Diagnose
Locate the leakage before anyone writes code.
- Strategic AI roadmaps
- Eight girder gap analysis
- Legacy system archaeology
Mercury narratives · fig. 01
Demand starts in the model.
Deals die in the transfer.
Watch the line. Fourteen conversations start with AI. Watch how many make it to a human with their story intact.
Eight girders · context kept by design · diagnose before you build
AI sideHuman side
How to read this: each dot is a real conversation a buyer started with an AI assistant about your category. The vertical lines are the handoffs your company must survive. The dashed gap is where most businesses lose them — the buyer repeats everything, or leaves.
Mercury is a technology consultancy. We build the systems that carry a customer from an AI answer to a signed deal — without making them repeat their story on the way.
02 / The problem, in your words
Does this sound familiar?
S.01
A buyer spent an hour researching you on ChatGPT. Then your form asked for their name and company. That’s all your CRM knows.
S.02
Your first call starts with “so, tell me what you’re looking for.” The prospect already told three AI assistants. They notice.
S.03
Marketing says the leads are good. Sales says they’re cold. Both are right — the story evaporated in between.
S.04
Nobody can tell you what AI is saying about your company. You’re being recommended, or misquoted, and you can’t audit either.
If two or more sound familiar, you have what we call a Bridge Gap — the space between what AI told your customer and what your team knows. Check yours in two minutes →
The gap is the product.
Why this exists
Prospects arrive pre educated. Your team starts from zero.
ChatGPT, Perplexity, Gemini do the first meeting without you. A form fill lands in the CRM. An advisor re qualifies a buyer who already chose a shortlist. Momentum dies in the transfer, not in the pitch.
Mercury closes that span. This site is the long argument. Three doors. One operating logic.
03 / The loop
A citation is not a customer.
Getting named by AI is the first quarter of the orbit. Mercury Orbit — Framework 00 — runs the other three: trust, engagement, conversion. One closed loop, not five disconnected vendors.
How to read this: being named by AI is quarter one. The dot keeps moving through trust, engagement, and conversion — then loops back, because happy customers become the proof AI cites next. Most vendors sell you one quarter. The loop needs all four.
Q1 makes you the cited answer. Q2 keeps models trusting it. Q3 meets users where APIs do not reach. Q4 lands every conversation in one inbox, with context, for your human experts.
Then the loop feeds itself: engagement becomes reviews, mentions, and structured proof — exactly what models cite next. Competitors run campaigns. You run a flywheel. Read the full orbit.
04 / Digital marketing
Digital marketing, run as an engineering discipline.
Clicks are shrinking. Citations are the new shelf space. Four units cover the loop from being found by AI to being trusted by it — enter at GEO Desk, add units as the metrics justify.
Unit 01 · Citation
GEO Desk
Your category already has an AI answer. We make it you. Baseline AI visibility audit in 48 hours; your brand structured as a citeable entity.
Explore → Unit 02 · FoundationGEO-optimized CMS
Every page machine-readable from day one: schema, llms.txt, extractable answer blocks, bilingual entity surfaces.
Explore → Unit 03 · AuthorityRankCraft
Citation tracking across ChatGPT, Gemini, Perplexity, Claude, and Copilot. A six-dimension GEO Score with decay alerts before authority slips.
Explore → Unit 04 · ContentE-E-A-T ContentFlow
Authority content engineered for Experience, Expertise, Authoritativeness, Trust — written to be quoted by machines and believed by humans.
Explore →The full methodology: LLM-SEO — Search Everywhere Optimization and Generative AI Optimization →
05 / Entry points
Three ways in, depending on where it hurts.
Not three products. Three entry points into the same system — every door closes the gap you just read about.
The Bridge™
The AI-to-human handoff system
For enterprises losing prospects between AI research and human consultation. Your buyer’s full AI research journey arrives with them, so your advisor continues the conversation instead of restarting it.
GXO Engine
AI shopping assistant that knows when to step aside
AI that curates your catalog at machine scale, then hands high-value shoppers to human advisors with the full journey attached.
Operations Architect
Fix the backbone before you add AI
Modernize ERP and CRM without rip and replace, so the systems underneath can actually carry the handoff.
Not sure which door? Ask for a diagnostic.
AI finds you. Context survives the handoff. Operations execute.
06 / Service logic
Architect. Automate. Scale.
One sequence. Not a pile of tools dropped into a messy business.
Bridge
Machines keep memory. People keep judgment.
- ContentFlow / LLM-SEO
- Muses operational agents
- Context preservation protocols
Expand
Capability without losing coherence.
- SocialHub CRM
- PartnerPlus networks
- Continuous algorithmic authority
07 / The mechanism
Context is scattered when they arrive. It is aligned when your team does.
Every AI conversation carries fragments. The Bridge puts them in order before the handoff.
Fig. 03 — Context settling, scroll to align
intent: advisory
asked: fees
history: 6 turns
budget: >50k
source: chatgpt
compared: 3 firms
stage: shortlisted
lang: en · zh
08 / Trust
When algorithms mediate the relationship, trust has to be structural.
01
Context preservation. Full history to your human team. GDPR conscious handoffs.
02
Algorithmic authority. Structured so models understand and recommend you.
03
Systemic integration. Legacy ERP and modern AI speaking one language.
04
Verifiable intelligence. Audit trails for AI assisted decisions.
09 / Proof
Proof, not promises.
Six Hong Kong engagements from our GEO desk — four highlights below. Codenamed for client confidentiality, honest about outcomes: no invented #1 rankings.
B2B services · Hong Kong
LLM SEO Desk
Page-one + AI Overview citations on category terms — using the same GEO stack we run on our own site.
Read the case → Premium dining · Hong KongOmakase Desk
From an unciteable website to AI shortlist eligibility for “best omakase in Hong Kong”.
Read the case → Telecom · Hong KongPremium Mobile
Separated from price-led recommendations with offer matrices AI can actually quote.
Read the case → Pet services · Hong KongPet Farewell
Trustworthy surfacing on high-intent queries where spam directories used to win.
Read the case →10 / Who this is for
Every role faces a different gap.
Pick the one that sounds like Monday morning.
11 / Questions we actually get
No content farm answers.
What exactly does Mercury do?
We build integrated digital infrastructure — CRM, ERP, commerce, and AI — so systems share one logic instead of creating more silos. Technology should disappear into operations.
How is this different from a shop or agency?
Most vendors build what you ask for. We start from the outcome, then design systems, workflows, interfaces, and search/AI visibility. GAIO means LLM discoverability from day one. We stay after launch.
We’re not a tech company. Overkill?
That’s the sweet spot. Banks, insurers, retailers, professional services that need serious systems without becoming software companies.
What do GAIO and LLM-SEO mean in practice?
We structure content, data, and APIs so assistants and search understand you and recommend you. Knowledge graphs, semantic markup, structured data. Not keyword stuffing.
How long does implementation take?
Core deployments often 8–16 weeks. Fuller ERP, CRM, and commerce work can run 4–6 months. Two week sprints. Revenue workflows first.
Do you disappear after launch?
No. Support from maintenance to full managed optimization. Most clients stay because systems keep evolving.
Work with existing systems?
Yes. Bridges first: APIs, middleware, unified interfaces. Rip and replace only where logic demands it.
How do we start?
A conversation. If we’re a fit, a phased approach from the highest impact, lowest risk opportunity. If not, we say so.
12 / Next
Find your gap. Then decide if we build.
Start with the two-minute self-check. If the gap is real, we’ll show you exactly where — no theatre, no 40-slide deck.