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AI visibility and answer engine tracking tools · October 2026 Edition

Profound vs Rankscale

Five of fourteen models named Profound first on the direct prompt; zero named Rankscale. Profound was named by fourteen of the fourteen models and Rankscale by eight and Profound carries 42 labels and Rankscale 12, so the shares are not directly comparable.

Profound

criticized challenger

Named in two categories this edition.

Rankscale

accepted challenger

Named in one category this edition.

First-choice share15%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate29%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 9; printed, not drawn.
Labels4212A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Profound reading right to left. Rank and label count are printed, not drawn.Peec AI was named alongside these two in nine of the fourteen direct answers. Otterly vs Profound · Otterly vs Rankscale · Peec AI vs Profound

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the AI visibility and answer engine tracking tools page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ProfoundFirst choices, of fourteen modelsRankscale
Direct501 against Profound
Paraphrase103 against Profound
Comparative61
Budget-constrained032 against Profound
Scale-constrained20
Negative006 against Profound · 1 against Rankscale
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Profound and Rankscale were named in the same answer fifteen times, of the 126 answers naming Profound and the 32 naming Rankscale. In those answers Rankscale took the first choice two times and Profound five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Profound and Rankscale stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Profound Rankscale first choice named as an alternative argued againstblank: not namedEach cell is one answer, Profound on the left and Rankscale on the right.

The direct prompt

The plain question, one answer per model, grouped by where Profound and Rankscale stood in it.

Profound first, Rankscale not the choice

5 of 14 modelsRankscale was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Peec AI, Profound alternatives: HubSpot AEO Grader, Otterly
GPT-5.4 miniProfound alternatives: Bluefish, BrightEdge AI Catalyst, Conductor, HubSpot AEO Grader, Semrush AI Visibility Toolkit, Similarweb AI Search Intelligence
Perplexity SonarProfound, Semrush AI Visibility Toolkit alternatives: Quattr
Mistral SmallProfound, SE Ranking alternatives: Peec AI, Qwairy
Muse Glimmer 30BPeec AI, Profound alternatives: Qwairy, SE Ranking

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashOrchly AI alternatives: Ahrefs Brand Radar, GrackerAI, Peec AI, Profound, Semrush AI Visibility Toolkit
Grok 4.20Peec AI alternatives: AthenaHQ, HubSpot AEO Grader, Profound, Semrush AI Visibility Toolkit
GLM 4.7 FlashXOtterly alternatives: Rankscale, Semrush AI Visibility Toolkit
GPT-6 LunaPeec AI alternatives: Otterly, Profound

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
DeepSeek V4 FlashHubSpot AEO Grader alternatives: Cognizo, Omnibound, Semrush AI Visibility Toolkit
Llama 4 MaverickPeec AI alternatives: HubSpot AEO Grader, Qwairy, SE Ranking
Qwen 3.7 FlashDeepSmith alternatives: Peec AI, Semrush AI Visibility Toolkit
Kimi K2Peec AI alternatives: Otterly, Searchable
MiniMax M2.5CrowdReply alternatives: Cognizo

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Rankscale leads by four points.
Rankscale6%#5 of 7
Profound2%#7 of 7
The full small business standing →
Mid-marketThe figures above
The order flips: Profound leads at mid-market.
Profound15%#3 of 9
Rankscale5%#6 of 9
The full mid-market standing →
Enterprise
Profound leads by fifty-three points.
Profound55%#1 of 9
Rankscale2%#– of 9
The full enterprise standing →

What the models said about Profound

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Tools to Approach with Extra Caution or Avoid (if possible): - Profound: Privacy concerns” Grok 4.20 · negative prompt · hard negative
“What to Avoid - Profound ($399+/mo) – Overkill unless you're enterprise” Kimi K2 · paraphrase prompt · hard negative
“Avoid pricier ones like Profound ($99+)” Grok 4.20 · budget prompt · hard negative
“A purpose-built Answer Engine Optimization platform that combines the industry's deepest AI visibility data with content creation, automated workflows, agent analytics, and real-time attribution.” Muse Glimmer 30B · comparative prompt · first choice
“Peec AI or Profound are most likely to deliver the right balance of features, analytics depth, and team-focused pricing.” Claude Haiku 4.5 · direct prompt · first choice
“the best single pick is usually Profound if your priority is AI visibility / answer-engine tracking specifically” GPT-5.4 mini · direct prompt · first choice

What the models said about Rankscale

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“General Red Flags Across Many Tools (e.g., Otterly.ai, Peec AI, Scrunch, Geneo, Rankscale):” Grok 4.20 · negative prompt · soft negative
“Otterly AI at $29/month or Rankscale AI at $20/month offer the best value” Claude Haiku 4.5 · budget prompt · first choice
“Rankscale AI is often the best fit because it starts around $20/month” Perplexity Sonar · budget prompt · first choice
“For broad, multi‑engine monitoring: Otterly.AI or Rankscale.” GLM 4.7 FlashX · comparative prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.