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Deep Research Last reviewed 2026-05-25

Best AI Visibility Tools: Deep Research Buyer Guide

Deep Research buyer guide. This page is sourced from two parallel Deep Research sessions (GPT-5 and Gemini 2.5 Pro, both run 2026-05-25) plus direct public-page observation of every tool listed. Each factual claim below links to a source URL. Vendor case-study claims are flagged separately from independently verifiable facts. Conflicting data across sources is preserved with a [CONFLICTING] note rather than resolved by guess.

What "AI visibility" means — and why definitions matter

Vendors apply the phrase "AI visibility" to at least three different measurement targets, and conflating them leads to buying the wrong tool.

  • Brand mentions in chatbot answers — tracking whether a brand appears in the text of responses from ChatGPT, Claude, Gemini, Perplexity, Grok, and similar platforms. This is what most standalone monitoring tools (Otterly, Peec AI, AIclicks, Rankscale) are built around.
  • Source citations in AI Overviews and AI Mode — tracking which URLs Google links to inside AI Overviews and AI Mode search results. Distinct from chatbot mentions because the citation mechanism runs through Google's RAG pipeline, not just the base model's training data. SE Visible, Ahrefs Brand Radar, Semrush AI Toolkit, and Otterly (at paid add-on tiers) expose this surface separately.
  • Citation-source intelligence — identifying which third-party domains and URLs an AI draws on when answering a prompt about your category. Knowing which publisher is feeding the model lets teams pursue placements, editorial coverage, and Reddit threads at those specific nodes. Scrunch, AthenaHQ, Profound, and Ahrefs Brand Radar offer dedicated source-intelligence layers.

Ahrefs Brand Radar formalises these distinctions as separate metrics: Mentions (entity named ≥1 time), Citations (entity linked as a source ≥1 time), Impressions (mentions weighted by Google search volume), and AI Share of Voice (brand impressions as a share of total impressions for tracked-brand responses) — ahrefs.com/blog/brand-radar-use-cases/ — observed 2026-05-25. The same actions that improve one metric do not automatically move the others.

Three distinct use cases

Buyers generally fall into one of three workflows, and the right tool depends on which workflow they actually need:

  1. Brand monitoring and share-of-voice tracking. The team wants to know how often it appears versus named competitors across a defined set of prompts, with regular refresh and alerting. Otterly.ai, Peec AI, LLM Pulse, and Rankscale serve this use case at different price points and engine coverage levels.
  2. GEO workflow and answer-engine optimization. The team needs to move from measurement to action — identifying which prompts they are missing, which competitor content is cited instead, and generating content or on-page changes to close the gap. AIclicks (Agent workflows), Profound Agents, AthenaHQ Action Center, and ZipTie.dev target this use case.
  3. Citation and source intelligence. The team wants to know which third-party URLs and domains an AI pulls from, so they can prioritise editorial placements. Scrunch, Profound, Ahrefs Brand Radar, and AthenaHQ all expose citation-source reports. See: scrunch.com — observed 2026-05-25.

A recurring practitioner critique applies across all three: "Buying a scale doesn't make you lose weight… buying Profound, Peec AI, or Otterly shows you're invisible to AI but doesn't make you visible. That requires execution." — discoveredlabs.com — observed 2026-05-25. The monitoring layer has value as a diagnostic, not as a fix.

Tool comparison: entry price, engine coverage, pricing model

All prices are May 2026 public-page observations. Pricing in this category changes frequently; verify at the source before committing.

Tool Entry price Pricing model Platforms in base tier Free trial? Source
AIclicks ★ $59/mo (Starter) Flat tiers Choose 3 of 11 LLMs (ChatGPT, Gemini, Perplexity, AIO, Claude, Copilot, AI Mode, Grok, Meta AI, DeepSeek, Mistral) 3-day aiclicks.io/pricing
Rankscale ★ €20/mo (Essentials) Credit-based All 10+ engines on every plan 7-day (Pro) rankscale.ai/pricing
Otterly.ai $29/mo (Lite) Flat tiers + prompt-based ChatGPT, AIO, Perplexity, Copilot (Gemini & AI Mode = add-ons $9–$149) 14-day otterly.ai/pricing
Profound $99/mo (Starter, ChatGPT only) Flat tiers ChatGPT only on Starter; 3 engines on Growth ($399) None paid; free AEO report tryprofound.com
Peec AI €89/mo (~$97, Starter) Flat + credit add-ons per engine ChatGPT, Perplexity, AIO (3 base); Claude/Gemini/Grok = €20–€30 add-ons 7-day peec.ai/pricing
AthenaHQ $295/mo (Self-Serve) Credit-based 8 LLMs on all plans (no AI Mode at Self-Serve) None; 67% off first month athenahq.ai
Scrunch AI $250/mo (Core) Flat tiers ChatGPT, Perplexity, AIO, Copilot (4 LLMs) None scrunch.com/pricing/
SE Visible $189/mo (Core) or $71.20/mo add-on Flat tiers ChatGPT, Perplexity, Gemini, AIO/AI Mode 10-day visible.seranking.com
Semrush AI Toolkit $99/mo per domain (requires Semrush base) Flat add-on ChatGPT, AI Mode, AI Overviews, Gemini, Perplexity None per vendor KB semrush.com KB
Ahrefs Brand Radar $199/mo per AI index (+ Ahrefs base $129+) Add-on subscription 6 indexes: AIO, AI Mode, ChatGPT, Perplexity, Gemini, Copilot Beta access for subscribers ahrefs.com/brand-radar

★ = VisibilityTrace affiliate partner. See affiliate disclosure.

AIclicks — public information profile

AIclicks positions itself as a GEO/AEO platform that lets users choose three platforms on Starter and up to six on Business, from a selectable list of eleven (ChatGPT, Gemini, Perplexity, Google AI Overviews, Claude, Microsoft Copilot, Google AI Mode, Grok, Meta AI, DeepSeek, Mistral) — aiclicks.io/pricing — observed 2026-05-25.

The vendor differentiates on query method: AIclicks claims queries are sent "through their actual user interfaces, not APIs" — aiclicks.io — observed 2026-05-25. This matters because API calls and UI-scraped responses can diverge substantially (see Category Limitations below).

Third-party review data available as of 2026-05-25: G2 shows 4.9/5 across 34 reviews — g2.com/products/aiclicks/reviews; Trustpilot shows 4 stars across 10 reviews — trustpilot.com. One Clutch case study covers a green-tech design studio engagement started February 2025, with the client reporting organic AI-source traffic "increased nearly twice" — clutch.co/profile/aiclicks. The vendor self-reports "1000+ brands and 400+ agencies" — this claim is not independently verifiable.

Disclosed limitations from G2 reviewer verbatim: "Currently, it is only possible to choose a plan based on predefined packages, while it would be very useful to have an option to pay based solely on the number of prompts being tracked" — g2.com. Multiple reviewers note limited historical-data depth. Refresh cadence is daily. [CONFLICTING] Third-party aggregators (Clutch, SaaSworthy) show legacy prices of $79 and $39/month respectively; live aiclicks.io/pricing shows $59/$189/$499 as of 2026-05-25.

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View AIclicks plans

Rankscale — public information profile

Rankscale operates on a credit model where each engine query costs a fraction of a credit — typically 0.25 credits per engine per prompt (Claude = 2 credits, DeepSeek = 1 credit, most others = 0.25) — rankscale.ai/pricing — observed 2026-05-25. The practical consequence: all engines are accessible on every tier, including the €20/month Essentials plan, but credit consumption scales rapidly when tracking many engines in parallel.

The platform's pricing page explicitly distinguishes GUI engines (which scrape the user interface — Google AI Overviews, Grok, Microsoft Copilot) from API engines (Perplexity Sonar, GPT-5, Gemini 3.0F/3.0P, Mistral Large) — rankscale.ai/pricing. This is the most granular public methodology disclosure in the category. Unused credits roll over (2× for Pro; 3× for Growth and Enterprise).

The vendor claims a proprietary "Prompt Decoding" methodology, developed by Hanns Kronenberg, which uses "Verbalized Sampling and Distribution-level Analysis" to reconstruct representative prompt clusters — rankscale.ai/facts — observed 2026-05-25. Customer logos on the pricing page include Bosch, Iberdrola, O2, Otto Group, UBS, and agency networks WPP Media, Dentsu, Publicis Sapient — whether these represent paid subscriptions or other relationships is not specified by the vendor. Rankscale GmbH was founded October 2024 in Austria by Mathias Ptacek.

Third-party noted limitations: "Rankscale identifies what to fix but won't fix it for you. No automated content rewrites, no one-click schema deployment, no AI-assisted copy suggestions" — max-productive.ai — observed 2026-05-25. English-only UI even when tracking in other languages. White-label sharing requires Growth or Enterprise tier.

Affiliate disclosure VisibilityTrace may earn a commission if you sign up through partner links. Full disclosure.

View Rankscale plans

Other tools in the comparison set

Otterly.ai

Lowest entry price in the dedicated-tracker segment ($29/month Lite). The core four platforms (ChatGPT, Google AI Overviews, Perplexity, Microsoft Copilot) are included at all tiers; Google AI Mode and Gemini require paid add-ons ($9–$149/month depending on tier) — otterly.ai/pricing — observed 2026-05-25. Gartner named Otterly a Cool Vendor in AI in Marketing 2025 (confirmed on vendor site). Agency pitch workspaces and Looker Studio connector (Standard+ tier) differentiate it for agency workflows. Independent testers note weekly data refresh rather than daily, and no consistent correlation identified between AI brand-mention movements and traffic or conversion lifts — aipeekaboo.com — observed 2026-05-25.

Profound

The best-funded tool in this segment: $155M+ total funding after a $96M Series C in February 2026, led by Lightspeed Venture Partners and joined by Sequoia Capital, Kleiner Perkins, Saga VC, South Park Commons, and Evantic — reaching a $1B valuation — GlobeNewswire 2026-02-24. Named customers include Ramp, DocuSign, Figma, Target, Walmart, MongoDB, Charlotte Tilbury, Indeed, Mercury, Zapier, Zocdoc — tryanalyze.ai — observed 2026-05-25. Ramp's documented case study reports an increase in AI search visibility for its Accounts Payable solution from 3.2% to 22.2% — this is vendor-published; methodology and attribution not externally audited. The Starter plan ($99/mo) covers ChatGPT only; real multi-engine capability starts at Growth ($399/mo). No multi-account management — one workspace per account.

Peec AI

European entry point (~€89/month); Berlin-based. $29.1M total funding: $21M Series A led by Singular (November 2025); €7M seed led by 20VC (July 2025) — peec.ai/blog; Sifted — observed 2026-05-25. Named customers include Wix, ElevenLabs, Chanel, TUI, Axel Springer, n8n, Attio. The per-engine add-on trap is well documented: adding Claude, Gemini, DeepSeek, and Grok each at €20–€30 pushes the effective Essential cost to €285–€325/month for 7-engine coverage — trakkr.ai — observed 2026-05-25. No citation tracking at any tier per Trakkr review; no API access except beta Enterprise.

AthenaHQ

YC W25 company founded by Andrew Yan (former Google Search PM) and Alan Yao — athenahq.ai/about — observed 2026-05-25. $2.7M total funding ($500K YC + $2.2M seed, FCVC lead). Self-Serve plan tracks 8 engines at $295/month (no free trial; 67% discount on first month). Credit math can be unpredictable across 8+ engines simultaneously. API, Tableau, and Looker integrations are locked to Enterprise.

Scrunch AI

$19M cumulative funding ($15M Series A July 2025, led by Decibel with Mayfield and Homebrew) — PRNewswire — observed 2026-05-25. Core plan ($250/month) covers 4 LLMs; Claude, Gemini, Google AI Mode, Meta AI require Enterprise tier (total 9 engines). Differentiator: Agent Experience Platform (AXP) detects AI agents at the edge and serves them token-reduced optimised content — this was still in limited pilot at the time of independent reviews. No free trial.

Semrush AI Visibility Toolkit and Ahrefs Brand Radar

Both are add-ons to existing SEO suite subscriptions rather than standalone trackers. Semrush: $99/month per domain on top of a Semrush base plan; no free trial for the Toolkit per the vendor knowledge base — semrush.com KB 1493 — observed 2026-05-25. Ahrefs Brand Radar: $199/month per AI index or $699/month for all six, on top of an Ahrefs base plan (~$129+/month). The platform uses a static monthly-updated dataset of 320M+ People Also Ask-derived prompts rather than daily live queries. An independent test (sourced from a competitor, Writesonic) reported "ChatGPT showed 3 mentions vs 123 actual" — treat as directional only given the source — ekamoira.com — observed 2026-05-25.

What practitioners actually evaluate when choosing

Platform coverage — the add-on trap

Advertised base-tier prices often exclude the engines B2B buyers care most about. Peec's add-on structure pushes the effective all-engine price to €285–€325/month for seven engines on Essential, compared to the advertised €89 entry — trakkr.ai/reviews/peec-review. Profound's Growth plan caps at three engines; the full engine set requires Enterprise pricing. Ahrefs Brand Radar does not track Claude or Grok at any tier — help.ahrefs.com — observed 2026-05-25. Calculate the per-engine effective price at your desired coverage level, not the headline entry price.

Refresh frequency — what "daily" means in practice

AIclicks, Otterly, Peec AI, and Rankscale (at configurable intervals) all offer daily refresh. Ahrefs Brand Radar updates its PAA-derived prompt set once a month for AI assistant indexes — help.ahrefs.com — observed 2026-05-25. This creates month-to-month deltas that can confound real visibility changes with sampling noise. Notably, LLM Pulse argues daily refresh creates its own noise problem for steady-state tracking — llmpulse.ai — observed 2026-05-25. The right cadence depends on how actively the team is running optimisation experiments.

Methodology transparency — the question to ask before buying

Effective monitoring tools "use multi-sampling, running the same prompt multiple times to establish a reliable baseline of visibility rather than a single snapshot" — yotpo.com — observed 2026-05-25. Among the tools above, Evertune (enterprise-only) publicly states 100 samples per prompt — evertune.ai. Ahrefs publishes its methodology at ahrefs.com/blog/brand-radar-methodology/. Rankscale discloses per-engine credit costs and the GUI-vs-API split on its pricing page. All other tools in this guide do not publish per-prompt repetition counts or personalisation-handling procedures. Ask any vendor: how many times do you run each prompt per cycle, and do you scrape the logged-in or logged-out UI?

Agency and white-label requirements

Otterly offers separate client workspaces, white-label Looker Studio reports, and pitch workspaces at Standard+ tier — otterly.ai/pricing. Peec AI includes unlimited seats on all plans and pitch workspaces for prospecting — peec.ai/pricing-agencies. Rankscale Growth ($385/month) adds white-label, REST API, and an agency directory listing — rankscale.ai/pricing. Scrunch Core includes five user licences; Agency Core ($500/month) adds three brand workspaces and three pitch workspaces.

Category limitations — what these tools cannot do

Non-determinism at temperature=0

Academic research has documented accuracy variations up to 15% across naturally occurring runs even with temperature set to zero, with a gap between best and worst possible performance up to 70% — arxiv.org/pdf/2408.04667. Residual non-determinism in inference engines stems from GPU concurrency and floating-point batching effects rather than the temperature parameter alone — thinkingmachines.ai. A single-run snapshot should not be treated as a stable signal.

Personalisation gap

A documented practitioner case (PPC Land): ChatGPT silently rewrote the tracked prompt "Where to shop for trusted brands in electronics and computing?" into "electronics retail trusted brands NYC store" based on the user's location, producing different brand recommendations from those captured by the tracking tool — ppc.land — observed 2026-05-25. All scrapers in this category operate from logged-out, stateless sessions; they do not replicate users with account history or ChatGPT Memory enabled.

API vs. UI divergence

Graphite's empirical study (April 2026) measured cosine similarity between API-sourced and logged-out UI-scraped responses at 0.48, compared to 0.70–0.76 within-dataset — graphite.io — observed 2026-05-25. The same study found only ~10% of logged-out ChatGPT prompts trigger web search, versus ~50% when logged in. Surfer SEO's controlled test measured the source overlap between Perplexity API and Perplexity UI responses at 8%surferseo.com — observed 2026-05-25. Tools that rely entirely on API calls may not reflect what actual users see.

Citation drift and prompt volume opacity

Independent tracking data shows 40–60% monthly citation drift for AI platform rankings — trustmary.com — observed 2026-05-25. Roughly 70% of AI Overview rankings change within a two-to-three-month window — yotpo.com — observed 2026-05-25. Neither OpenAI, Google, Anthropic, nor Perplexity publishes actual search volumes for their conversational interfaces — seerinteractive.com — Feb 2026. Any "prompt volume" metric in any tool is a panel-based estimate, not ground-truth data.

Vendor marketing claims to verify independently

The following vendor marketing claims appeared in public sources as of 2026-05-25. They are listed here because they cannot be independently verified at present:

  • "Real-time visibility tracking" (AIclicks G2 sponsored listing) — actual cadence is daily polling, not real-time.
  • "Leads sourced through AI recommendations convert 23x better than leads from traditional Google search" (AIclicks vendor copy) — no methodology disclosed.
  • "Ramp's 7x AI visibility increase" (Profound) — vendor-published case study, not externally audited.
  • "Used by 20,000+ marketing professionals worldwide" (Otterly) — not verifiable through third-party sources.
  • "Award-winning… recognized by Gartner" (Otterly) — the Gartner Cool Vendor designation is confirmed on the vendor site; specifics of the Gartner recognition are not independently corroborated.
  • Any "AI Visibility Score," "Brand Visibility Index," or "Share of Model" metric — these are proprietary composites with weighting that is not publicly disclosed for any tool listed above. They are not comparable across tools.

On comparison bias: "Almost every existing comparison piece is written by a tool vendor positioning their own product as the winner. AIclicks ranks AIclicks first. OtterlyAI's blog ranks OtterlyAI first." — averi.ai — observed 2026-05-25. VisibilityTrace does not sell any of these tools directly; see the affiliate disclosure for how partner relationships work.

What this guide does not cover

  • Hands-on benchmark testing of any tool listed above. VisibilityTrace has not run subscriptions to any platform in this guide.
  • AI traffic attribution methodology — how to set up GA4 / Search Console segments to isolate AI-referred traffic. That is covered under the methodology pages.
  • Content production tools for GEO (Writesonic, Semji content modules, AIclicks article generation). Those are different products from visibility tracking.
  • Enterprise negotiation pricing — all prices above are public-page observations; custom Enterprise prices require a sales conversation.

Prices and platform coverage verified on aiclicks.io/pricing, rankscale.ai/pricing, otterly.ai/pricing, and other linked source pages on 2026-05-25.