Tools & comparisons

GEO tools measure and improve your presence in generated answers. The capabilities that differentiate them are engine coverage, response retention, and diagnostics.

AEO tools span answer tracking, content structuring, and schema validation. Knowing which job you need is most of the selection decision.

What ChatGPT tracking tools can and cannot measure, why numbers differ between them, and what to check before trusting one.

There are no ranks in an LLM answer, so "rank trackers" for LLMs measure something else. Knowing what they actually measure is the whole of choosing one.

A framework for comparing AI visibility platforms against Profound — the dimensions that matter, and the checks to run during a trial.

Perplexity's visible, per-claim citations make it the easiest engine to track accurately — and the most useful place to validate content changes.

How to compare Peec AI against other AI visibility platforms, and how to normalise pricing across vendors that use different units.

What a GEO engagement should include, how to tell a substantive offering from repackaged SEO, and the deliverables worth insisting on.

A comparison framework rather than a feature table — the six dimensions that decide the choice, and how to test each during a trial.

The questions that separate genuine GEO practice from vocabulary, plus the contract terms worth negotiating before you sign.

What an AEO engagement should cover — question research, answer auditing, content restructuring, and measurement — and how to brief one.

AirOps is a content workflow platform, not a visibility tracker — which means its alternatives depend entirely on which job you are trying to fill.

A short, practical checklist for assessing an AEO agency — capability tests, reporting requirements, and the warning signs that matter.