Category framework

Tell Engine Optimisation (TEO) was coined by Reuben Lenoir, founder of Pixelhatch.

Tell EngineOptimisation

TEO is the framework for improving how businesses, products and launches are understood, trusted, and recommended by AI assistants.

It is built for the shift from “show me options” to “tell me what to do”.

TEO brings together AEO, LEO and GEO into one repeatable system. Telleo operationalises that framework for agencies through Understand, Assess, Repair, Deliver and Prove. Agentic Branding is the broader implementation discipline used to strengthen the public signal.

FrameworkPlatformImplementation

TEO definition

TEO means Tell Engine Optimisation: the Pixelhatch framework for being chosen by AI assistants.

TEO sits above the acronym soup. It brings Answer Engine Optimisation, Generative Engine Optimisation and Language Engine Optimisation into one practical system for making a business easier to understand, trust, quote and recommend.

TL;DR

  • AEO: Answer Engine Optimisation improves answer eligibility, service structure, FAQs and recommendation readiness.
  • GEO: Generative Engine Optimisation improves the context and source signals that shape generated summaries and comparisons.
  • LEO: Language Engine Optimisation makes page language clearer, more specific and easier for assistants to reuse accurately.
  • Telleo operationalises the TEO workflow for agencies; Agentic Branding and Studio delivery apply the repairs to public pages and proof assets.

Direct definitions

Acronym clarity
In the Pixelhatch framework, TEO always means Tell Engine Optimisation.
How Telleo operationalises TEO
Understand uses AI Read & Retrieval for GEO, Assess uses Recommendation Readiness for AEO, and Repair uses Language Repair for LEO. Client Rooms, Pro Reports and rescans carry the work through delivery and proof.
How TEO appears on a page
Clear definitions, TL;DR summaries, FAQs, service schema, proof blocks, comparison context, current information and a direct next step.

The shift

Search gave people options.AI gives them answers.

That changes everything. In the search era, businesses fought to appear in a list. In the tell era, businesses compete to become the answer.

TEO is the framework for making that happen. It helps businesses become easier for assistants to interpret, easier to trust, and easier to recommend.

The framework

The three pillars of TEO

TEO combines three optimisation layers into one system. Each solves a different part of the recommendation problem.

AEO

Answer Engine Optimisation

Be the recommended option for the questions that matter.

GEO

Generative Engine Optimisation

Keep summaries accurate, consistent, and stable across assistants.

LEO

Language Engine Optimisation

Make meaning explicit, quotable, and easy for assistants to cite.

Launch answer-readiness

How TEO supports a campaign or product launch.

Launch Signal Strategy applies TEO to the public evidence layer behind a campaign. It checks whether the launch can qualify as an answer, be summarised accurately and be cited with confidence.

AEO

Answer eligibility

Is the launch eligible for the questions buyers, journalists, partners and AI assistants are likely to ask?

GEO

Generation context

Is there enough public context for systems to explain the launch accurately instead of guessing or flattening it?

LEO

Reusable language

Is the launch language clear enough to reuse in summaries, comparisons, sales copy, FAQs, PR and llms.txt?

Why it matters

Why TEO matters

Businesses now need to optimise for recommendation confidence, not just search visibility. That means making it easier for assistants to answer three questions.

What is this business?

Clear category language and positioning.

Why should it be trusted?

Proof, outcomes, credibility, and consistency.

When should it be chosen?

Specific fit signals and answer-ready structure.

On-site patterns

How TEO shows up on your site

TEO is not abstract. It becomes page patterns you can actually implement.

Interpretation

  • Clear definitions and category language
  • Explicit scope and service fit
  • TL;DR intros and summaries
  • Internal links that reinforce meaning

Trust and quotability

  • Proof blocks and outcome clues
  • Testimonials and credibility markers
  • FAQs that support direct answers
  • Structured copy assistants can reuse

Platform

Telleo is the platform built for TEO

TEO defines the methodology. Telleo turns it into a repeatable agency workflow, powered by built-in Site Intelligence that verifies and versions the public website evidence used across GEO, AEO and LEO.

Telleo moves through Understand · AI Read & Retrieval (GEO), Assess · Recommendation Readiness (AEO), and Repair · Language Repair (LEO), using shared verified Site Intelligence evidence. Client Rooms and Pro Reports support delivery and later assessments compare changes. Site Intelligence supports TEO; it is not an additional optimisation pillar. Telleo focuses on the website foundation rather than managing external reviews, independent publications or business listings. A website-readiness score is not a measurement of how often AI assistants recommend a business.

Operationalises the framework

From theory to something measurable

Telleo turns TEO into an evidence-informed agency service: find an opportunity, use Site Intelligence to establish the verified website source, understand and assess the signal, make repairs, deliver under your agency brand and compare later reads.

Implementation

Where Agentic Branding fits

If TEO is the framework and Telleo is the platform, Agentic Branding is the implementation layer.

Agentic Branding applies the principles of TEO through clearer positioning, stronger proof and structured information on the website, alongside wider public reputation and authority signals. Pixelhatch's Agentic Signal Repair practice considers conflicting information across websites, genuine reviews, business profiles, independent articles and earned mentions. Those external channels need separate strategy and delivery; Telleo does not manage them.

Agentic Branding applies TEO through:

  • Clearer positioning and category fit
  • Stronger proof and recommendation cues
  • TL;DR blocks, FAQs, and answer-ready copy
  • Page structures assistants can interpret with confidence
  • Consistent business profiles, genuine reviews and independent evidence beyond the website

FAQ

Frequently asked questions

What is Tell Engine Optimisation (TEO)?

TEO is a framework for improving how businesses are understood, trusted, and recommended by AI assistants.

What are the three pillars of TEO?

The three pillars are AEO, LEO, and GEO — focused on recommendation, summary accuracy, and quotability.

How does TEO show up on a website?

Through clearer definitions, stronger trust signals, TL;DR summaries, FAQs, and structured content that assistants can reuse.

What does TEO optimise for?

TEO optimises for recommendation confidence — helping assistants feel more certain about interpreting, trusting, and choosing a business.

How is TEO different from SEO?

SEO is designed to improve search visibility. TEO is designed to improve AI recommendation confidence.

Who created TEO?

Tell Engine Optimisation was coined by Reuben Lenoir, founder of Pixelhatch.

How does TEO support a launch?

It gives the launch a structure for answer-readiness: AEO checks the questions the launch should qualify for, GEO checks the context needed for accurate summaries, and LEO makes the language clear enough to reuse across campaign, PR, sales and AI-readable sources.

Next step

Turn the framework into something measurable.

Explore Telleo or work with Pixelhatch through Telleo Consulting and Launch Signal Strategy.