01
The question
Which product fits this buyer, use case, and market? We group related prompts by intent instead of chasing a single wording.
BRANDINANSWERS / AI VISIBILITY STUDIO
Be present
when AI answers.
People are asking AI what to buy. We help technology brands understand those questions, improve the evidence behind their products, and measure where they appear.
Contact Ningbo Li directly: ningbo842@gmail.com
Buyer-question research English-language content Evidence-led reporting
BRANDINANSWERS / FIELD NOTESINTERACTIVE EXAMPLE
01 / EXPLORE A BUYER QUESTIONSee the work
See the work
behind an answer.
Select a category to explore how a question becomes a GEO workplan.
BUYER QUESTION 01 / 03
“Which mini PC is suitable for photo editing?”
What the answer needsBuyers need a clear explanation of graphics capability, memory, ports, and the workloads each model can handle.
What we can improveMap the relevant questions, verify product claims, then improve a comparison page and its supporting sources.
What we measureTrack brand mentions, cited URLs, and changes across the same question set.
SCROLL TO EXPLORE↓
PLATFORMS WE CAN MONITOR
ChatGPTPerplexityGeminiGoogle AI Overviews
Platform and market scope are agreed for each project.Why are competitors recommended?Which sources does AI cite?Does a product feed matter?How do we measure AI visibility?Can our agency deliver GEO?
PICK YOUR STARTING POINT
Which question
brought you here?
See the work we would scope for your situation. The examples describe a process, not a promised AI result.
QUESTION / 01
Why do AI answers recommend competitors instead of us?
WHAT WE WOULD CHECK
- Questions where buyers compare your category
- Brand mentions, products, and cited source URLs
- Gaps in your product pages and external evidence
REVIEWABLE OUTPUT
Discuss a brand audit A prioritized visibility audit and an approved improvement plan.
01 / HOW GEO WORKS
A recommendation has
work behind it.
GEO is the work of making reliable information about your brand easier to find and use in AI-assisted research. We study the answer a buyer sees, then improve the inputs we can control.
02
The evidence
What do the brand’s pages and independent sources actually say? We check specifications, comparisons, citations, and missing context.
03
The answer
Is the brand mentioned, is the correct page cited, and does the visitor reach the right next step? We measure each separately.
THE PRACTICAL DISTINCTION
A page being crawlable, a brand being mentioned, and a URL being cited are three different outcomes. We record each one so your team knows what changed.
Explore the method02 / WHAT WE DELIVER
Research. Content.
Sources. Measurement.
Four connected workstreams, scoped to the questions and products that matter to your buyers.
01
AI visibility research
Understand the questions, competing brands, and sources shaping your category.
View deliverables02
Content that answers
Turn product knowledge into useful guides, comparisons, and pages worth finding.
View deliverables03
A stronger source presence
Find relevant publications and build a plan for credible mentions beyond your site.
View deliverables04
Measurement with context
Track mentions and citations consistently. Know what changed and what comes next.
View deliverables03 / A WORKABLE PROCESS
From baseline
to the next decision.
Each phase produces something your team can review and use. Publishing, outreach, and reporting stay tied to an agreed question set.
01
Define the demand
Agree on markets, platforms, product category, buyer questions, and comparison brands.
02
Document the baseline
Save the actual answers, brand mentions, cited pages, and gaps in product information.
03
Improve the inputs
Prepare verified content, strengthen useful pages, and pursue relevant editorial opportunities.
04
Review what changed
Repeat the checks and report observed movement, referral data, and the next priorities.
04 / WHAT WE MEASURE
Evidence you can
make decisions with.
AI answers change by question, place, platform, and time. A useful report shows the conditions behind the observation.
VISIBILITY REVIEW / INTERACTIVE SAMPLE
01 / 03 · WHAT THE REPORT SHOWS
Was the brand part of the answer?
EXAMPLE BUYER QUESTION
“Which compact PC suits photo editing at home?”
RECORD
- Exact buyer question and country
- Platform, date, and answer text
- Products named and how they were described
INTERPRET
A mention shows that the product appeared in this observation. Repeat the check across related questions before calling it a pattern.
NEXT ACTION
Compare product fit and the facts available for the answers where the brand is absent.
Illustrative workflow · no live client results or guaranteed placementView the pilot
Brand inclusion
How often the brand appears in a defined set of relevant answers.
Source citations
Which exact pages are cited and whether the claim is supported.
Referral & inquiry
AI referrals and qualified inquiries when analytics are available.
Content progress
Pages updated, sources approached, and changes approved.
05 / CATEGORY EXPERIENCE
Technical products.
Human questions.
Research and editorial work across compact computing, portable productivity, and companion robotics.
Explore our work
BUILT AROUND PRODUCT KNOWLEDGE
The details make
the difference.
PRODUCT RESEARCH & CONTENT
Compact computing, clearer choices.
English-language research and editorial preparation for mini PCs and specialist computing use cases.
Read project notes CONTENT & VISIBILITY STUDYFinding the right productivity tablet.
Buying-question research, comparison content, and visibility checks for lightweight tablets.
Read project notes OWNED-SITE EXPERIMENTBuilding a source for companion robotics.
An editorial website used to explore question-led content and search discovery.
Read project notesSelected research, content and owned-site workstreams, with project notes describing the approach and resulting deliverables.
FOR AGENCY PARTNERS
Your strategy.
Extra hands to deliver.
Add research, English-language content, and AI visibility monitoring to your client projects. We work within a defined scope, with clear approvals and reporting.
QUESTIONS WE HELP ANSWER
Start where your
buyer starts.
Explore practical guides to ChatGPT visibility, product feeds, ecommerce GEO, measurement, and agency delivery.
PROVIDER COMPARISONS
Should we hire a GEO agency or buy AI visibility software?
A decision framework for choosing managed GEO work, a monitoring platform, or both. Compare the work, staff time, evidence and contract boundaries before buying.
Read the guide PROVIDER COMPARISONSWhich GEO agency should a Chinese brand hire for overseas AI search?
A source-led shortlist method for Chinese exporters and consumer electronics brands buying overseas ChatGPT visibility, English content and managed GEO services.
Read the guide PROVIDER COMPARISONSHow do we compare GEO agency proposals, pricing and deliverables?
A practical GEO agency RFP for buyers: question panels, raw answer records, content ownership, source work, pricing exclusions and a measurable pilot handoff.
Read the guidePRACTICAL QUESTIONS
Before we begin.
What working together looks like.
START WITH THE EVIDENCE
What does AI say
about your brand?
We can define the questions, capture the baseline, and agree on a useful first scope.
Start a conversation Defined scope Clear deliverables Transparent reporting