WTT Digital — the measurement standard for AI visibility

The shift, in numbers

Your future clients are asking ChatGPT before they Google.

Search is splitting. Buyers no longer arrive through ten blue links — they arrive through a single AI answer that names a single brand. The brands that get named get considered. The ones that don't, don't.

50%

of B2B buyers now start research in an AI chatbot, not Google

G2 Buyer Behavior, 2025

~2.5×

higher conversion from AI-referred visitors vs. traditional organic

SE Ranking, 2025

6

AI surfaces we measure — equal weight, per engine, no composite score

The Six-Surface Standard

Methodology — VERDICT™ + PROOF™

Seven pillars. One outcome: your brand cited by name.

Measured to the Six-Surface Standard. The C is the structural moat — every output is reviewed against FTC advertising rules and any industry-specific rules before it ships. No generalist agency offers that.

V

Visibility Audit

Baseline of how the six AI surfaces cite you right now.

E

Entity Authority

Schema, knowledge-graph, and directory entity consistency.

R

Relevance Engineering

Content engineered to be retrieved and cited.

D

Digital PR for AI

Citations from the sources AI actually pulls from.

I

Intent-tuned Content

Content mapped to the buyer's AI-search journey.

C

Compliance Layer

Every output reviewed against claims & advertising rules.

T

Tracking & Reporting

Monthly measurement, documented in the PROOF™ Report.

See methodology + sample PROOF Report →

Who we serve

Built for the buyers who decide in AI.

We’re horizontal by design — defined by a discipline and a buyer, not an industry. Our best work is with cross-border US–China brands, boutique M&A and advisory firms, and enthusiast consumer brands.

Cross-border US–China brands

Importers, cross-border e-commerce sellers, and China-facing brands and advisers who need to be the answer in both English and Chinese AI and search surfaces — a bilingual capability almost no agency offers.

Boutique M&A & financial advisory

Under-marketed, referral-dependent advisory firms whose buyers now ask AI who to consider. Where our 20+ years of strategy consulting and our advisory case work land hardest.

Auto aftermarket & enthusiast brands

Performance and enthusiast consumer brands that live or die on discoverability — the vertical behind our “named by all five AI runs, cited by none” finding.

Who we serve →

Citation lift, per engine — proven with receipts.

Outcome reporting on every engagement, every month. Not rankings — actual citations on the buyer prompts that matter, measured per engine to the Six-Surface Standard.

Auto aftermarket · National brand

Named by all five AI runs — cited by none.

A category-leading carbon-fiber brand surfaced in every AI answer yet earned zero citations — its #1-ranking product page returned 403 to unverified crawlers while a competitor with ~32 monthly visitors supplied the spec sheet the AI quoted.

5/5AI runs named it

0citations earned

M&A advisory · B2B

A 97/100 page, invisible across four surfaces.

An advisory firm was absent from 20 firms named across four AI surfaces — despite a page scoring 97/100 technically and loading 17× faster than the page ChatGPT cited first.

0/20AI mentions

97/100page score, unseen

Local retail · Southern California

4.8★, 53 reviews — absent from the local pack.

A 4.8-star retailer with 53 reviews was missing from the local pack while businesses with 17 and 22 reviews held it — and ChatGPT named a 2.6-star competitor instead.

4.8★rating, unseen

2.6★competitor AI named

All case studies →

Who runs this

A specialist, not a generalist agency.

Shawn Lai

CEO & Founder

Shawn Lai is the CEO and founder of WTT Digital. He spent 20+ years in management consulting — most recently as a Senior Manager in Deloitte's AI & Engineering Services practice — leading AI implementation programs for enterprise clients across financial services, professional services, and healthcare.

He built WTT Digital after watching capable brands lose visibility on the prompts their buyers now ask AI assistants — and watching agencies report AI “scores” nobody could reproduce. WTT Digital is the answer: a measurement standard held honestly, and the strategy to act on it.

LinkedIn → Read full bio Read latest writing

From the desk

Recent insights.

September 2026 · 8 min read

The measurement standard for AI visibility

Why nearly every AI-visibility “score” you've been shown is unreproducible — and the six-surface method we publish instead.

Methodology · 6 min read

The VERDICT™ Framework

Seven pillars, measured to the Six-Surface Standard and reported through PROOF™ — including the Compliance pillar generalist GEO shops skip.

All insights →

Common questions

FAQ

We lead with measurement. Most agencies assert an AI “score” you can't reproduce; we publish our method — six AI surfaces, equal weight, per engine, at least three samples per query, no composite — so the number means something. Then the VERDICT™ Framework moves it, reported monthly through PROOF™.

Six, equal weight, reported per engine with no blended score: ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, and Claude. We measure to a published standard and discard invalid runs rather than paper over them.

No — and be skeptical of anyone who does. OpenAI's own documentation states there is no way to guarantee top placement in ChatGPT. We sell visibility and measurement: we show where you stand, move it, and prove the change engine by engine.

You get a measured baseline in the first engagement. Most engagements show citation lift on tracked prompts within about 60–90 days, reported with receipts each month — never a vanity number.

Marketing leaders and founders at brands where AI-search discovery matters — with early strength in cross-border US–China brands, boutique M&A and advisory firms, and enthusiast consumer brands. National, not geo-bound.

Yes. We measure and build AI visibility across both English and Chinese AI/search surfaces — a bilingual capability few agencies offer, and a fit for cross-border and China-facing brands.

Be the answer AI recommends
— and see the proof.