7 min read•Noma Team
Best Profound and Peec AI Alternatives for 2026
Eight alternatives to Profound and Peec AI for tracking brand visibility in AI answers, with facts from each vendor's own public pages and who each tool suits.
AEO
21 articles on aeo.
8 min read•Noma Team
Noma vs Profound vs Peec AI: An Honest Comparison
How Noma, Profound and Peec AI compare on engines, data, metrics, citations, integrations, pricing, security and agency support, using each company's own public pages.
11 min read•Noma Team
Best AI Visibility and AEO Tools in 2026
Ten AI visibility and AEO tools for 2026, what each one covers according to its own public pages, and which kind of team each one suits.
5 min read•Declan Fairbanks
Why Attribution Is the Missing Layer in AEO
AEO measures visibility, citations and share of voice well, but rarely connects them to pipeline. Here is why that gap exists and what a credible attribution layer looks like.
5 min read•Noma Team
Introducing Noma: See How AI Answers Describe Your Brand
Noma tracks how ChatGPT, Gemini, Perplexity, Claude and Grok describe your brand, shows the sources behind each answer, and helps your team close the gaps.
6 min read•Delaney Whitford
AEO in 30 Days: A Starter Checklist
A week-by-week checklist for setting up answer engine optimization: positioning, prompts, a baseline, owned page fixes and third-party sources, then a monthly rhythm.
9 min read•Delaney Whitford
How to Get Your Brand Recommended by ChatGPT, Gemini, Perplexity and Claude
AI engines recommend brands they can describe clearly and verify elsewhere. Here is the practical work that makes your brand one of them, engine by engine.
8 min read•Emmett Thibodeaux
AEO for SaaS: How B2B Software Wins AI Search
B2B buyers now ask AI assistants to build their software shortlists. Here is how SaaS companies get named, stay accurate and measure progress in AI search.
6 min read•Beckett Lindqvist
Multi-Engine AEO: How to Cover ChatGPT, Gemini, Perplexity, Claude and Grok at Once
Five AI engines answer the same question differently. Here is why optimizing for one is fragile, the foundations that help all of them, and how to prioritize when they split.
5 min read•Delaney Whitford
Citation vs Brand Mention in AI Search: What's the Difference?
A mention is your brand named in an AI answer. A citation is your URL listed as a source. They are separate outcomes, and each one calls for different work.
8 min read•Delaney Whitford
How AI Engines Decide Which Sources to Cite
AI assistants cite a small, repeatable set of sources for any given question. Here is what determines whether a page makes that set, and what to change if yours doesn't.
7 min read•Beckett Lindqvist
What Is AI Share of Voice, and How Is It Calculated?
AI share of voice measures how much of the conversation your brand holds inside AI answers, relative to competitors. Here is the formula, what it misses, and how it differs from visibility.
7 min read•Beckett Lindqvist
Why ChatGPT, Gemini, Claude and Perplexity Disagree About Your Brand
Ask five AI engines the same question about your category and you get five different answers. Here is why the disagreement happens, and why averaging it away is a mistake.
8 min read•Delaney Whitford
What Do You Do When AI Gets Your Brand Wrong?
AI engines state wrong pricing, features and facts about brands with complete confidence. There is no support line to call. Here is the sequence that actually corrects the record.
7 min read•Delaney Whitford
How Do You Get Cited More Often by AI Engines?
Getting mentioned in an AI answer and getting cited as its source are different achievements. Here is the work that moves each, in the order that pays.
7 min read•Beckett Lindqvist
Which Prompts Should You Track to Monitor AI Search?
A tracked prompt set is the measurement instrument for AI visibility. Choose it badly and every number after it is misleading. Here is how to build one that holds up.
7 min read•Declan Fairbanks
How Do You Report AEO Performance to a CFO?
AI visibility metrics do not map cleanly onto revenue, and pretending otherwise is how budgets get cut. Here is how to report it honestly and still make the case.
4 min read•Emmett Thibodeaux
What Is an Answer Engine?
An answer engine is an AI system that responds to a question with a synthesized answer instead of a list of links. Here is how they work and what that means for brands.
5 min read•Emmett Thibodeaux
What Is Generative Engine Optimization (GEO)?
Generative engine optimization is the work of getting your brand named, described accurately and cited in AI-generated answers. Here is what it involves and how it relates to AEO and SEO.
4 min read•Emmett Thibodeaux
How to add llms.txt to your website (and why AI engines care)
llms.txt is a plain-text file that gives AI language models explicit context about your brand. Here's what it is, what to put in it, and how to implement it in Next.js in under five minutes.
6 min read•Declan Fairbanks
What is Answer Engine Optimization and why it matters in 2025
AEO is the practice of making your brand visible in AI-generated answers — not just search rankings. Learn how LLMs decide who to cite, and three practical first steps to get started.
Other subjects
AI search8Measurement8Glossary7Strategy5How-to4Citations4Tools3Comparison3SEO3Attribution3AI visibility3Models2GEO2Ecommerce2Product1Noma1AI Shopping1AI Overviews1Checklist1SaaS1Share of voice1Metrics1Hallucinations1Brand1Content1Prompts1Reporting1ROI1Sentiment1brand strategy1llms.txt1technical SEO1