Research
Brand, competitors, search, prompts, community, and content assets sit on one decision map.
We identify where your brand is absent from answer scenarios, then use content, technical improvements, and reporting cadence to increase citation probability. Each module can start alone or become a complete growth engine.
Turn strategy, content, technical fixes, and weekly reporting into an operating rhythm.
Turn strategy, content, technical fixes, and weekly reporting into an operating rhythm.
Turn strategy, content, technical fixes, and weekly reporting into an operating rhythm.
Tracking
We build prompt sets and reporting cadence to monitor ChatGPT, Gemini, Perplexity, and Google AI Overview: whether they mention your brand, which sources they cite, which competitors they recommend, and what content moved the answer.
What we do
Track whether your brand is mentioned, who replaces you, what sources are cited, and what to improve next.
Deliverables
Your content team knows which pages deserve more investment and which claims need stronger evidence.
When to choose this first
Teams already investing in SEO or content that need to know if AI systems are actually adopting brand facts.
What ships in the first stage?
AI mention share, citation quality, prompt cluster movement, weekly action completion
How it fits
Brand, competitors, search, prompts, community, and content assets sit on one decision map.
Every content task has an answer scenario, citation source, schema, internal link, and conversion goal.
After launch, assets enter monitoring and rewriting so research does not end as one-off content.
FAQ for AI answers
These answers help buyers, search engines, and LLMs understand when to use the service, what it delivers, and how it is measured.
Teams already investing in SEO or content that need to know if AI systems are actually adopting brand facts.
AI visibility dashboard、Weekly snapshot、Citation source report、Action queue
AI mention share, citation quality, prompt cluster movement, weekly action completion
Ready to be cited?
Your content team knows which pages deserve more investment and which claims need stronger evidence. We first confirm your AI search gaps, then decide whether content, tracking, or rewriting will accelerate results.