Retrieval-behavior modeling for brands that need to be recommended inside AI answers.

AI Brand Positioning & Visibility Intelligence

Get chosen when AI engines recommend a brand.

The Enough Agency analyzes how ChatGPT, Perplexity, Gemini, Claude, AI Overviews and other systems describe, compare and recommend companies. Then we build the fact-grounded positioning, sources and proof that decide whether your brand appears in the answer.

Retrieval stream Citations

What We Actually Do

AI visibility is not more blog output. It is positioning your strongest facts so AI systems can verify and recommend them.

Most teams still work as if buyers only scan search results. The Enough Agency works on the moment an AI system compares options and decides which names deserve to be included.

The work starts with live answer output. From there, we find unclear facts, weak source coverage, risky wording and the pages that need to carry more weight.

Model Behavior and Source Systems

Where AI recommendation work actually happens.

Model Behaviour

Recommendation pattern analysis

We inspect how competitors are grouped, what language signals confidence and where your brand is missing from the shortlist.

Model Behaviour

Sentiment and caution vectors

Praise, doubt and caveats are separated so useful signals can be strengthened and damaging patterns can be corrected.

Model Behaviour

Prompt corpus intelligence

Prompt sets are built around real buying situations, so the analysis reflects how prospects ask, compare and narrow choices.

Citation Systems

Source quality mapping

We identify the pages, publications, profiles and third-party references that shape answers in your market.

Citation Systems

Proof placement design

Important claims are paired with nearby support, clear structure and source context so the page is easier to parse.

Citation Systems

Consensus reinforcement

Owned pages, outside references and brand profiles are aligned so the same facts show up consistently across the web.

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How It Works

From messy answer output to a practical action plan.

01

Ask the engines

We collect answers across major AI systems and high-intent buying scenarios.

02

Decode the signals

Responses are reviewed for rankings, omissions, risky phrasing, source choices and competitor patterns.

03

Fix the source layer

We improve pages, profiles and source coverage using your real facts, not generic SEO filler.

04

Track recommendation share

We track visibility, framing, movement and the next blockers to remove.

Measurement Layer

A scorecard for what changed, what moved and what still blocks growth.

Leadership should not have to guess whether AI visibility work is improving. The Enough Agency turns answer movement into a weekly view of share, framing, source quality and next actions.

Answer set
Tracked prompts across engines, competitors, categories and buyer scenarios.
Framing quality
How often the brand is described with confidence, hesitation, caveats or inaccurate context.
Source quality
Which sources influence answers and which owned or third-party pages need improvement.

Services

Services for brands that need AI systems to name them with confidence.

The Enough Agency fixes each part of the recommendation path: how the brand is understood, where it is supported, how it is framed and how progress is measured.

Multi-engine retrieval intelligence

Find where you appear, where competitors win and which answer patterns matter most.

Entity and authority engineering

Make company facts, founder proof and outside validation easier to connect.

Answer-ready content architecture

Build pages and hubs that explain claims clearly and support them close to the point of need.

AI sentiment and risk management

Find inaccurate, hesitant or risky descriptions before they become the default wording.

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Pricing

Pick the level of AI visibility your brand needs.

Consultation

$199

one-hour session

  • 1:1 expert strategy call
  • Live AI-visibility review
  • Tailored recommendations
  • Session recording and notes
  • No commitment required
Book a session

Starter

$999

one-time

  • AI visibility analysis across 10 queries
  • Top-ranking brand report per query
  • Current rank and mention coverage
  • Positive and negative sentiment analysis
  • Prioritised improvement roadmap
  • 1 global press-wire release
Get started
Most popular

Growth

$1,999

one-time

  • Everything in Starter, plus
  • Visibility analysis across 25 queries
  • 5 authority placements on cited platforms
Choose Growth

Scale

$3,999

one-time

  • Everything in Growth, plus
  • Visibility analysis across 100 queries
  • 2 global press-wire releases
  • 10 authority placements on cited platforms
  • 10 placements across AI-cited blogs and distributors
Choose Scale

Global press-wire release

$399 / release

Global distribution with syndication to major outlets, LLM-optimised writing and a pickup report.

Send a release

India press-wire release

$199 / release

India-wide distribution across tier-1 and tier-2 publications with LLM-optimised writing.

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Custom program

Bespoke retainer

Enterprise programs, regulated verticals and specific outcome targets.

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