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.

Read the letter from our CEO →

generated answer · sampled illustration
Which brand should I buy in this category in Thailand?

The names that come up most often are Brand A, Brand B and Brand C.

category-guide.co.threview-blog.comforum thread
Your brand: not mentioned

An illustration with placeholder brands, not a live answer. We never promise a particular one.

TRACE, our execution framework

Five gates. One of them changes the answer

AI can reach and read your site
AI states your facts correctly
Your content is in the shape a model lifts
AI is more likely to name you
You can prove what moved, per engine
Effect on what AI recommends Nothing yet Read and understood, still not chosen More likely to be named

T, R and A make a model read you. Only C changes whether it recommends you. E is how you prove it moved.

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
Google AIOGeminiChatGPTPerplexityClaude on request

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
Your briefsBuilt on the dayYours to keep

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
nrlabs · campaign-loop · replay of a real run
Brief→ Media plan→ Ads live→ Optimize→ Live report↺ 1 human approval

Measured, not argued

What we have actually seen

Named 35×. Named 0×.

One brand, one site. The product with a 35-mention guide gets recommended. Its best seller, with none, never does.

#1 on Google. Absent from AI.

Google renders JavaScript. Most AI crawlers do not, so they were arriving at a blank page.

Thai question, foreign answer.

No Thai-language evidence to work from, so the model reached for four foreign brands.

Pilot brands, sampled answers, names withheld until a client agrees. We open the screenshots on a call.

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.

Google AI Overviews
Google index, Maps and Business Profile
Gemini
Google grounding
ChatGPT
Bing base plus its own crawl
Perplexity
Its own index

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.

T, R and A · committed
Technical, entity and content targets written into the contract, with penalties if we miss them.
C · pursued, never landed
We write and negotiate the outreach. We do not control other people's editors, and that line is in the contract.
E · the panel runs
Same day each month, per engine, with a screenshot of every answer. The report before the 10th.
Never promised
That a model will name you, or where. There is no ranking inside a generated answer.

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.

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?

Being named in the pages the model already pulls from. Technical retrievability and clean entity data make a model read a brand correctly, which is necessary but not sufficient. The layer that changes what gets recommended is earned citations: appearing in the ranking guides, directories, reviews and media the engine cites.

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. T, R and A make a model read you and understand you. Only C changes whether it recommends you. E is what makes the reporting defensible.

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.

Run the free AI visibility check → Book the session

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