Best AI Visibility Platforms for Agencies

Answer Capsule

Peec AI is the consensus leader among AI visibility and LLM monitoring platforms for agencies, named by 6 of 7 platforms studied (85.7% share) at an average listed position of 1.67. Profound, OtterlyAI, and Rank Prompt follow as the strongest alternatives for distinct buyer needs: Profound for enterprise-oriented agencies with per-client workspace budgets, OtterlyAI for small and midsize agencies needing Looker Studio reporting, and Rank Prompt for agencies wanting white-label client portals at flat monthly pricing. The study covered 7 platforms (OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google) using one standardized prompt sent once to each. Of 39 unique entities named, 10 qualified by being named by at least two platforms. The principal limitation is that platform answers are market intelligence, not verified product facts: pricing, plan names, white-label scope, and model coverage conflicted across platforms for nearly every entity, and most evidence traces to vendor-owned pages rather than independent testing.

Research Snapshot

• Topic: AI visibility and LLM monitoring platforms for agencies
• Target buyer: Agencies managing AI search, GEO, content, visibility, or reporting programs for multiple clients
• Platforms included: OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, Google (7 platforms)
• Research date: 2026-09-19
• Unique entities named: 39
• Qualifying entities: 10
• Eligibility rule: Named by at least two platforms during ranking discovery
• Geography: United States
• Ranking unit: Agency or consulting partner

Platform mentions in this index count only ranking-discovery mentions. They do not represent the number of platforms that later completed a fit assessment, and they are not a quality score.

The Consensus Ranking

Questions This Section Answers

• What are the best AI visibility platforms for agencies managing multiple clients in 2026?
• Which AI visibility platform has the most cross-platform consensus among OpenAI, Anthropic, Google, Grok, Perplexity, Kimi, and DeepSeek?
• How many platforms named Peec AI, Profound, and OtterlyAI when asked which AI visibility platforms they would recommend for agencies?

The table below is the authoritative ranking for this study. Order is determined by platform mentions, then average listed rank, then best listed rank.

Which Option Is Best for Which Version of the Buyer Need?

Questions This Section Answers

• Which AI visibility platform should an agency choose if white-label client reporting is the top requirement?
• Is Peec AI or Profound better for an agency that needs per-client workspace isolation and enterprise support?
• Which AI visibility platform for agencies has the lowest published entry cost, and what add-on fees apply?

1. Peec AI

Questions This Section Answers

• Is Peec AI worth it for agencies managing multiple clients, and what are its main drawbacks?
• Which Peec AI agency plan includes API, MCP, SSO, and white-label reporting, and what does each tier cost?
• Does Peec AI offer retroactive historical data for new client onboarding?

Peec AI is the consensus leader for agencies in this study, named by 6 of 7 platforms at an average listed position of 1.67. It is the only entity in the index with a dedicated agency page, agency-specific pricing tiers, and a documented agency partner program, which is why platforms converged on it despite conflicting details about plan entitlements.

Why it ranked here. Peec AI was named by OpenAI, Anthropic, DeepSeek, Grok, Kimi, and Google. It received first-place rankings from Google and Kimi, and second-place rankings from Anthropic, DeepSeek, Grok, and OpenAI. No other entity appeared on more than four platform lists.

Best suited for. Boutique and mid-sized GEO, AEO, SEO, content, and digital agencies managing multiple client projects, particularly those needing isolated client workspaces, unlimited team and client seats, recurring prompt tracking, competitor benchmarking, and branded reporting workflows [e1:official:C1].

Main strengths for this use case. Peec AI's agency page states that each client is an isolated project with its own prompts, competitors, and channels, and that every plan includes unlimited client seats with no per-seat fees [e1:official:C1]. Agency tiers are credit-based: Essential at 10,000 credits, Growth at 25,000, Scale at 65,000, and Comprehensive with custom or unlimited credits ^[1]. Google's evidence reports Essential at $245/month monthly or $205/month billed annually for 10,000 credits and 3 active projects, Growth at $495/month or $420/month annually for 25,000 credits and 10 projects, and Scale at $795/month or $675/month annually for 65,000 credits and 25 projects ^[2]. Every agency tier includes free 7-day pitch projects that sit outside the client project quota and convert to client projects in three clicks ^[3]. Peec MCP is included free on all paid plans and connects to Claude, Cursor, n8n, or Make for automated reporting ^[5]. Looker Studio templates, CSV exports, and API access feed BigQuery, Tableau, or Power BI [e1:official:C1]. .

2. Profound

Questions This Section Answers

• Is Profound or Peec AI better for an agency serving enterprise clients that require SOC 2 and dedicated support?
• What does Profound's Agency Growth plan cost per client workspace, and how does per-workspace pricing scale?
• How much historical data does Profound retain on Growth versus Enterprise plans?

Profound ranked second with 4 platform mentions at an average position of 3.00. It is the strongest option in this index for agencies whose clients have enterprise budgets and where AI visibility tracking is itself a billable service line.

Why it ranked here. Profound was named by OpenAI, Anthropic, DeepSeek, and Google. It received first-place rankings from OpenAI, DeepSeek, and Grok, but Google placed it ninth, reflecting the widest rank spread of any top-five entity.

Best suited for. Agencies selling recurring AI visibility, GEO, or AEO programs to enterprise and mid-market clients, and agencies needing separate prospecting, client, and internal workspaces ^[6].

Main strengths for this use case. Agency Mode provides separate brand workspaces with independent configuration and lifecycle, supporting both short-term pitch workspaces and long-term client monitoring ^[7]. The Growth tier supports 100 unique prompts with 9,000 monthly responses; Enterprise extends this ^[9]. Competitive benchmarking measures visibility score, rank, citation share, and share of voice, with competitor detection based on who actually appears in AI responses rather than a static list ^[10]. Agent Analytics traces the chain from AI crawler visit to citation to human traffic to conversion through GA4 ^[11]. Enterprise plans include SSO/SAML, SOC 2 compliance, dedicated Slack support, and a dedicated account team ^[12].

Main limitations. Pricing scales aggressively: each additional client workspace costs $399/month on top of the base plan, making per-client math difficult for portfolios under five AEO-focused retainers ^[13]. Growth tier includes only 2 months of historical data, which is insufficient for quarterly or annual trend reporting ^[9]. Native white-label reporting, custom client domains, and client-only portals are not publicly documented ^[15]. Agency-specific support such as a dedicated partner or AEO strategist is Enterprise-only ^[16]. Data generation takes 24 to 48 hours after workspace creation or prompt changes, which rules out same-day pitch presentations ^[17]. Annual billing only; no monthly option ^[18]. .

3. OtterlyAI

Questions This Section Answers

• Is OtterlyAI worth it for a small agency that needs white-label client dashboards, and what are its main drawbacks?
• Which OtterlyAI plan includes Looker Studio reporting, and what do the Gemini and Claude add-ons cost?
• How many prompts and client workspaces does OtterlyAI's Agency Partner program include?

OtterlyAI ranked third with 4 platform mentions at an average position of 3.25. It is the most accessible mid-tier option for agencies that want multi-client workspace separation and Looker Studio reporting without enterprise pricing.

Why it ranked here. OtterlyAI was named by OpenAI, Anthropic, DeepSeek, and Grok. Anthropic ranked it first; Grok ranked it third; OpenAI ranked it fourth; DeepSeek ranked it fifth.

Best suited for. Small and midsize agencies launching or scaling GEO and AI-search reporting services, and teams needing competitor benchmarking, citation-gap analysis, recommendations, exports, API/MCP access, and Looker Studio reporting ^[19].

Main strengths for this use case. Standard and Premium plans include unlimited workspaces with separate brands, prompts, reports, and team access for each client ^[19]. The Agency Partner program raises prompt caps from 100 to 150 on Standard and from 400 to 500 on Premium, and adds pitch workspaces, branded reporting, and consolidated billing ^[20]. OtterlyAI reports 99% citation accuracy distinguishing citations with links from plain mentions ^[21]. The Looker Studio connector is available on Standard and above ^[22]. All plans include unlimited team members and seats. The platform supports 50+ countries and languages with regional data shown separately ^[23].

Main limitations. OtterlyAI does not offer native white-labeling of the interface, branding, or URLs; agencies must use the Looker Studio connector as a workaround, and the core interface remains co-branded ^[24]. Base plans include only 4 core engines (ChatGPT, Google AI Overviews, Perplexity, Microsoft Copilot), with Gemini and Google AI Mode as paid add-ons priced from $9 to $149 per month each depending on tier [e3:official:C2]. With both add-ons on Premium, total cost approaches $787/month versus the $489 base ^[26]. Multiple independent reviews report sentiment features are either inaccessible or unreliable despite being listed ^[27]. The platform is monitoring-only and does not connect to traffic, conversion, or revenue impact ^[28]. .

4. Rank Prompt

Questions This Section Answers

• Is Rank Prompt worth it for an agency that needs white-label client portals, and what are its main drawbacks?
• How do Rank Prompt's Agency and Agency Plus plans differ for multi-client operations?
• What happens to Rank Prompt credits if an agency does not use them in a given month?

Rank Prompt ranked fourth with 4 platform mentions at an average position of 5.00. It is the strongest option in this index for agencies that want a white-label client portal and portfolio dashboard at flat monthly pricing rather than per-client add-ons.

Why it ranked here. Rank Prompt was named by Anthropic, Grok, Kimi, and Perplexity. Perplexity ranked it second and Kimi ranked it third, but Anthropic placed it tenth, producing the widest rank spread in the index.

Best suited for. Agencies managing multiple client brands from one portfolio dashboard, agencies selling recurring GEO or AI visibility retainers, and agencies needing white-label reports, portals, scheduled delivery, and client approvals ^[29].

Main strengths for this use case. Agency supports up to 500 brands and Agency Plus supports up to 1,000 brands with per-client workspace separation and role-based permissions ^[30]. Agency Plus adds a cross-brand dashboard with visibility, trends, heatmaps, competitors, tasks, and shares ^[31]. White-label branded PDF reports and exports are included on Agency, and Agency Plus adds a white-label app, client portal on the agency's domain, client logins, and approvals [e4:official:C2]. The platform tracks 6 AI platforms: ChatGPT, Perplexity, Google AI Mode, Claude, Gemini, and Grok, with all features included on all tiers and no per-engine upsell [e4:official:C1]. It includes an automated citation outreach engine that discovers contact information for domains citing competitors and drafts AI-guided outreach ^[32].

Main limitations. Credits are shared across prompts, articles, brand audits, and page audits, so effective monitoring volume may be lower than the headline brand limit ^[31]. Credits reset monthly and do not roll over, though one-time top-ups never expire [e4:official:C3]. Gemini and Grok queries consume one additional credit over other assistants, which can deplete allowances faster than anticipated ^[33].

5. Semrush

Questions This Section Answers

• Is Semrush worth it for an agency managing 20+ client domains, and what are its main drawbacks?
• How much does Semrush's AI Visibility Toolkit cost per domain, and what does the Pro Reports white-label add-on add?
• Does Semrush offer a dedicated multi-client workspace or client portal for agencies?

Semrush ranked fifth with 3 platform mentions at an average position of 5.67. It is the best fit in this index for agencies already standardized on Semrush for SEO that want to layer AI visibility into existing workflows.

Why it ranked here. Semrush was named by OpenAI, DeepSeek, and Perplexity. DeepSeek ranked it third, OpenAI sixth, and Perplexity eighth.

Best suited for. SEO and content agencies adding AI-search visibility to existing Semrush workflows, and programs focused on competitor benchmarking, citations, prompt gaps, sentiment, and content opportunities ^[34].

Main strengths for this use case. The AI Visibility Toolkit reports on mentions, citations, cited pages, visibility, competitors, and sources across ChatGPT, Google AI Overviews or AI Mode, Gemini, and Perplexity ^[35]. Competitor Research compares a domain with up to four competitors and reports mentions, citations, topic coverage, and gaps ^[35]. Visibility Overview provides historical trend data refreshed daily on a rolling basis, while Brand Performance updates weekly ^[36]. My Reports can use agency branding, scheduled delivery, live data, white-labeling, AI-generated summaries, and shareable links when using Pro Reports ^[34]. Semrush says its prompt database contains more than 317 million prompts and responses and uses real-request data rather than LLM APIs ^[37].

Main limitations. The standalone AI Visibility Toolkit includes only 25 custom prompts per account, which is small for agencies managing many clients ^[38]. Semrush One Advanced lists up to 200 prompts and up to 40 monitored websites ^[38]. There is no dedicated multi-tenant or sub-account workspace; all clients are managed under one primary login with Projects ^[39]. Per-domain pricing multiplies costs: five clients cost $495/month base, 20 cost $1,980, and 50 cost $4,950 before reports, extra prompts, extra users, or tax ^[39]. Semrush sunset its dedicated Client Portal and Client CRM features, so clients do not receive scoped self-serve access without branded report delivery or secondary seat purchases ^[40].

6. Ayzeo

Questions This Section Answers

• Is Ayzeo worth it for an agency managing 10 client projects, and what are its main drawbacks?
• How much do Ayzeo's per-engine add-ons cost, and does the White-Label Dashboard add-on support custom domains?
• Which Ayzeo plan includes white-label PDF reports versus a branded client dashboard?

Ayzeo ranked sixth with 2 platform mentions at an average position of 4.00. It has the highest best-position of any entity outside the top five, receiving a first-place ranking from Perplexity, but it also has the narrowest platform support in the top six.

Why it ranked here. Ayzeo was named by OpenAI and Perplexity. Perplexity ranked it first; OpenAI ranked it seventh.

Best suited for. Agencies managing roughly 3 to 20 client projects that need a repeatable reporting workflow, and teams that mainly need ChatGPT and Google AI Overview monitoring with selective paid coverage of additional engines ^[41].

Main strengths for this use case. Ayzeo structures agency work around separate client projects with independent domains, prompts, competitors, branding, and team access ^[42]. Pro includes 40 monitored AI prompts per project, expandable via Prompt Packs ^[43]. White-label PDF reports with agency logo, colors, and contact details are included in Pro at no extra cost [e6:official:C3]. The White-Label Dashboard add-on applies agency logo and accent color to the dashboard clients log into [e6:official:C2]. Unlimited team seats are included on all paid plans, and clients can be invited as read-only viewers [e6:official:C3]. The platform combines monitoring with optimization tools including JSON-LD schema generation, LLMs.txt creation, and a WordPress plugin ^[44].

Main limitations. ChatGPT and Google AI Overviews are the only engines included on base plans; Claude, Perplexity, Gemini, DeepSeek, and Grok cost $29/month per model per project [e6:official:C2]. For one client tracking all five additional engines, that is $145/month in add-ons alone ^[45]. The White-Label Dashboard add-on costs $299/month on Pro, and the dashboard remains on ayzeo.com with notification emails retaining Ayzeo branding ^[46]. Custom domain white-labeling and self-hosting require Enterprise from $6,000/month ^[47]. Refunds are limited to within 7 days of purchase only for technical failure ^[48].

7. LLM Pulse

Questions This Section Answers

• Is LLM Pulse worth it for an agency that needs white-label client portals, and what are its main drawbacks?
• What are LLM Pulse's published tier prices and prompt limits, and how do Partner plans differ from Scale plans?
• Does LLM Pulse offer SOC 2 certification, and does that matter for agency clients?

LLM Pulse ranked seventh with 2 platform mentions at an average position of 5.00. It offers the most explicit white-label options in this index, with three deployment models documented publicly.

Why it ranked here. LLM Pulse was named by Google and Perplexity. Google ranked it third; Perplexity ranked it seventh.

Best suited for. Agencies managing multiple client projects with recurring AI visibility reporting, and agencies that want white-label dashboards, reports, custom domains, or embedded reporting ^[49].

Main strengths for this use case. LLM Pulse offers three white-label options: Partial with an agency subdomain and subtle branding, Full with a custom domain and complete brand removal, and Embed Integration using a JWT iframe inside client portals ^[50]. Every plan includes unlimited team members and seats ^[53]. Published capacity ranges from 450 tracked prompts on Scale to 3,600 on Partner, 5,000 on Partner+, and 10,000 on Partner++ ^[54]. The platform distinguishes brand mentions from source citations and reports citation rates and cited domains or pages ^[55]. REST API is published on Scale and above, MCP server is included on all paid plans, and a Looker Studio connector is available ^[56].

Main limitations. Pricing is primarily euro-denominated, and final US cost depends on exchange rates, fees, and taxes; Stripe applies live FX rates plus a conversion fee ^[54]. LLM Pulse does not currently offer SOC 2 Type II certification, which Anthropic's evidence flags as a procurement barrier for agencies serving regulated enterprise clients ^[58]. Core capacity is capped by prompts and projects, so larger portfolios require higher tiers or Enterprise negotiation ^[54]. Additional models are paid add-ons ^[54]. All prompts are synthetic, and the company acknowledges model outputs are probabilistic and can change with small prompt-context differences ^[59].

8. AthenaHQ

Questions This Section Answers

• Is AthenaHQ worth it for an agency managing 10 to 15 clients, and what are its main drawbacks?
• How does AthenaHQ's credit-based pricing work, and what do additional credits cost?
• Does AthenaHQ's Agency Partner Program include white-label client portals or only branded reports?

AthenaHQ ranked eighth with 2 platform mentions at an average position of 6.00. It has the most developed agency partner layer described in this index, but its pricing model creates per-client math challenges for mid-sized agencies.

Why it ranked here. AthenaHQ was named by Anthropic and Google, both ranking it sixth.

Best suited for. Agencies serving clients with meaningful GEO or AI-search budgets, programs requiring monitoring across multiple AI models and competitor share of voice, and agencies that value prescriptive recommendations and presentation-ready reporting ^[60].

Main strengths for this use case. AthenaHQ publicly describes monitoring across 11 AI models including ChatGPT, Perplexity, Google AI Overviews, Gemini, Claude, Copilot, Grok, DeepSeek, Meta AI, and Mistral ^[60]. The Agency Partner Program provides discounted licenses, Pitch Workspaces that generate client-ready reports in under 5 minutes, lead routing to certified partners, and tiered benefits with Gold tier at 20+ brands including a dedicated strategist ^[61]. The platform connects AI visibility data to revenue through Shopify and Google Analytics integrations ^[63]. AthenaHQ holds SOC 2 certification, complies with EU and UK data protection regulations, and implements the NIST Cybersecurity Framework at Tier Three ^[64]. Unlimited seats are included on all plans ^[65].

Main limitations. The $295/month floor and missing free trial create a tough per-client math problem for agencies; per-brand pricing at $399/month across 10 clients equals $48K/year at floor pricing ^[66]. The credit model makes monthly spend less predictable than the sticker price suggests, and large content audits consume credits faster than most teams budget ^[68]. Self-Serve includes single-country coverage only, no API access, and the ACE Citation Engine is enterprise-only ^[70]. Client login on the agency's own domain is not publicly enumerated, so rebranding scope requires confirmation ^[71]. Kimi could not verify AthenaHQ's existence through independent sources and rated it uncertain ^[72]. .

9. SE Ranking (AI Visibility feature)

Read the full SE Ranking (AI Visibility feature) fit review for supporting evidence and buying considerations.

SE Ranking ranked ninth with 2 platform mentions at an average position of 7.00. It is the best fit in this index for agencies that want AI visibility embedded in a broader SEO operating system rather than as a standalone tool.

Why it ranked here. SE Ranking was named by OpenAI and Anthropic. OpenAI ranked it fifth; Anthropic ranked it ninth.

Best suited for. SEO and GEO agencies managing multiple client projects, and teams needing competitor, prompt, citation, sentiment, and historical analysis alongside traditional SEO reporting ^[73].

Main strengths for this use case. The Growth plan includes 30 projects, 3 manager seats, 5,000 keywords, 250 daily prompts, 15 AI competitive-research domains, historical data, and 100,000 API credits per month ^[73]. SE Visible tracks ChatGPT, Google AI Overviews, Google AI Mode, Gemini, and Perplexity ^[74]. The platform compares visibility, share of voice, average position, sentiment, topics, and prompts across tracked competitors, with competitors detected from AI answers or added manually ^[75]. Agency Pack provides white-label capabilities for the SE Ranking platform and reports, plus client seats and scheduled reports ^[76]. The SE Visible API exposes prompts, model results, mentions, URLs, sentiment, positions, citations, filters, and date comparisons ^[77]. Customer support is rated 9.4/10 on G2 across 1,400+ reviews ^[78].

Main limitations. SE Visible itself does not currently support white labeling; custom colors, logos, and domains are not applied there, even though the broader SE Ranking platform can be white-labeled through Agency Pack ^[74]. Growth's 250 daily prompts and 30 projects may not be sufficient for agencies with many clients or high-frequency tracking ^[73]. The platform does not track Claude, Grok, or Copilot ^[79]. Total cost of ownership for the full agency stack (Growth + Agency Pack + AI Search) is $363.40/month on annual billing, a 63% increase over the advertised $279 headline price ^[80].

10. Scrunch AI

Questions This Section Answers

• Is Scrunch AI worth it for an agency managing multiple enterprise clients, and what are its main drawbacks?
• What does Scrunch AI's Agency Core plan include, and how many AI engines does it track?
• How does the Sitecore acquisition affect Scrunch AI's roadmap and pricing for agencies?

Scrunch AI ranked tenth with 2 platform mentions at an average position of 8.00. It is the most technically differentiated option in this index, with crawlability diagnostics and bot-traffic analysis that most competitors do not offer.

Why it ranked here. Scrunch AI was named by DeepSeek and Google, both ranking it eighth.

Best suited for. Agencies packaging AI visibility monitoring and reporting as a client service, and agencies needing multi-client workspaces, prospecting environments, prompt tracking, competitor benchmarking, citation analysis, and white-label or API options ^[81].

Main strengths for this use case. Scrunch states that its agency product provides a unified workspace for managing every client and brand, with access controls and permissions, plus prospecting environments for demonstrations and new-business pitches ^[81]. The platform reports brand presence, competitive presence, share of voice, response position, sentiment, citations, AI traffic, and AI referrals ^[82]. It documents placement analysis showing whether a brand appears near the top, middle, or bottom of AI responses and its average ranking order ^[83]. The Agent Experience Platform creates a machine-readable version of a site served to AI crawlers without altering the human experience ^[84]. The Agency Partner Program includes prospecting licenses, up to 20% referral commissions, and free seats on referred client accounts ^[85].

Main limitations. Agency Core is limited to 4 AI engines (ChatGPT, Perplexity, Google AI Overviews, Microsoft Copilot) and 125 unique prompts; tracking 9 engines requires the custom-priced Agency Enterprise tier ^[86]. Agency Core is priced at $500/month, which is material cost for smaller agencies ^[87]. White-label and rebranding capabilities are advertised, but exact implementation details including native logo replacement, custom domain, and fully rebranded portal are not publicly documented ^[88]. Historical data retention, export, and migration policies are not clearly documented ^[89]. Sitecore acquired Scrunch in June 2026 for a reported $225 million, introducing uncertainty about long-term product roadmap and pricing ^[90].

What the Cross-Platform Study Reveals About This Market

Questions This Section Answers

• What do AI platforms consistently recommend when agencies ask for multi-client AI visibility tools?
• Which agency requirements are hardest to verify from public AI visibility platform documentation?

Three patterns emerge from the cross-platform evidence.

First, agency-native architecture is the strongest differentiator. Peec AI, Profound, Rank Prompt, and LLM Pulse all publish dedicated agency pages with multi-client workspace language, and all four ranked in the top seven. Semrush and SE Ranking, which layer AI visibility onto broader SEO suites, ranked fifth and ninth respectively. The platforms that treat agencies as a primary buyer rather than a secondary segment consistently received higher placements.

Second, white-label capability is the most contested and least verifiable feature. Peec AI describes branded reporting through MCP workflows but does not clearly delineate native white-label portals ^[91]. OtterlyAI explicitly states it does not offer native white-labeling ^[92]. Rank Prompt and LLM Pulse both publish explicit white-label tiers [e4:official:C2]^[93]. Scrunch AI advertises white-label outputs but does not document implementation details ^[94].

Where the AI Platforms Agreed

Questions This Section Answers

• Which AI visibility platforms did OpenAI, Anthropic, Google, Grok, Perplexity, Kimi, and DeepSeek agree on for agencies?

Platforms agreed on several points across entity boundaries.

• Peec AI belongs at or near the top. Six of seven platforms named it, and five of those six placed it in the top two. No platform placed it below second.
• Multi-client workspace isolation matters. OpenAI, Anthropic, Google, Grok, and Kimi all highlighted isolated client projects or workspaces as a core agency requirement, regardless of which entity they were describing.
• Unlimited seats reduce agency friction. Peec AI, Rank Prompt, LLM Pulse, Ayzeo, and OtterlyAI all include unlimited team seats on paid plans, and platforms consistently flagged per-seat pricing as a margin risk.
• Pitch or prospecting workspaces are a recurring agency feature. Peec AI, Profound, OtterlyAI, Rank Prompt, AthenaHQ, and Scrunch AI all offer some form of temporary prospecting environment.
• Citation analysis is table stakes. Every qualifying entity's evidence bundle includes citation or source tracking as a documented capability.

Where the AI Platforms Disagreed

Questions This Section Answers

• Why did some AI platforms rate Profound, Rank Prompt, and AthenaHQ as uncertain while others rated them strong?
• Which AI visibility platform claims conflicted most across OpenAI, Anthropic, Google, Grok, Perplexity, Kimi, and DeepSeek?

Disagreement was substantial and is preserved here rather than smoothed into false consensus.

• Profound: OpenAI, Anthropic, Google, and Grok rated it good or strong. DeepSeek rated it mixed and Kimi rated it uncertain, both citing the absence of verifiable public pricing and white-label documentation ^[95]. Google ranked it ninth while OpenAI, DeepSeek, and Grok ranked it first.
• Rank Prompt: OpenAI, Grok, and Google rated it strong. DeepSeek and Kimi rated it uncertain because the official website could not be retrieved during their research sessions ^[97]. Anthropic ranked it tenth while Perplexity ranked it second.
• AthenaHQ: Google and Grok rated it good. OpenAI, Anthropic, and Perplexity rated it mixed. DeepSeek and Kimi rated it uncertain, with Kimi reporting no independent sources mentioning the entity ^[99].
• Scrunch AI: Six platforms rated it good or strong.

How Buyers Should Choose

Questions This Section Answers

• What should an agency check before choosing an AI visibility platform for multiple clients?
• Which AI visibility platform is best for an agency that needs both white-label reporting and predictable per-client costs?

Agencies should choose based on the constraint that matters most, not on the ranking alone.

If white-label client delivery is non-negotiable: Rank Prompt and LLM Pulse publish the most explicit white-label tiers. Rank Prompt includes white-label PDF reports on Agency and adds a white-label app and client portal on Agency Plus [e4:official:C2]. LLM Pulse offers partial, full, and embedded white-label options ^[100]. OtterlyAI explicitly does not offer native white-labeling, and Peec AI's native white-label scope is unclear on lower tiers ^[101].

If per-client cost predictability matters most: Ayzeo publishes flat per-project pricing at $49/month per additional client [e6:official:C3]. Rank Prompt charges a flat monthly fee regardless of client count up to 500 or 1,000 brands [e4:official:C2]. Profound and AthenaHQ both scale cost per client workspace or per brand, which compounds quickly ^[103]. .

Methodology

This index was produced from a single standardized prompt sent once to each of 7 AI platforms on 2026-09-19: OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google. The prompt asked which AI visibility platforms the platform would recommend for agencies needing multi-client workspaces, scalable prompt tracking, competitor benchmarking, citation and recommendation analysis, reporting, historical data, and ideally white-label or agency-friendly capabilities.

Platforms named 39 unique entities. Entities named by at least two platforms qualified for the final ranking, producing 10 qualifying entities. The ranking order is determined by platform mentions, then average listed position, then best listed position. The final ranking table is the sole authority for rank, mentions, share, average position, and best position.

Each qualifying entity received an evidence bundle compiled from the platforms that named it. Evidence bundles include fit assessments, use-case findings, pricing summaries, strengths, limitations, alternative recommendations, factual conflicts, and verification questions. Citations are platform-reported evidence, not independently verified facts. Source ownership was classified as owned, independent, or unclear where the evidence bundles provided that information.

Methodology Limitations

Several limitations apply to this study and should be weighed before acting on any recommendation.

• One prompt, one run. Each platform received the standardized prompt once. AI answers can vary by date, wording, location, account state, model, interface, browsing configuration, and the sources retrieved.
• Platform-reported research dates differ. DeepSeek reported research dates of 2026-06-11, 2026-06-01, 2026-06-15, 2026-01-15, and 2026-06-12 across different entity bundles; Anthropic reported 2026-01-15 for Semrush. These are provenance metadata and do not independently prove freshness. The authoritative study date is 2026-09-19.
• Platform mentions count only ranking-discovery mentions. They do not represent the number of platforms that later completed a fit assessment.
• Citations are platform-reported evidence. No citation was independently verified by the writer stage. Company-owned sources materially outnumber independent sources for several entities, and company claims should not be described as independently verified.
• URLs were collected from platform responses and were not independently validated.
• Conflicting product names, pricing, and capabilities were not resolved by guessing. Where sources conflicted, the conflict is described and buyers are told what to verify.
• Some platforms could not retrieve official sites. DeepSeek could not retrieve Peec AI's agency page, Rank Prompt's site, or LLM Pulse's agency details.

Final Verdict

Peec AI is the consensus leader for agencies in this study, named by 6 of 7 platforms at an average position of 1.67, with dedicated agency tiers, unlimited client seats, pitch projects, and MCP reporting. Profound is the strongest alternative for agencies serving enterprise clients that require SOC 2 and dedicated support, at the cost of per-workspace pricing that compounds quickly. OtterlyAI is the best mid-tier option for small and midsize agencies that need Looker Studio reporting and multi-client workspaces without enterprise pricing. Rank Prompt and LLM Pulse offer the most explicit white-label options for agencies that need branded client portals. Semrush and SE Ranking are best for agencies already standardized on an SEO suite. Ayzeo offers the most predictable per-client cost for portfolios of 3 to 20 clients. AthenaHQ has the most developed agency partner layer but the least predictable pricing. Scrunch AI offers unique technical diagnostics but the narrowest engine coverage on its entry agency tier.

No single platform is best for every agency. The right choice depends on whether the agency's binding constraint is white-label delivery, per-client cost predictability, enterprise compliance, SEO suite integration, or technical diagnostics.