Research-led
Every strategy and tactic is backed with original research into how AI engines retrieve and recommend. Not best guesses or recycled SEO playbooks. Real insights inform real strategies to yield actual results.
Research-led GEO agency
Become the answer.
We help global brands get discovered, understood, and recommended by AI.
Engines we audit and track
The problem
The way buyers find you has changed
Old search
You were one of many options.
- Query
- 10 blue links
- Comparison
- Choice
01
Your buyers aren't searching for ten options anymore.
They're asking AI to recommend one.
02
Meanwhile, your team is still publishing, optimising, and testing.
More content. More tools. More prompts. Little certainty.
03
Because most teams aren't measuring what AI actually sees.
What it cites. What it gets wrong. And who it recommends instead.
How we work
Strategy, expertise, and software. Working as one.
Human-integrated
Content Engineers and GEO Experts learn your business inside out, set the strategy, and steer the agents with real context. Then they build the trust signals only humans can earn on Reddit, YouTube, and Wikipedia.
Agentic
AI agents run 24/7, on your site and across the web. They catch entity gaps, crawl and citation issues, track metrics, monitor competitors and trust signals, and feed it all back. Every decision and result also trains the system.
How AI decides
Before AI recommends you, four things happen.
Crawl
Can AI reach you?
AI can't recommend what it can't retrieve. Technical barriers, rendering issues and blocked pages can make your best content invisible.
Retrieve
Does AI find you?
For every question, an engine pulls a shortlist of sources. If you're not in the retrieval set, you're not in the answer.
Understand
Does AI know what you are?
Models connect your brand to categories, customers, products, pricing and competitors. If those signals conflict, the model fills the gaps.
Recommend
Will AI choose you?
Being mentioned isn't enough. AI weighs coverage, corroboration and trust before putting your name forward.
Our system
Three engines. One outcome.
Reach Engine
Can AI reach you?
Technical accessibility, crawling, rendering, indexability and the pages that matter to your pipeline.
Context Engine
Does AI understand you?
Entity definition, topical coverage, category relationships, products, customers and competitors: the information AI uses to construct its understanding of your brand.
Conviction Engine
Will AI choose you?
Third-party corroboration, reviews, communities, comparisons and publications: the external signals that give AI confidence to recommend you.
Measurement
See what AI sees.
We audit the questions your buyers are asking AI, map the answers, and trace the evidence behind every recommendation.
Question
What are the best telephony APIs for AI voice agents?
AI response (top options)
- 01 Telnyx ★
- 02 Twilio ★
- 03 Retell
- 04 Vapi
Why this answer?
- Developer documentation
- Technical authority
- Independent reviews
- Community discussions
- Comparisons & benchmarks
Opportunity
Vobiz is understood in the category but rarely retrieved or recommended.
Mentioned
0.69%
Recommended
0%
Top-3
0%
Citation share
0.087%
What we do about it
Repair. Build. Re-run.
We fix the places where AI can't access, parse or connect your information: crawlability, structured data, product facts, pricing, entity relationships, source-of-truth pages.
Build
We build the independent evidence around you: technical content, comparisons, publications, reviews, communities, expert commentary.
Re-run
We run the same questions across engines every cycle. Track mention, recommendation, position, citation, and competition.
Book a strategy call
See where you stand.
Then change it.
Measurement is the starting point.
Measure your AI visibility →Strategy is the mastery of information.
Chanakya's claim was simple. Whoever understands the forces at play before making a move, shapes the outcome.