claude, Perplexity, Google AI Overview, and Bing Copilot to map exactly which competitors get cited for your highest-intent queries — and why.
5+ engines audited · weekly citation reportStop relying on prose alone. We deploy JSON-LD for Article, FAQ, HowTo, Product, Organization, and Person schemas so LLMs and AI engines extract your content with high confidence and prefer it as a source.
↑ 3-5x extraction confidence · validated schemasAI engines extract paragraphs that answer the question first, then justify. We restructure existing content into the question-answer patterns LLMs reward — short authoritative leads, semantic clusters, and clean H2/H3 hierarchy.
Question-first rewrites · semantic clustersLLMs cite trusted sources. We engineer the off-page signals AI engines weight most: third-party citations, Wikipedia/Wikidata presence, expert bylines, and structured author credentials. Authority is rebuildable — and we measure it.
E-E-A-T verified · Wikidata coveragePublish a canonical llms.txt manifest, fine-tune robots.txt for AI bots (GPTBot, ClaudeBot, PerplexityBot, CCBot, Google-Extended), and instrument server logs so you know exactly when AI engines crawl what.
llms.txt published · per-bot policiesTrack citations, share-of-voice, and answer ranking across ChatGPT, Claude, Perplexity, Bing Copilot, and Google AI Overview every week. Real prompts, real engines — not vanity metrics. Tied to revenue, not impressions.
Weekly engine sweeps · CRM tie-inFree assessment
Get a free GEO assessment
Our engineers review your current setup and deliver a prioritized roadmap — no strings attached.
Who we help
Brands ready to be cited
The three profiles where AI visibility pays back fastest.
Content-Rich Sites Watching Organic Traffic Drop
Publishers, knowledge bases, and documentation sites whose long-tail traffic is being absorbed by AI Overview and AI answer engines. GEO converts that loss into citation gain.
Founders Building Category-Defining Brands
Early-stage companies that need LLMs to know what they are and who they serve. Authority and citation engineering is the new PR.
GEO
AI Citation Engineering for a B2B SaaS
01 / 02
A vertical SaaS in compliance tooling had strong SEO rankings but was invisible across ChatGPT, Claude, and Perplexity for category queries — competitors dominated the AI answers.
Tech stack
JSON-LDllms.txtWikidataSchema.org
Zero citation share across 5 AI engines for category-defining queries despite #1-3 Google rankings.
Schema rollout (Article + FAQ + HowTo + Organization), llms.txt publication, content restructure for Q&A extraction, Wikidata entry, and third-party citation building.
42% citation share-of-voice in Perplexity, top-3 source in Bing Copilot, and Google AI Overview inclusion for 7 of 12 target queries within 12 weeks.
Outcomes & method
AI visibility, engineered not gamed
Generative Engine Optimization is not magic. It is structured data, conversational content, authority engineering, and disciplined measurement. We treat it like any other engineering problem — and we ship the results.
Business outcomes
- 01
Discovered before the click
When 25% of high-intent searches resolve inside an AI answer, being cited is the new being ranked. We make sure the engines reach for your content first.
- 02
Compounding authority
GEO investments stack with traditional SEO. Schema, citations, and topical authority lift you in Google, Bing, and every LLM that retrains on the open web.
- 03
Measurable, not magical
Citation share, answer position, and brand mentions are tracked weekly across engines. No black boxes — you see exactly what changed and what moved.
How we implement
- 01
Audit & baseline
Run controlled prompts across 5+ AI engines, map current citations, identify content gaps, and benchmark against competitors. Delivered as a written report with prioritized opportunities.
- 02
Engineer & deploy
Implement JSON-LD schemas, publish llms.txt, restructure top content for Q&A extraction, tune AI bot policies, and ship author credentials across the site.
- 03
Monitor & iterate
Weekly engine sweeps measuring citation lift, share-of-voice, and answer position. Iterate on weakest engines and highest-intent queries until citations stabilize.
Engagement model
How we work
From first call to production — a proven 4-step engagement model that keeps the conversation transparent and the velocity honest.
- 01
Discovery
We audit your current stack, identify gaps, and align on business goals.
- 02
Assessment
A detailed roadmap with priorities, effort estimates, and quick wins.
- 03
Delivery
Our engineers embed with your team and execute sprint by sprint.
- 04
Support
Ongoing monitoring, optimization, and knowledge transfer to your team.
Related disciplines
Related services
Adjacent practices that pair well with this one — most engagements blend two or three.
Common questions
Frequently asked questions
Practical answers about scope, timelines, and how engagements with our GEO team usually look.
GEO (Generative Engine Optimization) is the practice of optimizing content to be cited by AI engines like ChatGPT, Claude, Perplexity, Bing Copilot, and Google AI Overview. Traditional SEO optimizes for blue-link rankings; GEO optimizes for being the source an LLM quotes in its synthesized answer. Both stack — modern visibility programs do both.
ChatGPT (with browsing and search), Claude, Perplexity, Bing Copilot, Google AI Overview, You.com, and Brave Leo. We monitor all of them with real prompts on a weekly cadence. Each engine has different retrieval and citation behaviour, and we tune content per engine where it matters.
Engine-specific. Perplexity and Bing Copilot tend to reflect schema and content changes within 2-4 weeks. ChatGPT search and Google AI Overview typically take 6-12 weeks because their crawl and retrieval pipelines are slower. Authority signals (Wikidata, third-party citations) compound over 3-6 months.
llms.txt is a proposed manifest file (published at the site root) that gives LLMs a curated, machine-readable summary of your site. Major engines are starting to honour it, and it costs almost nothing to maintain. We publish one for every GEO engagement and keep it in sync with your sitemap.
No — and anyone who promises that is selling smoke. AI engines retrieve dynamically, weight authority differently, and change their algorithms. What we guarantee is a measurable lift in share-of-voice across the engines we target, tied to a written success metric agreed at engagement start.
Absolutely not. Schema, topical authority, internal linking, and Core Web Vitals all serve both worlds. Most clients pair GEO with our SEO Consulting service for a unified visibility strategy. The two compound — better SEO means more crawl and citation surface for LLMs.
A controlled run of 30-50 prompts against ChatGPT, Claude, Perplexity, Bing Copilot, and Google AI Overview targeting your highest-intent queries, plus a written report with current citation share, competitor benchmarks, and a prioritized 90-day roadmap. Roughly 6 hours of senior engineering time.
Engagements range from a focused 4-week audit + roadmap to multi-quarter programs with weekly engine sweeps and content engineering retainers. We price on scope and target engines, not hours. Discovery calls are free and end with a fixed quote.
Talk to engineering
Let's talk about your GEO strategy
Whether you're starting from scratch or scaling what you have, our engineers are ready to help.