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Methodology + Deliverables

The VERDICT™ Framework
+ PROOF™ Reports

Seven pillars. One outcome: your brand cited by name when a buyer asks ChatGPT, Perplexity, Gemini, Claude, or Google's AI surfaces “who's the best…” Sequenced — entity before relevance, relevance before digital PR — because the engines retrieve in that order. The C is the pillar generalist GEO agencies skip.

Why this exists

Why a framework, and why this one.

Generative engine optimization didn't exist as a discipline three years ago. Agencies that bolt GEO onto a traditional SEO playbook do partial work and report numbers no one can reproduce.

Each of the seven pillars maps to a specific deliverable with a measurable outcome on monthly reporting, and every measurement runs to one published standard: six surfaces, equal weight, per engine, no composite.

The framework is sequenced on purpose — entity work before relevance, relevance before digital PR — because that's the order the engines retrieve in.

Methodology + Deliverables

How the work reaches you.

VERDICT™ is the methodology — the seven-pillar engine that runs under every engagement. It's how we make you the answer.

PROOF™ is how you see the work. Every deliverable — every monthly retainer report and every public research paper — follows the PROOF format, so nothing is a black box.

The discipline is the point: every claim about your brand ships with receipts — a citation count with a date and an engine — and every output is reviewed against the relevant advertising rules before it ships.

Two formats, one principle: show the receipts.

VERDICT™ — the engine

Seven pillars. Visibility · Entity · Relevance · Digital PR · Intent · Compliance · Tracking. Detailed below.

PROOF™ — the dashboard

Five sections. Position · Receipts · Outcomes · Oversight · Forward. Detailed at bottom.

V

Pillar 1 of 7

Visibility Audit

Baseline test of how you're currently cited (or absent) across ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, and Claude — query by query, engine by engine, source by source, to the Six-Surface Standard.

Baseline first. Without a citation baseline you can't measure lift, and the engagement is flying blind. Visibility is the pillar that makes every other pillar accountable.

We run at least three depersonalized samples per query across all six surfaces, discard invalid runs, and never report a composite — you see exactly which engines cite you, on what, and where the citations come from.

Sample output

Sample output: a six-surface report showing you cited in 3/12 buyer-intent prompts on ChatGPT and 0/12 on Gemini, with the competitor and source URL behind every citation.

E

Pillar 2 of 7

Entity Authority

Consolidate your identity across the web — Google Business Profile, industry and association directories, review platforms, and knowledge-graph signals (Wikidata, Crunchbase, LinkedIn). Schema markup is supporting hygiene, not the lever.

AI engines retrieve with confidence only when your entity is consistent across surfaces. Conflicting names, titles, and facts make you ambiguous — and ambiguous brands don't get cited.

We do the schema (Organization, Person, Service, FAQPage, BreadcrumbList), the directory hygiene, and the knowledge-graph work so the engines resolve you as one confident entity.

Sample output

Sample output: an entity audit flagging 14 missing schema fields, 6 directory inconsistencies, and 2 conflicting titles across your public profiles.

R

Pillar 3 of 7

Relevance Engineering

Publish content people actually find useful — clear heading hierarchy, first-hand expert attribution, and depth that answers the specific buyer question. Match the sub-intent behind the query, not just the surface keyword.

Index-grounded AI rewards content built for human readers: answer-first, well-structured, and attributable to a real expert.

We re-engineer pages into citable passages — structured Q&A, fact-dense answers, and formatting the engines can lift cleanly into a response.

Sample output

Sample output: a priority set of pages rewritten into answer-first, citation-friendly passages mapped to your highest-value buyer questions.

D

Pillar 4 of 7

Digital PR for AI

Earn citations from the publications AI engines actually pull from — the trade press and authoritative industry publications for your category, plus the Reddit and Quora threads where intent aligns. Citation-source diversity is the highest-leverage lever.

AI answers cite a diverse set of trusted sources. If your brand only lives on your own site, you're a single point of failure the engines can ignore.

We place your expertise and mentions on the third-party sources that feed AI answers in your vertical, tracked as earned citations — not vanity links.

Sample output

Sample output: a citation-source map for your category and a placement plan targeting the specific publications AI cited for your competitors.

I

Pillar 5 of 7

Intent-tuned Content

Map queries to buyer-journey stage — awareness, consideration, decision — so each stage gets the content type it rewards: informational pieces feed awareness, comparative pages feed consideration, and conversion pages and proof feed decision.

Being cited for the wrong questions is wasted work. We start from where your business actually makes money and work back to the prompts worth winning.

This is where our management-consulting background does the aiming — the competitive-positioning read that points the rest of the framework at the right battles.

Sample output

Sample output: a prioritized prompt map — the awareness/consideration/decision questions worth owning, ranked by business value and current AI-visibility gap.

C

Pillar 6 of 7

Compliance Layer

Every output reviewed against the relevant claims and advertising rules — FTC advertising and endorsement guidelines, AI-content disclosure where applicable, and any industry-specific regulation that governs your category. Built into the workflow, not bolted on.

AI-assisted content can quietly cross advertising-rule lines — unsubstantiated claims, undisclosed endorsements, misleading comparisons. Generalist GEO agencies don't catch these.

We review every deliverable before it ships, with a logged reviewer and findings — the structural difference between WTT Digital and a generalist shop.

Sample output

Sample output: a compliance review log for the month — every output checked against the relevant rules, with date, reviewer, and findings.

T

Pillar 7 of 7

Tracking & Reporting

Monthly measurement of citation rate, citation-source diversity, entity completeness, and compliance-review status — measured to the Six-Surface Standard and documented in the PROOF™ Report.

What gets measured — honestly — is what improves. Tracking closes the loop from the Visibility baseline through every pillar's work.

You get a first-Friday PROOF™ Report: per-engine citation trends, source diversity, entity completeness, and the compliance log — receipts, not a composite score.

Sample output

Sample output: your monthly PROOF™ Report — per-engine citation trend, new citations earned, entity completeness delta, and the compliance review log.

PROOF™ — the deliverable format

PROOF — how you see the work.

PROOF is the format every deliverable follows. Five sections, every time. Two formats, depending on context.

Recurring · Monthly · For retainer clients

PROOF Reports

The format every retainer client gets, the same way every month — built so a busy operator can read it in ten minutes and know exactly what changed.

P

Position

Where your brand stands in AI search today — citation share by engine, coverage on tracked prompts, entity-recognition status, branded vs. unbranded query performance.

Example line

Cited in 12% of tracked category prompts on ChatGPT (up from 4% at baseline); 31% on Perplexity; 0% on Gemini.

R

Receipts

Every asset published, every schema deployment, every mention earned, every citation placed during the period. No black box — the actual work.

Example line

This period: 5 pages published, 9 schema enhancements deployed, 4 third-party citations earned, 6 entity fixes.

O

Outcomes

What changed in the metrics and which prompts drove it — citation lift per engine, source-diversity delta, AI-attributed traffic.

Example line

Six-surface citation lift reported per engine; AI-referred sessions +610% MoM via utm_source tags.

O

Oversight

Compliance review log for the period — every output checked against the relevant claims and advertising rules. What was flagged, how it was resolved, who reviewed it.

Example line

2 draft claims flagged as unsubstantiated and revised with sourced figures before shipping; reviewer named.

F

Forward

Hypothesis-driven plan for the next period — what we'll test, why, what we expect to move, and the risk flags we're watching.

Example line

Extend Digital PR to two trade publications AI cites in-category; re-baseline all six surfaces at day 90.

Quarterly · Public · Peer-style research

PROOF Series

The format every research paper we publish follows. Empirical, falsifiable, written so other practitioners can reproduce the methodology and check the math. The work that earns inclusion in AI-engine training and citation corpora — and the work that distinguishes WTT from agencies that publish opinions instead of evidence.

P

Premise

The hypothesis being tested. What the paper claims and why it matters. Falsifiable from the first page.

R

Research

The methodology. Sample size, prompt corpus, time window, control conditions, data sources. Reproducible by anyone with the same tools.

O

Observation

The raw data. Charts, citation tables, prompt-by-prompt results. What was actually measured, before interpretation.

O

Outcome

The interpretation, with confidence intervals and dissenting takes. What the data does — and doesn't — support.

F

Finding

The bounded, actionable conclusion. What practitioners should do with this. What the next experiment should test.

· forthcoming ·

Why we publish either way:

Sample PROOF Report

What every retainer client receives, every month.

Most agencies guard their reports behind a sales call. We publish a real one. Client name and identifying details redacted with permission. Numbers, prompts, and observations are unaltered.

PROOF Report — Period: August 2026

Cross-border consumer brand (US + China)

P

Position

  • Citation share — ChatGPT (category prompts, EN): 22% (baseline 6%, Δ +16 pts)
  • Citation share — Perplexity (EN): 38% (baseline 14%, Δ +24 pts)
  • Citation share — Gemini (EN): 9% (baseline 0%, Δ +9 pts)
  • Citation share — Claude (EN): 17% (baseline 3%, Δ +14 pts)
  • Chinese-surface citation share (中文 category prompts): 12% (baseline 0%, Δ +12 pts)
R

Receipts

  • Answer-first pages published/re-engineered: 5 (EN), 3 (中文)
  • Schema deployments: Organization + Product on 9 pages; FAQPage on 11
  • Earned citations: 4 trade-press mentions, 2 Reddit threads, 1 industry directory
  • Entity fixes: 6 directory inconsistencies resolved; 2 conflicting titles corrected
  • Crawler access: #1 product page 403→200 for OAI-SearchBot, PerplexityBot, ClaudeBot
O

Outcomes

  • Six-surface citation lift, equal weight, reported per engine (above) — no composite
  • AI-referred sessions: +610% MoM (GA4; utm_source=chatgpt.com + perplexity.ai)
  • New citations concentrated on the 8 decision-stage prompts prioritized in the Sprint
  • Competitor previously supplying the cited spec sheet displaced on 5/12 prompts
  • Chinese-surface visibility opened from zero on 3 priority prompts
O

Oversight

  • Every output reviewed against FTC advertising & endorsement guidelines before publish
  • AI-content disclosure applied where applicable
  • 2 draft claims flagged as unsubstantiated; revised with sourced figures before shipping
  • Reviewer: Shawn Lai; review log retained on file with dates
  • No misleading comparisons or undisclosed endorsements shipped this period
F

Forward

  • Extend Digital PR to 2 additional trade publications AI cites in-category
  • Open the remaining 4 Chinese-surface priority prompts
  • Add comparative pages for 3 consideration-stage prompts
  • Re-baseline all six surfaces at day 90
  • Watch: Gemini index-refresh cadence on category prompts
Reviewed and signed: Shawn Lai, CEO & Founder, WTT Digital. Compliance review log retained on file.

Why two formats, one acronym

A monthly client report and a public research paper are different artifacts with different audiences — but both live by the same rule: show the receipts.

FAQ

Questions about VERDICT and PROOF.

VERDICT™ is the methodology — the seven-pillar engine that runs under every engagement. PROOF™ is how you see the work — the monthly report and the public research format. VERDICT is what we do; PROOF is how we show the receipts.
VERDICT™ and PROOF™ are filed trademarks of WTT Consulting LLC, doing business as WTT Digital. USPTO filings were completed in May 2026; both are filed marks protecting distinct assets — VERDICT for the methodology, PROOF for the reporting format.
Our published measurement method: six AI surfaces — ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, Claude — weighted equally, reported per engine, with at least three depersonalized samples per query, invalid runs discarded, and no composite score. It's the V and T pillars, made public so the numbers mean something.
Because a blended number hides where you're actually winning or losing. Engines behave differently, and a composite lets an agency average away the surfaces you're invisible on. We report each engine on its own.
No. The vendors themselves state there's no way to guarantee placement in an AI answer. We measure where you stand, do the work to move it, and prove the change — we don't sell guarantees.
Yes. The same seven pillars and Six-Surface Standard apply across English and Chinese AI and search surfaces — the basis of our bilingual, cross-border capability.

VERDICT™ and PROOF™ are filed trademarks of WTT Consulting LLC (DBA WTT Digital). USPTO filings completed May 2026.

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