Best AI Search Audits for B2B Companies

Answer Capsule

Profound is the consensus leader for AI search audits and market intelligence aimed at B2B buying-journey prompts, named by 4 of 7 platforms at an average listed position of 3.0 and a best position of 1. Peec AI (3 mentions, average 3.67) and Semrush (3 mentions, average 4.67) are the strongest alternatives for teams that want lower entry pricing or an existing SEO operating environment. Veza Digital (2 mentions, average 1.5) is the top-ranked managed, one-time audit for buyers who want an executive-ready diagnostic and a 90-day roadmap rather than software. Ariad Partners and BeCited round out the field as low-cost or fixed-price diagnostics. The study covered 7 platforms, 51 unique entities, and 6 qualifying entities. The principal limitation: this is a single standardized prompt sent once per platform, so results reflect one moment, one wording, and one retrieval configuration — not independent product testing.

Research Snapshot

• Topic: AI search audits and market intelligence for B2B companies
• Target buyer: B2B marketing and revenue teams focused on vendor discovery, buying-journey prompts, and competitor comparisons
• Use case: Audits covering recommendation analysis, competitor benchmarking, citation and source intelligence, citation architecture mapping, content-gap analysis, and a prioritized strategy for improving visibility during the buying journey
• Platforms included (7): openai, anthropic, deepseek, grok, perplexity, kimi, google
• Research date: 2026-09-18
• Unique entities named: 51
• Qualifying entities: 6
• Eligibility rule: named by at least two platforms during ranking discovery
• Geography: United States
• Ranking unit: audit company, audit service, or advisory provider

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

The Consensus Ranking

Questions This Section Answers

• What are the best AI search audit providers for B2B companies in 2026?
• Which AI search audit platform has the most cross-platform consensus for B2B buying-journey prompts?

The table below is the study's final ranking. Order is determined by platform mentions, then average listed position, then best listed position. It is reproduced exactly as calculated and is not adjusted for pricing, fit ratings, or evidence strength.

Note that Veza Digital has the best average listed position in the field (1.5) but only 2 platform mentions, which is why it ranks fourth rather than first. The ranking rule rewards breadth of platform consensus before average position.

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

Questions This Section Answers

• Which AI search audit provider should a B2B company choose if it needs continuous multi-engine monitoring rather than a one-time report?
• Is a software platform or a managed audit better for a B2B team that needs a prioritized 90-day roadmap?

1. Profound

Questions This Section Answers

• Is Profound worth it for B2B AI search audits, and what are its main drawbacks?
• Which B2B AI search audit platform should a buyer choose if it needs citation-share benchmarking and AI crawler verification?

Verdict. Profound is the consensus leader and the most complete platform in this field for B2B buying-journey audits, but it is also the least transparent on price and the most dependent on enterprise contracting. It is a measurement and workflow platform, not a consulting engagement, and several platforms explicitly note that it measures rather than writes.

Why it ranked here. Profound was named by 4 of 7 platforms (openai, anthropic, deepseek, google) at an average listed position of 3.0, with a best position of 1. That combination of breadth and top placement produced the highest consensus score in the study. Its fit ratings across platforms were strong (openai, grok), good (anthropic, deepseek, google, perplexity), and mixed (kimi) — the mixed rating came from a platform that classified it as a monitoring tool rather than an audit service ^[1].

Best suited for. Enterprise and well-resourced mid-market B2B teams with multiple product categories, defined competitor sets, and dedicated SEO, content, or revenue-operations staff. It suits buyers who want recurring measurement and optimization rather than a one-time report.

Main strengths for this use case. Prompt Volumes is built on a large proprietary dataset of real AI conversations and supports segmentation across discovery, consideration, and purchase prompts ^[2]. Answer Engine Insights tracks competitor visibility by topic, prompt, platform, visibility rank, citation share, share of voice, sentiment, and average position, with prompt-level competitive gaps and head-to-head comparisons ^[4]. Citation-share analysis can be sliced by competitor, region, model, persona, prompt, and topic ^[5]. Agent Analytics uses server-log integration to show which AI crawlers visit the site, which pages they access, and where rendering or structured-data problems exist ^[6]. Daily prompt execution means content changes can be observed within roughly 24–48 hours according to one platform's assessment ^[7]. Enterprise controls described publicly include SOC 2 Type II, SAML and OIDC single sign-on, role-based access control, and automated backups ^[6].

Main limitations. Enterprise pricing is custom and was not verifiably published in the reviewed official materials; third-party reports of approximately $99 Starter and $399 Growth conflict on plan names, limits, and included engines ^[8]. One platform estimated an enterprise floor of $2,000–$5,000+ per month ^[9], another cited $3,000–$8,000+ per month for mid-market ^[10], and a third described a $2,000–$8,000+ range. Agent Analytics requires CDN integration on supported platforms (Cloudflare, Akamai, Fastly, Vercel, Netlify, WordPress); self-hosted or unsupported stacks lose that headline feature ^[11]. Pipeline attribution is not native — connecting AI visibility to revenue in GA4 requires custom integration work ^[11]. One platform reported data latency of several days on some updates ^[12]. Another platform concluded that Profound "measures, and it writes nothing," meaning no prioritized fix-list or implementation roadmap is produced by the platform itself ^[1]. Prompt and citation datasets are proprietary, and independent validation of representativeness, sampling, geography, and reproducibility is limited in the reviewed sources ^[6].

Pricing or cost summary. Public self-serve tiers reported across platforms: Starter at approximately $99/month (ChatGPT only, limited prompts), Growth at approximately $399/month (three engines, more prompts and seats), and Enterprise custom ^[13]. Annual billing is reported to remove roughly two months of cost on self-serve tiers ^[13]. The supplied estimate of $3,000–$8,000+ per month for mid-market use is not independently verified and should be treated only as an estimate ^[8]. Agent credits are metered; Growth is reported at 400 credits per month ^[15].

Where platforms disagreed. Fit ratings ranged from strong to mixed. One platform classified Profound as a monitoring tool rather than an audit service and flagged the absence of prioritized fix-lists ^[1]. Another rated it strong and emphasized prompt-volume intelligence and crawler analytics ^[16]. A third rated it good but warned that Starter and Growth are narrow pilots and that genuine B2B programs require Enterprise deployment ^[11]. Enterprise pricing estimates conflict materially across sources. Funding claims also conflict: one platform cited a $96 million Series C at a $1 billion valuation in February 2026 ^[17], while another cited a $180 million Series D at a $1.8 billion valuation in September 2026 ^[19]. The later valuation should not be used for buyer-fit decisions.

2. Peec AI

Questions This Section Answers

• Is Peec AI worth it for B2B AI search audits, and what are its main drawbacks?
• Is Peec AI or Profound better for B2B buying-journey monitoring when budget and seat count matter?

Verdict. Peec AI is the strongest mid-market specialist in this field for prompt-level visibility, competitor benchmarking, and citation-source gap analysis. It is a monitoring platform, not an execution platform, and its per-model add-on pricing can push real cost well above the published tier.

Why it ranked here. Peec AI was named by 3 of 7 platforms (openai, deepseek, google) at an average listed position of 3.67, with a best position of 3. Fit ratings were strong (google, grok), good (openai, anthropic, perplexity), and uncertain (deepseek, kimi) — the uncertain ratings came from platforms that could not retrieve the official site or verify pricing ^[20].

Best suited for. B2B teams monitoring vendor-discovery, alternatives, comparison, and category prompts; teams needing daily visibility, share-of-voice, competitor, source, and URL-level reporting; and marketing or SEO teams that want citation-gap analysis to prioritize content, PR, directory, partnership, or community work.

Main strengths for this use case. Competitor benchmarking is the platform's core strength: side-by-side leaderboards rank the brand and up to nine tracked competitors on visibility, position, sentiment, and share of voice across each AI model ^[22]. Citation intelligence distinguishes "used" sources from "cited" sources, surfaces exact domain and URL citation patterns, and shows which competitors appear in those sources ^[23]. Gap analysis surfaces sources where competitors are cited but the brand is not, ranked by Gap Score ^[25]. Sources are classified into five types — editorial, corporate, UGC, reference, and owned website — each pointing to a different action ^[26]. The Actions engine, included on every plan at no extra cost, clusters citation sources and scores opportunities on a 1–3 relative scale ^[27]. Prompt tagging supports commercial-intent grouping across discovery, comparison, evaluation, and implementation stages ^[29]. Unlimited user seats are included across plans, which matters for agencies and larger marketing teams ^[30]. A Brand Perception tool launched in September 2026 tracks how AI models describe and characterize a brand, with association scores from 0 to 100, common objections, and factual mismatches ^[31].

Main limitations. It is monitoring-only: it does not create, optimize, or publish content to close visibility gaps ^[32]. There is no AI traffic attribution or citation-to-lead connection, so it cannot prove pipeline impact ^[33]. Self-serve plans cap at three AI models; additional engines are billed as add-ons reported at roughly €30–€140 per model per month, which one platform estimated raises effective cost 30–60% above the published tier ^[34]. Historical data is reported as limited to 30 days on base plans ^[32]. One platform flagged that the platform uses UI scraping for core engines and official APIs for enterprise model tiers, creating two collection methods inside one dashboard and raising comparability questions ^[36]. Public materials do not establish enterprise procurement terms, compliance certifications, retention controls, or data-processing terms ^[37]. One platform noted that paywalled or JavaScript-dependent content may be invisible to AI models ^[37].

Pricing or cost summary. Published self-serve tiers are reported in euros: Starter €85/month or €70/month annual, Pro €205/month or €180/month annual, Advanced €425/month or €360/month annual, with annual billing at roughly a 15% discount ^[38]. USD equivalents reported by other platforms are approximately $95, $245, and $495 per month for Starter, Pro, and Advanced ^[39]. Plan allowances reported publicly include 50 prompts and 1 project on Starter, 150 prompts and 2 projects on Pro, and 350 prompts and 5 projects on Advanced ^[41]. Enterprise pricing is custom. A 7-day free trial is reported ^[38].

Where platforms disagreed. Pricing confidence varied sharply. One platform rated pricing confidence high and cited $95/$245/$495 ^[40]; another rated it moderate and cited euro figures with a 15% annual discount ^[38]; a third rated it low and reported that the official pricing page did not expose all numeric prices ^[41]. Two platforms could not verify the official site at all and rated fit uncertain ^[20]. One platform reported 3,000+ brands and agencies as of August 2026 ^[42], while another reported over 2,000 brands and $4M+ ARR ^[43]. These figures conflict and should be verified.

3. Semrush

Questions This Section Answers

• Is Semrush worth it for B2B AI search audits, and what are its main drawbacks?
• Which AI search audit option should a B2B team choose if it already runs Semrush for SEO and wants AI visibility in the same platform?

Verdict. Semrush is the best fit for B2B teams that want AI visibility auditing inside an established SEO operating environment. It is a credible measurement layer, but it identifies gaps more reliably than it closes them, and per-domain pricing compounds quickly for multi-brand programs.

Why it ranked here. Semrush was named by 3 of 7 platforms (openai, anthropic, deepseek) at an average listed position of 4.67, with a best position of 4. Fit ratings were good across six platforms and mixed on one, which flagged the absence of a dedicated standalone AI audit product ^[44].

Best suited for. B2B teams auditing brand and competitor visibility across ChatGPT, Gemini, Perplexity, Google AI Mode, and Google AI Overviews; teams wanting prompt tracking, cited-page analysis, competitor-gap discovery, technical AI-readiness auditing, and SEO-to-AI-search workflow integration; organizations needing recurring monitoring and exportable reporting.

Main strengths for this use case. The AI Visibility Toolkit tracks brand mentions inside AI answers across ChatGPT, Google AI Overviews, Gemini, and Perplexity ^[45]. Prompt Research is seeded from Semrush's search database rather than requiring manual prompt entry, which one platform called the toolkit's strongest feature [c6-16,c6-17]. The Competitor Research Report compares the brand against up to four competitors and surfaces topic and prompt gaps where rivals appear but the brand does not [c21-4][c21-6,c21-7,c21-8]. Brand Performance reports compare share of voice and sentiment against competitors [c2-6,c2-7,c2-9]. The AI Search Health audit checks crawlability, indexation, and bot access, including llms.txt presence and GPTBot blocking [c42-15]. Multitargeting tracks the same prompt across Google, ChatGPT, and Google AI Mode side by side, revealing cases where a brand ranks first on Google but is invisible in ChatGPT [c41-12,c41-13,c41-14]. One platform cited a 126-million-prompt U.S. dataset across ChatGPT, Gemini, Google AI Mode, and AI Overviews [c44-4,c44-6]; another cited a database of over 317 million prompts ^[46].

Main limitations. Claude, Copilot, and DeepSeek are reserved for a separate Enterprise AIO product, which one platform called a coverage gap for B2B buyers whose decision-makers rely on Copilot or Claude ^[47]. The base tier tracks only 25 custom prompts, and CSV export is limited to 10 per day [c6-3,c6-5]. Core gap analysis is described as oriented toward traditional SERP performance rather than LLM citation optimization, and the toolkit does not include tactical workflows for structured data, entity authority building, or content formatting [c33-10,c33-11]. Standard attribution cannot see AI influence because most AI search sessions end without a click [c43-3,c43-5,c43-6]. The AI answer snapshot UI is described as raw, requiring manual reading of AI paragraphs to find a mention [c42-10]. One platform noted the toolkit is a poor fit for seed-stage startups with one product and no Semrush habit [c6-11]. Another reported the standalone toolkit has no free trial ^[48].

Pricing or cost summary. The standalone AI Visibility Toolkit is publicly listed at $99/month per domain when billed annually, with 25 tracked prompts and one Brand Performance domain ^[49]. Semrush One tiers are reported at $199/month Starter, $299/month Pro+, and $549/month Advanced, with annual equivalents of $165.17, $248.17, and $455.67 per month [c4-9]^[51]. Additional users are reported at $45/month on the pricing page but $99 per corporate subuser in the knowledge base — a documented inconsistency ^[49]. Additional 50 tracked prompts are reported at $60/month, and additional Brand Performance domains at $99/month ^[49]. Reporting add-ons are reported at $10/month for Base Reports and $20/month for Pro Reports ^[49].

Where platforms disagreed. Pricing representations conflict across Semrush's own pages: $99/month standalone, $199/month starting for Semrush One, and separate annualized figures on the FAQ page ^[49]. One platform reported a standalone range of $99–$1,090+ per month depending on domains, seats, and prompts ^[52]. Engine counts conflict between four and five across reviews ^[53]. One platform rated fit mixed and argued Semrush lacks a dedicated standalone AI audit product ^[44]; six others rated it good. One platform reported that pricing and packaging shifted multiple times after an April 2026 acquisition and that tier definitions conflict across mid-2026 sources [c4-9].

4. Veza Digital

Questions This Section Answers

• Is Veza Digital worth it for B2B AI search audits, and what are its main drawbacks?
• Which managed AI search audit should a B2B company buy if it needs a fixed-price diagnostic and a 90-day roadmap?

Verdict. Veza Digital offers the most clearly productized managed audit in this field: a fixed $4,500 engagement with 30 days of tracking across six AI platforms, competitor benchmarking, entity mapping, and a 90-day prioritized roadmap. The trade-offs are a six-week timeline, a three-competitor ceiling, and a company-owned evidence base with limited independent validation.

Why it ranked here. Veza Digital was named by 2 of 7 platforms (anthropic, google) but at the best average listed position in the entire field (1.5), with a best position of 1. Fit ratings were strong (grok), good (openai, anthropic, perplexity), mixed (google, kimi), and uncertain (deepseek). The mixed and uncertain ratings reflect domain and verification concerns rather than capability gaps.

Best suited for. B2B companies that need an executive-ready diagnostic and prioritized implementation plan; teams evaluating visibility across ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, and Copilot; companies with three defined competitors and enough sales input to build a relevant buying-journey prompt set.

Main strengths for this use case. The audit tests a custom prompt set derived from target keywords, competitor analysis, sales-team input, and industry buyer questions, typically 50 to 100 prompts across six AI platforms ^[54]. It benchmarks against up to three competitors and produces a competitive gap map ^[54]. Citation analysis covers which platforms cite the brand, citation frequency, query context, citation accuracy, citation stability, and competitor citation patterns over 30 days ^[54]. The deliverable includes an entity map and reviews Organization, Person, Service, FAQPage, and BreadcrumbList schema, plus semantic HTML, hierarchy, and AI crawler access ^[55]. Content review covers 20 to 30 top pages for answer-first structure, entity paragraphs, FAQ schema, data tables, definition blocks, freshness, and extraction readiness ^[54]. The 90-day roadmap is organized into quick wins, structural fixes, content work, and ongoing off-site activity, with stated impact and effort estimates ^[57]. The report and action plan are owned outright by the client whether or not Veza executes implementation ^[60]. A free AEO audit is offered as a baseline check before committing ^[61].

Main limitations. The methodology is vendor-described; independent accuracy and outcome evidence were not located ^[54]. The audit is limited to up to three competitors and a typical range of 50 to 100 prompts ^[54]. Public materials do not establish statistical representativeness across industries, regions, personas, or platform variants ^[54]. Webflow receives deeper technical guidance; buyers on WordPress, HubSpot, or other platforms receive implementation specs and must execute independently ^[62]. The timeline is approximately six weeks and cannot be compressed without losing 30-day pattern data ^[65]. Veza states that AEO builds on SEO, so sites without organic rankings, backlinks, or a content library should address SEO first ^[67]. One platform reported that the primary domain redirected to a domain-for-sale placeholder in late 2026 and that operational assets appear consolidated under a different network name, creating contracting-entity uncertainty ^[69].

Pricing or cost summary. The AI Search Visibility Audit is publicly listed at a fixed $4,500, including a 30-page report, 30 days of tracking, competitor benchmarking, raw citation data, and a 60-minute strategy call ^[71]. Ongoing WAIO service is described as starting at $8,000 per month with a reported 12-month minimum ^[73]. Setup and migration costs are reported from $28,000 minimum ^[73]. The $4,500 audit fee is credited in full toward the first WAIO month if the engagement begins within 60 days ^[74]. One platform reported a separate $5,000 refundable-deposit path for a related service, which conflicts with the $8,000/month figure ^[75].

Where platforms disagreed. Fit ratings ranged from strong to uncertain. One platform rated it strong and emphasized direct alignment with the stated criteria ^[76]. Another rated it uncertain because pricing and deliverables rest on ranking-stage inputs rather than verified company sources ^[77]. A third rated it mixed and flagged the domain redirect and brand consolidation as operational risks ^[69]. One platform noted that Veza Digital (the marketing agency) and Veza (the identity security platform) share a corporate name and are occasionally conflated in search results ^[78]. Ongoing WAIO pricing is reported inconsistently across sources.

5. Ariad Partners

Questions This Section Answers

• Is Ariad Partners worth it for B2B AI search audits, and what are its main drawbacks?
• Which free or low-cost AI search audit should a B2B SMB choose to get a competitor and content-gap snapshot?

Verdict. Ariad Partners offers a free, fast, agency-produced baseline audit that is well matched to B2B SMBs taking a first look at AI visibility. It is not a competitive-intelligence platform, and its public methodology detail is thin.

Why it ranked here. Ariad Partners was named by 2 of 7 platforms (grok, perplexity) at an average listed position of 4.0, with a best position of 1. Fit ratings were strong (grok), good (openai, google, perplexity), mixed (anthropic), and uncertain (deepseek, kimi). The spread reflects disagreement about whether a free, SMB-oriented diagnostic counts as a full audit.

Best suited for. B2B SMBs beginning AI-search visibility work; marketing teams seeking a buyer-query and competitor snapshot without buying software; companies wanting a prioritized 90-day content and technical roadmap.

Main strengths for this use case. The audit runs the business through ChatGPT, Perplexity, Google AI Overviews, and Gemini using real buyer queries and includes actual AI responses verbatim ^[79]. It requests three competitor URLs and describes comparison against the top three to five competitors, including citation frequency, where competitors appear but the buyer does not, the gap to the leader, and what may be achievable over the next quarter ^[81]. The Content Opportunity Map identifies buyer questions and topics with no business coverage, ranked by citation potential and creation effort ^[83]. The structural review covers on-page schema markup, content structure, formatting, and AEO signals ^[84]. The service promises three to five high-impact changes prioritized by effort versus impact and a sequenced 90-day roadmap ^[86]. Delivery is described as within five business days with no call required ^[88].

Main limitations. There is no public methodology for prompt selection, sample size, geographic personalization, model versions, or test frequency ^[79]. No recurring tracking, dashboard, API, raw-data export, or alerting is confirmed ^[79]. No public proof establishes a comprehensive external citation architecture map ^[79]. The service is positioned toward B2B SMBs, so enterprise-scale applicability is unclear ^[79]. One platform found no competitor benchmarking or share-of-voice analysis and no citation source analysis ^[89]. Another found no transparent pricing or standardized deliverables for comparison shopping ^[91]. Claims such as competitors missing 60% to 80% of relevant signals are company claims, not independently validated evidence ^[79]. One platform noted the company's G2 profile shows inactive status over one year, limiting verification of recent outcomes ^[92].

Pricing or cost summary. The AI Visibility Audit is publicly presented as free ^[79]. If the buyer proceeds to broader SEO services, public pricing shows SEO Growth starting at $4,500 per month, with final pricing depending on scope, content volume, competition, and technical needs ^[94]. One platform reported an AI Marketing Foundation retainer starting at $3,500/month that includes the audit ^[96]. No contract, renewal, cancellation, or obligation terms for the free audit are publicly stated ^[79].

Where platforms disagreed. One platform rated it strong and described an exact match to the required features ^[96]. Another rated it mixed and argued it lacks competitor benchmarking, citation source analysis, and citation architecture mapping ^[89]. Two platforms rated it uncertain because methodology, pricing, and deliverables could not be verified ^[98]. The official audit page describes six deliverables while a related landing page lists five and omits the Content Opportunity Map ^[79]. The form requires the top five keywords and top three competitor URLs, while the deliverables section describes comparison against three to five competitors ^[79].

6. BeCited

Questions This Section Answers

• Is BeCited worth it for B2B AI search audits, and what are its main drawbacks?
• Which fixed-price AI search audit should a B2B company buy if it wants manual citation verification rather than an automated dashboard?

Verdict. BeCited is the most transparently priced analyst-led audit in this field: a $2,000 one-time Full Audit testing 100–300 buying-intent prompts across four engines with manual review of every quote. It is a point-in-time diagnostic, not a monitoring platform, and its published B2B case evidence is limited.

Why it ranked here. BeCited was named by 2 of 7 platforms (grok, kimi) at an average listed position of 4.5, with a best position of 3. Fit ratings were strong (google, grok), good (openai, anthropic, perplexity, kimi), and uncertain (deepseek). The uncertain rating came from a platform that could not retrieve the official site during its research pass ^[99].

Best suited for. B2B companies evaluating visibility for vendor-discovery and comparison prompts; teams wanting analyst-reviewed recommendations rather than an automated dashboard; companies needing a one-time diagnostic and 90-day prioritization plan.

Main strengths for this use case. The Full Audit tests 100–300 buying-intent prompts across ChatGPT, Gemini, Perplexity, and Claude and reports a 0–100 visibility score with an engine-by-engine breakdown ^[100]. Answers are manually reviewed by a named analyst, and BeCited explicitly distinguishes simple mentions from true recommendations ^[102]. The audit includes a Source Influence Map that maps which third-party platforms, review sites, or directories AI models rely on for category recommendations ^[103]. Sources are tiered by category-specific AI trust rather than general domain authority ^[104]. Gap analysis shows which buying-intent prompts return competitors but not the brand, mapped to root cause — content gap, authority gap, or technical gap ^[105]. Site-readiness checks cover robots.txt, llms.txt, sitemap, structured data, meta tags, heading order, FAQ format, page speed, entity recognition, quotability, and agent-readiness ^[105]. The deliverable includes a prioritized 90-day action plan, persona-matched analysis, and a 45-minute strategy session ^[106]. A free tier is available with limited site-readiness checks and three sample prompts ^[106].

Main limitations. The Full Audit is a one-week diagnostic, not a self-service monitoring platform ^[100]. Public evidence does not establish independent validation of the score, confidence intervals, or customer revenue outcomes ^[104]. The scope of technical citation-architecture mapping and page-level recommendations is not fully specified publicly ^[100]. AI results are inherently volatile, and the terms disclaim guarantees of future visibility or business outcomes ^[108]. Published B2B SaaS case evidence appears limited; the case-study page states additional SaaS and consumer-product audits were still in the pipeline ^[109]. Coverage excludes Google AI Overviews, Microsoft Copilot, and other emerging surfaces ^[105]. The single-analyst model creates a scalability and replicability bottleneck ^[105]. There is no multi-user platform, shared workspace, role-based permissions, or marketing-automation integration ^[105]. One platform noted the homepage describes 19 site-readiness checks while the case-study page describes 15 ^[100]. Reports are licensed for internal business use and may not be resold, redistributed, or publicly shared without written permission ^[108].

Pricing or cost summary. The Full Audit is publicly listed at $2,000 as a one-time service delivered in one week [e6:official:C1]. A Snapshot tier is listed at $199 one-time with 10 buying-intent prompts on Perplexity and a 48-hour turnaround, credited toward the Full Audit within 30 days [e6:official:C1]. A quarterly option is listed at $1,500 per quarter and includes a recurring audit, delta report, trend tracking, updated action plan, and a 30-minute strategy call [e6:official:C1]. Payment is due upon engagement unless otherwise agreed in writing, and dissatisfied customers are asked to contact BeCited within 14 days of delivery to discuss resolution; no specific refund policy is stated ^[108]. Relevance Engineering implementation work is priced separately on a project basis ^[110].

Where platforms disagreed. Two platforms rated it strong and emphasized the manual, human-verified methodology ^[102]. One rated it uncertain because all evidence was vendor-reported and the official site was not retrievable during that research pass ^[99]. One platform noted that third-party listings describe monthly plans and different packaging for a similarly named product, indicating package inconsistency in the broader market presentation ^[112]. The prompt count is stated as a wide 100–300 range with no public clarification of what determines position in that range ^[114].

What the Cross-Platform Study Reveals About This Market

Questions This Section Answers

• What does a 7-platform AI consensus study reveal about how AI search audit providers are recommended for B2B companies?
• Why do AI platforms recommend different AI search audit providers for the same B2B buying-journey use case?

Three structural patterns emerge from the six qualifying entities.

First, the market splits into platforms and engagements. Profound, Peec AI, and Semrush are software platforms sold on subscription. Veza Digital, Ariad Partners, and BeCited are engagements sold as one-time or retainer-based services. The ranking table interleaves them, but the buyer decision is different: platforms require internal execution capacity, while engagements supply interpretation and prioritization. One platform framed this directly, noting that Profound "measures, and it writes nothing" ^[115], while another described Peec AI as excelling at diagnosis but offering no treatment ^[116].

Second, citation intelligence is the shared battleground. Every qualifying entity claims some form of citation or source analysis. Profound reports citation share by competitor, region, model, persona, prompt, and topic ^[117]. Peec AI distinguishes used from cited sources and classifies them into five types ^[118]. Semrush tracks cited pages and flags the mention-source divide [c41-6,c41-7]. Veza Digital measures citation frequency, accuracy, and stability over 30 days ^[120]. Ariad Partners shows which businesses are cited ^[121]. BeCited tiers sources by category-specific AI trust ^[122]. The differentiation is depth and actionability, not the existence of the capability.

Third, pricing transparency is inversely related to platform scale. The two lowest-ranked entities by mentions publish the clearest prices: BeCited at $2,000 one-time and Ariad Partners at free. The highest-ranked entity, Profound, publishes no verified enterprise price. Semrush publishes a $99/month entry point but conflicts with itself on add-on pricing ^[123]. Peec AI publishes euro tiers that third-party sources translate inconsistently ^[124].

Where the AI Platforms Agreed

Questions This Section Answers

• Which AI search audit capabilities do multiple AI platforms agree matter most for B2B buying-journey visibility?

Several findings were consistent across platforms regardless of which entity they favored.

• Buying-journey prompt segmentation is the core value driver. Profound segments discovery, consideration, and purchase prompts ^[126]. Peec AI tags prompts by commercial intent across discovery, comparison, evaluation, and implementation ^[127]. Veza Digital builds prompt sets from sales-team input and industry buyer questions ^[128]. BeCited tests buying-intent prompts specifically ^[129].
• Competitor citation gaps are the primary diagnostic output. Profound, Peec AI, Semrush, Veza Digital, Ariad Partners, and BeCited all describe identifying prompts or sources where competitors appear and the buyer does not.
• AI answers are volatile and point-in-time. BeCited's terms state audits are point-in-time diagnostics subject to model updates, training-data refreshes, web-index changes, and competitor content ^[130]. One platform reported 40–60% monthly drift in cited sources ^[131]. Another reported that 93% of AI search sessions end without a website click [c44-12].
• No vendor guarantees outcomes. Profound's public evidence is stronger for visibility analytics than for independently verified B2B revenue outcomes ^[132]. Peec AI has no citation-to-lead attribution ^[133]. Semrush does not natively connect citations to conversion or revenue [c43-3,c43-5,c43-6]. Veza Digital does not guarantee citations, rankings, or revenue ^[128].
• Enterprise controls are gated to top tiers. Profound gates SOC 2 and SSO/SAML to Enterprise ^[134]. Peec AI gates API access and SSO to Enterprise ^[135]. Semrush reserves Claude, Copilot, and DeepSeek coverage for Enterprise AIO ^[136].

Where the AI Platforms Disagreed

Questions This Section Answers

• Why do AI platforms disagree about whether AI search audit providers are monitoring tools or full audit services?

Disagreements were substantive, not cosmetic.

Monitoring tool versus audit service. One platform classified Profound as a monitoring tool that measures but does not produce remediation plans ^[137]. Four other platforms rated it strong or good as an audit platform ^[138]. The same split appeared for Peec AI, which one platform described as diagnosis without treatment ^[140] while others rated it strong ^[141].

Pricing estimates conflict materially. Profound enterprise estimates ranged from $2,000–$5,000+ per month ^[143] to $3,000–$8,000+ per month ^[144] to a $2,000–$8,000+ range. Peec AI pricing was rated high confidence by one platform ^[141] and low confidence by another ^[145]. Semrush add-on user pricing conflicts between $45/month and $99/month within Semrush's own documentation ^[146].

Verification failures drove uncertainty ratings. Two platforms rated Peec AI uncertain because the official site could not be retrieved ^[147]. One platform rated BeCited uncertain for the same reason ^[149]. One platform rated Veza Digital uncertain because pricing and deliverables rested on ranking-stage inputs ^[150]. These are evidence-availability disagreements, not capability disagreements.

Domain and entity stability concerns. One platform reported that Veza Digital's primary domain redirected to a domain-for-sale placeholder in late 2026 and that assets appear consolidated under a different network name ^[151]. No other platform reported this. It is a material operational risk that buyers should verify directly.

Funding and valuation claims conflict. Profound's Series C was reported as $96 million at a $1 billion valuation in February 2026 ^[153], while a later source reported a $180 million Series D at a $1.8 billion valuation in September 2026 ^[155]. Peec AI's customer count was reported as 3,000+ brands ^[156] and as over 2,000 brands ^[157].

How Buyers Should Choose

Questions This Section Answers

• What should a B2B buyer check before choosing an AI search audit provider for buying-journey visibility work?
• Which AI search audit provider should a B2B company choose if it needs both continuous monitoring and a one-time strategic diagnostic?

Start with the execution model, not the feature list. If the team has SEO, content, or revenue-operations staff who can act on dashboards, a platform is more economical over time. If the team needs interpretation, prioritization, and an executive-ready artifact, an engagement is the better buy.

Then match the coverage to the buyer's actual AI surfaces. Semrush excludes Claude, Copilot, and DeepSeek from standard tiers ^[158]. BeCited covers four engines and excludes Google AI Overviews and Copilot ^[159]. Peec AI caps self-serve plans at three models with add-ons for the rest ^[160]. If the buyer's decision-makers research vendors in Copilot or Claude, that gap is material.

Then verify the commercial terms in writing. Profound's enterprise pricing, contract length, renewal, and data-deletion terms are not publicly stated ^[161]. Peec AI's cancellation, refund, and retention terms were not verified from public sources ^[162]. Semrush's cancellation generally takes effect at the end of the committed term and prepaid fees are generally not refundable ^[163]. Veza Digital's WAIO minimum term and cancellation notice are unclear ^[164]. BeCited states no specific refund policy ^[165].

Finally, run a scoped pilot against the buyer's own prompts and competitors. Multiple platforms recommended exactly this: a paid pilot with written scope, methodology, export rights, and commercial terms ^[161], a 7-day trial focused on top buying-journey prompts ^[166], and a representative B2B audit using the buyer's competitors and markets before purchase ^[163].

A useful starting point for comparing the full set of reviews is the ai search audits market intelligence directory.

Methodology

This index was produced from a single standardized prompt sent once to each of 7 included platforms on 2026-09-18:

"A B2B company wants an audit focused on the high-intent questions buyers ask AI systems when researching vendors, products, and services. It needs recommendation analysis, competitor benchmarking, citation and source intelligence, citation architecture mapping, content-gap analysis, and a prioritized strategy for improving visibility during the buying journey. Which AI search audit providers would you recommend for B2B companies, and why?"

Platforms included: openai, anthropic, deepseek, grok, perplexity, kimi, google.

Entities were extracted from platform responses, normalized to canonical brand names, and filtered by an eligibility rule requiring at least two platform mentions. That produced 51 unique entities and 6 qualifying entities.

The final ranking order was calculated from platform mentions, then average listed position, then best listed position. The ranking table is reproduced exactly as calculated. Fit assessments, pricing details, strengths, limitations, and disagreements come from the entity evidence bundles, which draw on platform-reported citations. Citations are platform-reported evidence, not independently verified facts.

Platform mentions count only ranking-discovery mentions. They do not represent the number of platforms that later completed a fit assessment.

Methodology Limitations

• One prompt, one run. A single standardized prompt was sent once to each platform. Different wording, a different date, or a different account state could produce different recommendations.
• Platform-reported research dates differ from the run date. Several platforms reported earlier internal research dates than the authoritative run date of 2026-09-18. These are provenance metadata and do not independently prove freshness.
• AI answers vary. Results can change by date, wording, location, account state, model version, interface, browsing configuration, and the sources retrieved.
• Platform recommendations are market intelligence, not customer reviews. They are not independent product testing and are not proof of quality.
• Source ownership varies. Some cited sources are company-owned; others are independent reviews, directories, or journalism. Company-owned sources are labeled as such in the consolidated source list.
• URLs were not independently validated. The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
• Some official-site retrievals failed. Official-site retrieval failed for one or more mentions of Peec AI and BeCited, and no failed fetch was used as a verified domain key.
• Conflicting claims were preserved, not resolved. Where pricing, funding, customer counts, or capabilities conflict across sources, this report describes the conflict and tells buyers what to verify rather than choosing a value.
• No-search model claims require verification. One included platform ran without search enabled, so its claims are model-reported rather than retrieval-backed.

Final Verdict

Profound is the consensus leader for AI search audits and market intelligence aimed at B2B buying-journey prompts, with the broadest platform consensus and the deepest citation-share and crawler-analytics capability. It is the right choice for enterprise and well-resourced mid-market teams that can absorb custom pricing and act on measurement data internally.

Peec AI is the strongest mid-market alternative for prompt-level visibility, competitor benchmarking, and source-gap analysis, provided the buyer accounts for per-model add-on costs and accepts that it monitors rather than executes. Semrush is the best fit for teams that want AI visibility inside an existing SEO operating environment, with the caveat that Claude, Copilot, and DeepSeek coverage requires a separate enterprise product.

Veza Digital offers the most clearly productized managed audit at a fixed $4,500 with a 90-day roadmap, but buyers should verify the contracting entity and confirm non-Webflow implementation depth. Ariad Partners provides a free, fast baseline for B2B SMBs, with limited methodology transparency. BeCited provides the most transparently priced analyst-led audit at $2,000, with manual citation verification and a four-engine scope.

No vendor in this study guarantees citations, rankings, pipeline, or revenue. Every buyer should run a scoped pilot against their own prompts, competitors, and markets before committing to an annual contract.