Named Models

NAMED MODELS.

Structured thinking tools for navigating SEO, AI, brand, and advertising decisions. Each framework is an original named model with a defined problem, structure, and application method — developed from 10+ years of working at the intersection of search, AI, and brand strategy.

What Are These Frameworks?

These are original strategic frameworks developed by Katina Ndlovu — not borrowed models or industry templates. Each one names a specific problem in SEO, AI, brand, or advertising strategy, provides a structured model for understanding it, and gives a clear method for applying it to real business decisions.

The Content Authority Gap Framework The Signal vs Noise Model The Search Visibility Maturity Model Brand Trust Architecture The AI Visibility Readiness Framework The Advertising Effectiveness Triangle

Named Problem

Every framework starts with a specific, named problem that most businesses encounter but few can articulate clearly.

Structured Model

Each framework provides a structured model — layers, stages, or dimensions — that makes the problem navigable.

Application Method

Every framework includes a clear method for applying it to real decisions, with a concrete example.

01SEO

The Content Authority Gap Framework

The Problem

Your content ranks but doesn't convert — or it converts but never ranks. The gap between visibility and authority is where most brands lose.

The Model

## What It Is The Content Authority Gap Framework maps the distance between what a brand publishes and what search engines (and AI systems) treat as authoritative on a topic. It identifies three distinct zones: **Coverage**, **Depth**, and **Trust** — and diagnoses which zone is creating the gap. ## The Three Zones **Zone 1 — Coverage Gap** You're missing topics your audience actively searches for. Your site has no signal on these queries. Fix: map the full topic cluster, identify missing nodes, and publish systematically. **Zone 2 — Depth Gap** You cover the topic but superficially. Competitors have more comprehensive, more cited, more linked content. Fix: audit depth vs. competitors, identify where your content stops short, and extend it with original analysis. **Zone 3 — Trust Gap** You have coverage and depth, but search engines don't treat you as the authoritative source. This is the hardest gap to close. Fix: build entity signals, earn editorial links, and establish author authority. ## How to Apply It 1. Run a topic cluster audit against your top 10 competitors 2. Score each topic node: Missing / Shallow / Present / Authoritative 3. Prioritise Zone 1 gaps first (fastest wins), then Zone 2, then Zone 3 4. Measure authority signals quarterly: featured snippets, AI Overview inclusions, branded search volume ## Why It Matters in 2026 With AI Overviews dominating zero-click results, the Trust Gap has become existential. Brands that are not cited by AI systems are effectively invisible to a growing segment of searchers. The Content Authority Gap Framework gives you a diagnostic language to explain this to stakeholders and a roadmap to close it.

How to Apply

Real-World Example

How to Apply This Framework — Step by Step

Diagnose your current layer

Audit your content against the three layers. Inconsistent rankings indicate Layer 2. Rare rankings despite optimisation indicate Layer 1.

Map your topic clusters

Identify the core topic you want to own. List all published content in that topic. Identify gaps in the cluster structure.

Build structural depth

Create interconnected content that covers the topic from multiple angles. Each piece should link to others and build on shared concepts.

Establish entity signals

Ensure your name, brand, and topic associations are clear and consistent across all content. Use structured data to reinforce entity signals.

Measure authority progression

Track whether you appear for queries you have not explicitly targeted. This is the primary signal of Layer 3 progression.

Frequently Asked Questions

Apply this framework to your business

Describe your challenge and get a structured analysis using this model.

02Content Strategy

The Signal vs Noise Model

Brands produce enormous volumes of content that generates no measurable authority, ranking, or trust — because they're optimising for output, not signal.

03SEO

The Search Visibility Maturity Model

Most brands don't know where they are in their search visibility journey — and therefore don't know what to prioritise next.

04Brand Strategy

Brand Trust Architecture

Brands invest in awareness but neglect the structural signals that make audiences and algorithms trust them — and trust is what converts.

05AI

The AI Visibility Readiness Framework

Brands are optimising for Google's 10 blue links while AI systems are reshaping how answers are surfaced — and most brands are not ready.

06Advertising

The Advertising Effectiveness Triangle

Most advertising campaigns optimise for one variable — reach, or conversion, or brand — and sacrifice the other two. The result is short-term metrics that don't build long-term value.

SEO & AI Visibility

WHY NAMED FRAMEWORKS MATTER.

Original Frameworks Create Topical Authority

Named frameworks are one of the most powerful signals of Level 5 content in the Content Value Hierarchy. When a framework is cited, referenced, or used by others, it creates the kind of authority signal that search engines and AI systems use to identify credible sources. This is the difference between being found and being cited.

AI Systems Cite Frameworks as Reference Material

AI Overviews and LLM-based search systems are trained to identify and surface structured, named models when answering complex questions. A business that has published original frameworks with clear names, defined structures, and consistent application examples is more likely to be cited in AI-generated answers than one that publishes generic content — regardless of keyword optimisation.

Frameworks Build Durable Intellectual Property

Unlike keyword-optimised content, named frameworks cannot be replicated without attribution. The Content Authority Gap Framework, the Content Value Hierarchy, and the Signal vs Noise Model are intellectual property that compounds in value over time — each citation, reference, and application strengthens the authority signal.

Apply a Framework

NEED A FRAMEWORK APPLIED?

Describe your challenge and I'll point you to the right model — or build a new one.