How do the named AI visibility tools compare?

There is no defensible overall winner from public documentation alone. The useful comparison is between the purchase you need and the package the supplier actually sells.

The table records a public-documentation snapshot reviewed on 19 October 2026. Prices are USD where shown. Published rates are not negotiated quotations; confirm taxes, billing commitments, overages and exact entitlements before purchase.

Why are some prices deliberately unresolved?

Because a precise-looking but stale comparison is worse than an explicit gap.

For Scrunch, the retrieved FAQ describes Core, while the direct pricing-page response describes Starter and Growth with different capacities and billing terms. We have not assumed that the more generous capacity is available at the lower price. Ask the supplier to attach the applicable package schedule to its proposal. (scrunch.com)

For Peec, package details were readable but the live numeric pricing was not reliably exposed. We have therefore not substituted prices from third-party reviews or older supplier material. (peec.ai)

Profound vs Scrunch: which should enter the shortlist?

Evaluate Profound when your brief includes measurement plus marketing workflows; evaluate Scrunch when it includes measurement plus site-level technical investigation. This is a fit hypothesis based on their documented offerings—not a finding that one delivers better results. (tryprofound.com)

Scrunch also documents AXP as infrastructure serving an AI-oriented version of website content to selected retrieval agents. Treat that as a separate implementation decision requiring engineering review, rather than assuming it is simply another monitoring feature. (helpcenter.scrunchai.com)

For both, request a demonstration using your prompts, your product facts and an export your analyst can inspect.

Peec AI vs OtterlyAI: what is the practical distinction?

Start with required surfaces, capacity and evidence access—not the vendor’s headline score. Peec’s Starter package lists 50 prompts and three selected models; Otterly’s Lite lists 15 prompts across four named engines, while Standard expands capacity and lists API access. (peec.ai)

Our suggested test is identical for both: import the same buyer questions, inspect raw answers and citations, correct ambiguous brand matches, and export the evidence needed for your renewal decision. Obtain a current Peec quote before drawing a price comparison.

Semrush vs Ahrefs for AI visibility tracking: what should existing customers do?

Test the capabilities already available to your account before buying another platform. Ahrefs documents included custom-prompt checks on Lite, Standard and Advanced, while Semrush sells AI Visibility separately and through broader packaging. Account entitlements therefore matter more than a generic brand-versus-brand verdict. (help.ahrefs.com)

For Ahrefs, distinguish its broad research database from your tracked prompts. Its methodology expands search-derived questions using People Also Ask and semantic fan-out; the resulting visibility estimates are not a census of private assistant conversations. (ahrefs.com)

Our procurement rule: compare the exact workflow you need—discovery, controlled tracking, technical diagnosis or reporting—rather than assuming all AI features in an SEO suite measure the same thing.