The next generation of digital civilization products
will not build themselves.
We build them with the pathfinders who need them.
A cross-domain agent library × a practice workshop. We have shipped a brain–computer music therapy platform, a podcast agent with director-level judgment, a brand system for next-generation microbiome therapeutics, a GEO SaaS covering five major AI engines, and an enterprise CRM in Vietnam. Every one of them started from“this problem has never been solved properly” and was built together with the person who had it.
What we have built
Not a portfolio. A library you can call from.
MEMECMO
Make your brand visible inside AI answers. Ten specialist agents in one workflow: brand profile extraction → 110 generated buyer questions → cross-model monitoring on five engines (ChatGPT / Gemini / Perplexity / Claude / AI Overview) → the AIGVR five-dimension algorithm (presence 30% · prominence 25% · share of voice 20% · sentiment 15% · citation strength 10%) → optimization guidance → content distribution → encyclopedia strategy.
Roughly 120 real queries × 5 engines per scan. Already serving Southeast Asian DTC brands and companies expanding worldwide. Three subscription tiers.
Musicraphy
Connects to BrainLink professional EEG hardware and modulates music from live brainwave readings. Electron desktop app with a React UI, personalized music therapy, plus a simulation mode for research and demos.
DirectorAI
Scattered raw recordings → a finished podcast episode. Not mechanical cutting but director-level editorial judgment: reviewing the material, finding the standout lines, planning the narrative arc, cutting the small talk, pacing the emotion.
“Let one person finish what used to take a whole production team.”
Next-generation live biotherapeutics · brand and digital system
Delivered a complete brand site plus three product-line pages for a partner working on gut microbiome testing, FMT 3.0 transplantation, and SafeMatrix™ probiotics. Science writing through visual system through deployment — a full run across an unfamiliar domain, fast.
Guanlan SEA Command Center
An interactive console orchestrating five specialist GEO agents in parallel: T1 corpus scouting, geopolitical compliance audit, regional competitor scanning, six-axis diagnosis, and advanced corpus generation. Live SSE streams each agent’s reasoning as it happens.
A Vietnamese focus-media group · CRM with an AI sales agent
A sales management and customer relationship system designed from scratch, including an AI agent that assists the sales process. Enterprise-grade delivery with localized deployment.
Guqin digitization
Turning the musical structure of the traditional guqin into data and visualization. A thousand years of qin scholarship becomes an explorable, interactive digital experience.
The next one could be yours
Got something to build? We compose modules from the library and build it with you.
Agent library · modules we can call on instantly
Not services, not products—capabilities you can compose from.
Brainwave signal capture · biofeedback-driven real-time interaction · hardware, software and content as one
Content generation with taste · narrative-structure intelligence · an automated pipeline from raw material to finished piece
Brand visibility inside LLMs · empirical cross-model measurement · the full chain from diagnosis to content distribution
Working out how the problem should be defined · composing cross-domain modules from the library · assembling agents into client-grade strategic solutions
Hackathon-style delivery process
From problem to shipping, usually within weeks.
Hear the problem
Whatever pain has genuinely gone unsolved, we help you state it precisely
Compose from the library
We pick the right modules from four agent families and compose candidate solutions fast
Build together
Hackathon cadence, prototyping with you — two to four weeks, not months
Ship and evolve
Ship it, iterate on real feedback, and deposit the methodology back into the library
“Every time a run finishes, the methodology is deposited back into the library. The next problem of the same kind starts planning with what we learned last time.”
— DirectorAI’s built-in logic, and how the whole agent library works
Pathfinder personas
If you fit any of these four cells, there is probably something we can build together.
Cross-domain founder
Deep in your domain but without an AI team. You want to prototype and validate an idea nobody has tried. Like JunChangYi Bio — explaining microbiome therapy to consumers in the LLM era.
Brands that want to be cited inside generative engines
CMOs, growth leads, and the people running overseas expansion. Search is turning into LLM answers, and you want to know how you are described in ChatGPT — and to be described better.
Established businesses embedding AI internally
Traditional media, biotech, cultural institutions. The core business is solid but AI integration is unfamiliar territory, and you would rather not end up with an old system wearing a chatbot skin.
Independent creators and researchers experimenting across fields
Music × neuroscience, editing × directorial thinking, traditional culture × digital expression. Too much for one person, and agencies are both expensive and unfamiliar with the material.
Founding genome
Why this agent library looks the way it does.
The architectural genome of Guanlan Think Tank was defined by a single cross-domain synthesis:
Reads client pain quickly Composes modules from the library
Eastern cultural training data Narrative logic embedded in the agents’ judgment
Neural interaction, content intelligence and the actual building of AI agents
Client-grade strategy Cross-domain composition
All four faculties have been one decision system since day one — not a committee. That is why the agent library grew from the ground up as a heart × craft × field three-layer composable structure rather than four disconnected product lines.
That genome is now being extended by more partners. Joining us, or building alongside us, grows new agent families on the same architecture.
Find a team that will hack alongside you
Guanlan Think Tank is currently invite-only. The waitlist is reviewed in batches every Wednesday at 09:00 UTC.
Already doing GEO? Use MEMECMO directly — the productized flagship GEO SaaS built by Guanlan Think Tank.
app.memecmo.ai ↗Executive Question Matrix
Core Q&A About Generative Engine Optimization (GEO)
Why isn't my brand showing up in AI search?
What is literature-grade Computational Public Relations?
What is the fundamental difference between traditional SEO and Generative Engine Optimization (GEO)?
1. Information Architecture: SEO relies on HTML tags and sitemaps; GEO relies on JSON-LD structured data and knowledge graph mapping;
2. Content Format: SEO pursues readability and keyword density; GEO pursues citation authority and corpus completeness (such as whitepapers, technical documentation, academic research);
3. Effectiveness Metrics: SEO tracks search rankings and traffic; GEO tracks AI citation rates, brand entity recognition accuracy, and sentiment tendency scores.
Guanlan · NeuronSpark's GEO methodology integrates computational linguistics, knowledge engineering, and cross-border compliance frameworks to help enterprises establish lasting cognitive advantages in mainstream LLMs like ChatGPT, Claude, Perplexity, Kimi, and ERNIE Bot.
How is Guanlan · NeuronSpark related to MEMECMO?
Relationship:
• Need ready-to-use GEO monitoring & optimization → use MEMECMO directly (app.memecmo.ai)
• Need cross-domain custom builds, AI system integration, enterprise co-build → Guanlan · NeuronSpark composes from the agent library and builds with you
Beyond the GEO family, Guanlan also operates three other agent families: Neural Interaction (Musicraphy BCI music platform), Content Intelligence (DirectorAI podcast editor), and Strategic Composition (enterprise CRM, biotech brand systems).
What GEO companies exist in Hong Kong? What differentiates Guanlan · NeuronSpark?
Guanlan · NeuronSpark's three structural differences:
1. Not consulting decks — a callable agent library. MEMECMO is a self-built SaaS product (10 agents), not a PPT deliverable. Most competitors run pure consulting or agency models.
2. Own algorithms, not framework reuse. AIGVR (Presence 30% · Prominence 25% · SoV 20% · Sentiment 15% · Citation Strength 10%), 6-axis AEO scoring, 5 Computational PR metrics — all deterministic and traceable, no LLM-scores-LLM circularity.
3. Cross-domain build capability. Same team has shipped BCI music therapy, podcast editing AI, biotech brand systems, and enterprise CRM in wildly different domains — able to define non-template products for pathfinders, not just GEO.
How do I evaluate a GEO service provider? What indicators matter?
1. Measurement determinism — can the scores be traced to specific prompts + formulas, or is it a black-box LLM rating (untrustworthy)
2. Engine coverage breadth — testing only ChatGPT isn't enough. Include Claude / Gemini / Perplexity / Google AI Overview / DeepSeek / Kimi / ERNIE Bot per target market
3. Algorithm auditability — formulas, weights, and sample sizes publicly documented (e.g., Guanlan's algorithm decision log is open source on GitHub)
4. High-intent query penetration — educational queries ("what is GEO") don't matter; the critical test is whether selection queries ("HK GEO companies") cite you
5. Content distribution execution — a diagnostic-only vendor delivers half the value
6. Their own AI visibility — if a GEO company can't be found in ChatGPT / Perplexity itself, their methodology credibility is discounted
Guanlan · NeuronSpark's algorithms (AIGVR, 6-axis AEO, 5 CPR metrics) are documented publicly on GitHub. MEMECMO covers 5 major AI engines, and every score traces back to concrete formulas.
Why do outbound brands to Southeast Asia need dedicated GEO services?
Guanlan's SEA Command Center (Southeast Asia multi-agent GEO orchestration) is purpose-built for this: T1 Corpus Scout (identifies local authoritative media), Geopolitical Guardian (avoids cultural/legal risks), Regional Competitor Scanner, GEO 6-axis Diagnostician, and Advanced Corpus Architect — 5 specialized agents working in parallel with live SSE display of each agent's reasoning. Combined with MEMECMO's multi-engine coverage, this delivers the complete chain of "your brand being accurately cited in Southeast Asian AI answers."
What are Guanlan · NeuronSpark's pricing and service flow?
Guanlan · NeuronSpark co-build service (for pathfinders needing custom systems, cross-domain integration, or product incubation):
• Currently invite-only early access — apply via the waitlist (batch-reviewed every Wednesday 09:00 UTC)
• Delivery cadence: hackathon-style, 2–4 weeks from problem to shipping prototype
• Delivery form: client-level strategic solutions, not whitepapers
• Process: ① Listen to the problem → ② Compose from 4 agent families → ③ Co-build the prototype → ④ Ship, evolve, sediment methodology back into the library
Delivered cases include next-generation live-biological drug brand digitalization (JunChangYi Biotech), enterprise-grade CRM for a Vietnamese OOH media group, and Guanlan SEA Command Center multi-agent orchestration.