NR LABS · AI SEARCH UNIT OF NEXT ROCKET
When AI answers, is your brand in it?
Ranking on Google is not the same as being named by ChatGPT, Gemini, Perplexity or AI Overviews.
The names that come up most often are Brand A, Brand B and Brand C.
The names that come up most often are Brand A, your brand and Brand B.
An illustration with placeholder brands, not a live answer. We never promise a particular one.
TRACE, our execution framework
Five gates. One reviewable plan
TRACE organises our work on access, identity, content, citations and measurement. No single gate guarantees that an AI system will recommend a brand.
What we do, in order
Search first. Then the tools
Priority one · AEO, GEO, AI Search
AI search visibility, measured every month
AEO is being named inside a generated answer. GEO is the same job across engines. Neither replaces SEO.
- A baseline in four engines, asked in Thai from Thailand
- Bot access and render checks
- Schema, entity consistency, answer-shaped Thai content
- Outreach to the guides and directories those models cite
- A monthly report per engine, with every answer screenshotted
Priority two · In-house workshops
Your team walks out building its own tools
Hands-on, on your real briefs and campaigns. No made-up demos. By the end your team can also read its own AI-search panel without us in the room.
- Working tools built on the day, not slides and notes
- Automations your team writes itself: reporting, pacing checks, competitor sweeps
- A small internal web app or dashboard, built in the room and running before you leave
- Prompts, agents and skills tuned to your category, not generic templates
- Source, prompts and skills handed over. No licence, no lock-in
Priority three · Custom AI tools and workflows
You brief it. We build it. You own it.
Tell us the job you want gone. We scope it, build the tool or the workflow around it in your own accounts, and hand it over.
- Scoped from your brief, not a template we resell to everyone
- Reporting, pacing checks and competitor sweeps that build themselves
- Quote drafting from inbound email, price tracking, full ad-ops loops
- Runs on your data, in your accounts, and the tool stays yours
- One human approval before anything goes live
Our own website: an observation you can inspect
What an AI answer actually cited
On 21 October 2026 at 09:15 Bangkok time, one stored ChatGPT answer named Next Rocket and cited two pages on our website. This selected example shows how we review evidence; it is not a client growth claim.
One selected positive answer from panel v3. This is not the panel-wide success rate.
The homepage and our AI agency article were cited within that same answer. Two URLs do not mean two recommendations.
A new panel is a new baseline. This observation does not establish better rankings, leads or revenue.
The question, asked in Thai
เอเจนซีการตลาดที่ใช้ AI วิเคราะห์ข้อมูลและวางแผนแคมเปญในประเทศไทยมีที่ไหนบ้าง
Excerpt from the stored answer
ใช้ทีม AI ของตัวเองชื่อ NR Labs สนับสนุนการวิเคราะห์ข้อมูล การทำรายงาน การปรับแคมเปญโฆษณา และงานอัตโนมัติ
Cited pages: Next Rocket homepage and AI Marketing Agency in Thailand.
Collection: ChatGPT, model gpt-6, web_sources_observed. We reviewed the stored text and cited URLs. This was not an independent endorsement or a live audit of every platform.
Open the dated evidence excerpt (JSON). The record includes the question, observation time, citation URLs and original-record reference hash. It contains no customer information.
How this changes the work
Make the cited article useful for the next decision: link to the relevant service, explain its scope and offer a clear enquiry route. Then check Google discovery and confirmed form submissions separately. An AI citation alone proves neither.
The panel
How we measure it
Same day each month, in Thai, from Thailand, a fresh chat and a screenshot of every answer. Reported per engine, never blended into one number.
The part most agencies leave out
We sell readiness and process. Never outcomes.
Nobody controls what a model says. So here is what goes in writing, and what does not.
Tools run in your accounts, personal data under Thai PDPA. When we leave, all of it stays with you.
Qualification
What we turn down.
- Businesses that only need Google Maps
- Categories nobody thinks to ask AI about
- Sites with no search foundation yet. SEO comes first
- Regulated categories with no content-review plan. อย. and สคบ. police the wording
- Anyone who needs the lead count to move this quarter
Why the audit is paid and separate
So we can say no
The audit is how we find out whether this work can succeed on your site at all. Bundle it into a retainer and nobody can walk away after finding out.
If AI search is not your problem yet, that is a finding, not a failed sale.
Read the thinking
AEO and GEO: what we agree before work starts
A clear scope, with evidence you can inspect.
Questions and baseline
Agree the customer questions, market, language and platforms. Freeze a versioned panel and keep the original answers, dates and cited URLs. A changed question starts a new baseline.
Pages and actions
Receive a prioritised list of URLs and changes: access problems, unclear service information, missing supporting evidence and relevant internal links. Agree which changes we implement and which need your team.
An inspectable report
For each question, inspect the observation date, platform, answer and source URLs. Brand mentions and owned-site citations are separate measures. Missing answers stay unmeasured; results from different panels are not an uplift comparison.
What to prepare
Bring your website, priority services, target customers, competitors and approved facts or case studies. Share existing analytics access only if needed for the agreed scope. We confirm deliverables and fees before starting.
Deliverables and approval points
- A baseline sheet: question, language, market, platform, observation date, answer and citation URLs.
- A page backlog: affected URL, observed problem, evidence, proposed edit, owner and acceptance check.
- A release record: approved copy, implemented URLs and checks after publication. Your team approves brand claims and changes requiring its access.
- A follow-up using the same panel and comparable windows. New questions remain separate; a missing answer is not counted as a failure.
We agree the number of questions, platforms, pages, review rounds, schedule and fees in the scope. Website implementation, third-party outreach and paid collection are included only when specified.
Inspect our own dated example before discussing the work.
Example: a citation is not a recommendation
An answer can cite a useful article without naming its publisher as a service provider. We inspect that difference before proposing a content change. This describes a review method, not a promised client outcome.
Questions we get asked
What is AEO?
AEO, answer engine optimization, is the work of getting a brand named inside a generated answer from an engine such as ChatGPT, Gemini, Perplexity or Google AI Overviews, rather than ranked on a page of results.
What is the difference between AEO and GEO?
AEO is being named inside a generated answer. GEO, generative engine optimization, is the same job carried across several generative engines at once. Neither replaces SEO. Both run on top of it.
Does AEO replace SEO?
No. AEO runs on top of SEO and basic SEO has to stay in place. A site that does not rank on Google yet should fix that first, and Next Rocket will say so rather than sell AI search work that cannot succeed.
Do you guarantee that AI will recommend my brand?
No. Nobody controls what a model says, and a guarantee would be a guess. Next Rocket commits to technical and content targets written into the contract with penalties, to earned outreach pursued every month, and to the monthly report landing before the 10th. Nothing is promised about an engine's behaviour, and pursued is not the same as landed.
Which AI engines does Next Rocket measure?
Google AI Overviews, Gemini, ChatGPT and Perplexity, asked in Thai from a Thai location, on the same day each month with a screenshot of every answer. Claude is measured on request. Results are reported per engine and never blended into a single number.
Why is my brand invisible to AI when I rank first on Google?
Google renders JavaScript and most AI crawlers do not. If a page needs JavaScript to show its content, an AI crawler arrives at what is effectively a blank page. That is a retrievability problem, it is measurable by fetching the page as the bot, and it is usually quick to fix.
What actually makes an AI recommend a brand?
Relevant content, accessible pages, consistent brand facts and corroborating sources are all areas we inspect. An observed citation does not establish why a model recommended a brand. We retain the original answers and compare matched observations before drawing conclusions.
What is the TRACE framework?
TRACE is Next Rocket's AEO execution framework: five gates, each with one owner and one definition of done. Traceable, can AI reach and read you at all. Recognisable, does AI know exactly who you are. Answerable, is your content in the shape a model lifts. Cited, do the pages AI already reads name you. Evidenced, can you prove any of it moved. The gates organise work on access, identity, content, citations and measurement. They are not proof of causation, and no single gate guarantees a recommendation.
Is NR Labs an AEO agency?
NR Labs is the AEO and AI search unit inside Next Rocket, a performance marketing agency in Bangkok. The same team runs the audit, the technical and content fixes, the outreach and the monthly measurement, and works next to the agency's media and E-Commerce teams.
What does an AEO engagement with NR Labs include?
A baseline in four engines, asked in Thai from Thailand. Bot access and render checks. Schema, entity consistency and answer-shaped Thai content. Outreach to the guides and directories those models cite. A monthly report per engine with every answer screenshotted. The audit is paid and separate from any retainer.
Find out where you stand.
We run the questions your buyers actually ask, in four engines, and show you the answers they get today. Over coffee, no pitch.
16 technical tests on whether AI engines can reach and parse your site. Instant, no email required. Or get the free playbook.