ThatWare AI
NICHE-BASED USE CASE AGENCIES

AI Visibility & GEO Intelligence for Agencies

Turn AI Visibility Into a Repeatable Client Growth Service

Your clients already expect your agency to understand SEO, content, digital PR, technical performance, and competitive visibility. Now they are asking another question: "Why does AI recommend our competitors instead of us?"

ThatWare AI gives agencies a structured way to investigate that question through:

  • • AI visibility measurement
  • • Competitor benchmarking
  • • Citation intelligence
  • • Entity analysis
  • • GEO readiness
  • • Evidence-backed client reporting

Use the platform to move from vague conversations about "AI SEO" toward repeatable assessments, prioritized recommendations, and measurable client roadmaps.

Supporting line: Audit. Benchmark. Diagnose. Prioritize. Report. Re-measure.

AGENCY GROWTH
New Service Category

Transform generative search from an unmeasured client challenge into a predictable, high-value advisory retainer.

• Pre-Sales & Pitch Intelligence • Repeatable Client Lifecycle • Executive-Ready Reporting
A NEW CLIENT SERVICE CATEGORY IS EMERGING

Clients Are Asking Questions Traditional Reports Cannot Fully Answer

Your monthly SEO report may already show: Rankings, Impressions, Organic clicks, Backlinks, Conversions, and Technical health. But a client may still ask:

  • • Why is Competitor A mentioned by AI and we are not?
  • • Which sources are influencing ChatGPT-style recommendations?
  • • Do AI systems understand our product correctly?
  • • Are we visible for non-branded category questions?
  • • Which competitor has the strongest AI share of voice?
  • • What should we actually change?
The Evidence Layer

Traditional SEO data remains essential. However, answering AI-driven inquiries requires an additional evidence layer. ThatWare's AVM framework evaluates sampled AI visibility across presence, citation, authority, consistency, and position, while VEM examines the entity foundation underneath that visibility.

The Agency Model

Diagnose → Explain → Improve → Prove → Continue

AGENCY CAPABILITIES

Eight Core Use Cases for Agencies

USE CASE 01 01

AI Visibility Audits for Clients

Add an Answer-Layer Audit to Your Existing SEO Offering

While traditional audits identify technical problems, content gaps, and keywords, an AI visibility audit adds:

Brand presence AI citations Recommendation position Source authority Entity consistency GEO readiness

Client Question: "Are we visible when potential buyers ask AI about our category?"

Relevant Modules: AVM • Advanced AVM • GEO Readiness
USE CASE 02 02

New-Business & Pitch Intelligence

Show Prospects a Problem They Can See

Instead of pitching abstract concepts, show prospects low commercial visibility compared to Competitor A and Competitor B using real query evidence. Create a credible pitch: "Here is where competitors are currently stronger, and here is what we would investigate first."

Important: Never present a sampled assessment as permanent proof. Always scope by date and evidence.
USE CASE 03 03

Competitor AI Visibility Benchmarking

Compare Clients Against Brands AI Already Understands

Clients ask: "How do we compare?" Benchmark presence, citations, authority, consistency, position, and share of voice across category, commercial, comparison, alternative, transactional, and informational queries.

Agency Deliverable: Multi-competitor matrix across all core buyer intent clusters
USE CASE 04 04

Client Query Portfolio Strategy

Every Client Needs Its Own AI Discovery Map

Standardize the methodology, but customize queries per client. Mix branded, informational, commercial, comparative, and transactional queries tailored to SaaS, professional services, or local enterprises.

Agency Principle: Standardize the methodology. Customize the strategy.
USE CASE 05 05

Citation & Source Intelligence

Show Clients What Is Supporting AI Visibility

Identify owned citations, earned third-party citations, competitor sources, frequent publishers, missing authoritative evidence, and original research opportunities. Often, a client's visibility gap is caused by weak external evidence rather than a missing service page.

Relevant Teams: SEO Content • Digital PR • Thought Leadership
USE CASE 06 06

Entity & VEM Diagnostics

Find Structural Reasons Clients Are Difficult to Understand

Uncover inconsistent service names, renamed products without content updates, disconnected leadership profiles, multiple brand aliases, and weak brand-to-category relationships using VEM.

Relevant Modules: VEM • Advanced VEM • Entity Score • Knowledge Registry
USE CASE 07 07

GEO Readiness & Implementation Planning

Turn Diagnosis Into Actual Client Work

Identify actionable tasks across content (service pages, FAQs), technical (structured data, AI Stack files), entity (aliases, relationships), authority (PR, research), and retrieval architecture. Distinguish quick wins from structural work.

Roadmap Focus: Owned changes, authority building, technical enhancements, and entity governance
USE CASE 08 08

Client Reporting & Retainer Proof

Make GEO Reporting Understandable to Clients

Show monthly/quarterly visibility movement, query coverage changes, new citations, competitor shifts, entity health improvements, completed agency actions, and next priorities backed by evidence.

Reporting Rule: Never present an isolated score without underlying evidence context.
SCALE WITHOUT MAKING EVERY CLIENT LOOK THE SAME

Standardization vs. Customization

Agencies need consistent methodologies without deploying generic strategies across accounts.

Standardized Across Accounts:

AVM & VEM frameworks, query taxonomy, competitor methodology, citation review, readiness checks, and reporting format.

Customized Per Client:

Competitors, markets, languages, products, services, query portfolios, business priorities, and implementation roadmaps.

The Client Lifecycle

From Prospect to Retainer

01. Prospect (Initial audit) →
02. Pitch (Evidence & gaps) →
03. Onboarding (Define brand & competitors) →
04. Baseline (AVM, VEM, readiness) →
05. Roadmap (Prioritize actions) →
06. Implementation →
07. Re-measure → 08. Report → 09. Next Quarter
MAKE EVERY INSIGHT ACTIONABLE

Agency Task Delegation Matrix

Low Commercial Presence

Owner: SEO / Content

Build stronger category, comparison, and use-case coverage.

Weak Citation Evidence

Owner: Digital PR / Content

Develop original research and strengthen external authority.

Entity Confusion

Owner: Technical SEO / Brand

Standardize naming and strengthen entity relationships.

Poor GEO Readiness

Owner: Technical SEO / Dev

Improve machine-readable architecture and structured resources.

Weak Expertise Signals

Owner: Content / PR

Connect subject experts to research, services, and external proof.

Service Packaging

Tiers: Audit, Readiness, Monitoring

Structure agency offerings from initial assessment to enterprise retainers.

CLIENT INTELLIGENCE AT A GLANCE

Agency Portfolio Dashboard

For an agency interface, use actual account data.

Websites Assessed
0
Active Assessments
0
Average AVM
0 / 100
Open Citation Gaps
0
Entity Issues
0
Competitor Opportunities
0
GEO Actions Open
0
Reports Ready
0
TURN AI METRICS INTO BUSINESS LANGUAGE

Reporting That Executives Can Understand

Avoid telling clients: "Your VEM score moved because vector entity signals improved."

Instead explain: Technical Finding → Client Explanation → Action → Business Relevance.

Agency Reporting Framework: What happened? → Where? → Why? → What did we change? → What evidence supports it? → What is next?
Provider Differences Matter

Do Not Hide Disagreement Across AI Systems

One AI system may see a client differently from another. Preserve provider-level variance rather than hiding disagreement inside a single blended number. Show blended views alongside provider-level evidence.

Do not say: "The client has a permanent 80% AI ranking."
THE CLIENT AI VISIBILITY SCORECARD

What Agencies Should Measure & Not Promise

Answer Visibility

Presence, position, consistency.

Citation Intelligence

Owned, earned, and competitor citations, source quality.

Competitive Intelligence

Share of voice, competitor presence, query dominance.

Entity Intelligence

Brand clarity, product/expert relationships, alias consistency.

BUILD TRUST INTO THE SERVICE

What Agencies Should Not Promise

Do not promise: "We will make ChatGPT rank you #1," "We guarantee AI recommendations," "This file forces LLMs to cite your website," or "Your AVM score is your universal AI market share." Instead, commit to measuring sampled visibility, diagnosing improvable factors, implementing optimizations, and re-measuring under consistent scope.

Our Principle
"Standardize the methodology. Customize the strategy. Prove the work with evidence."
BUILD THE NEXT GENERATION OF AGENCY SEARCH SERVICES

Give Clients More Than Another Rankings Report

Help clients understand where they appear, where competitors beat them, which sources influence answers, whether their entities are clear, and which AI-readiness gaps need work next.

Supporting line: Standardize the methodology. Customize the strategy. Prove the work with evidence.

FAQS

Frequently Asked Questions

Agencies can use ThatWare AI to assess AI visibility, benchmark competitors, analyze citations, evaluate entity readiness, identify GEO gaps, and translate those findings into client strategies and reporting.

No. The measurement methodology can remain consistent, but the query portfolio should reflect each client's category, audience, services, geography, competitors, and buying journey.

AVM helps structure sampled AI visibility evidence around presence, citation, authority, consistency, and position.

VEM helps diagnose the entity, content, authority, and machine-readable foundations that sit beneath AI visibility.

Yes, scoped competitor analysis can help illustrate visibility gaps and opportunities. Results should always include the assessment scope and should not be represented as permanent universal rankings.

Do not advertise white-label reporting unless that capability is actually available in the production platform. Custom agency reporting requirements can instead be discussed through the Bespoke Enterprise route.

The standard plans currently use defined website allowances, so agencies with larger portfolios should be directed toward a custom/Bespoke solution rather than implying unlimited client management.

Use a cadence appropriate to the engagement, but preserve comparable query sets, markets, providers, and measurement context when analyzing movement over time.

No. External AI systems control their own retrieval, citation, and recommendation behavior.