Answer Capsule
Profound is the consensus leader for enterprise AI citation and authority building, named by 3 of 6 platforms (50.0% share) at an average listed position of 4.67 and a best position of 1. iPullRank is the strongest alternative for enterprises that want strategy plus advisory or managed execution rather than a monitoring tool, and First Page Sage is the leading choice when authority must be built through sustained thought-leadership content and third-party evidence. Adam Silva Consulting fits a defined 90-day single-brand sprint, and Profound Strategy is the weakest-verified option in this set. Six platforms were studied — openai, anthropic, deepseek, grok, perplexity, and kimi — using one standardized prompt sent once to each. The principal limitation is that platform answers are market intelligence, not verified customer reviews, and several entities carry unresolved identity, pricing, and capability conflicts that buyers must confirm directly.
Research Snapshot
- Topic: AI citation and authority building for enterprise brands
- Target buyer: Large enterprise teams managing multiple brands, markets, business units, competitors, or executive reporting needs
- Use case: AI Citation Building Agencies for Enterprise Brands
- Geography: United States
- Platforms included (6): openai, anthropic, deepseek, grok, perplexity, kimi
- Research date: 2026-09-17
- Unique entities named across platforms: 48
- Qualifying entities: 5
- Eligibility rule: Named by at least two platforms during ranking discovery
- Ranking unit: Agency or consulting partner
- Ranking rule: Platform mentions, then average listed rank, then best listed rank
The configured platform count of 7 is provenance metadata only. Exactly 6 platforms were included in this run, and every reference to platform coverage in this report reflects that 6-platform set.
The Consensus Ranking
Questions This Section Answers
- What are the best AI citation building agencies for enterprise brands in 2026?
- Which AI citation and authority building partner has the most cross-platform consensus for large multi-brand enterprises?
The table below is the sole authority for rank, platform mentions, platform share, average listed position, and best position. Platform mentions count only ranking-discovery mentions; they do not reflect how many platforms later completed a fit assessment.
Profound leads on mentions despite the highest average listed position in the top two, because it was named by three platforms rather than two. iPullRank holds the best average position (2.00) of any qualifying entity but was named by only two platforms. Profound Strategy qualified on mentions but carries the weakest average position (8.50) and best position (7) in the set.
| Rank | Entity | Platform mentions | Share of platform responses | Average listed position | Best position | Best considered for |
|---|---|---|---|---|---|---|
| 1 | Profound | 3 | 50.0% | 4.67 | 1 | Enterprise teams needing cross-brand, cross-market AI-visibility and citation measurement.; AEO, SEO, PR, communications, and content teams needing source intelligence and competitor benchmarking.; Agencies or internal centers of excellence that can execute publisher outreach, content production, and authority development themselves. |
| 2 | iPullRank | 2 | 33.3% | 2.00 | 1 | Fortune 500 and other enterprise brands with multiple business units, markets, properties, or distributed teams.; Brands needing an integrated program spanning technical visibility, content architecture, digital PR/authority, measurement, governance, and executive communication.; Organizations that want strategy plus advisory or managed execution rather than a narrow citation-monitoring tool. |
| 3 | First Page Sage | 2 | 33.3% | 4.00 | 4 | Enterprise brands with complex products, competitive categories, and sufficient time to build authority through sustained content and public evidence.; Organizations wanting one agency to combine SEO, GEO strategy, content production, technical implementation, and authority-building PR.; B2B companies with in-house subject-matter experts available for recurring content interviews and review. |
| 4 | Adam Silva Consulting | 2 | 33.3% | 5.00 | 4 | A brand or business unit seeking a defined 90-day authority-building sprint.; Enterprise teams needing primary research, structured content, schema implementation, and basic recurring AI citation measurement.; Organizations willing to manage internal coordination, approvals, localization, governance, and ongoing measurement beyond the initial program. |
| 5 | Profound Strategy | 2 | 33.3% | 8.50 | 7 | Enterprise teams seeking a customized SEO-and-AI strategy engagement rather than a clearly packaged citation-building platform.; Organizations wanting a partner to combine AI-search strategy with broader SEO, content, and implementation support.; Brands comfortable requesting a proposal and validating the scope, measurement framework, and reporting model during procurement. |
Which Option Is Best for Which Version of the Buyer Need?
Questions This Section Answers
- Which AI citation building agency should a large enterprise choose if it needs citation measurement and source intelligence but will execute outreach internally?
- Is iPullRank or First Page Sage better for an enterprise that needs governance and executive reporting across multiple business units?
- Which AI citation agency is best for a single-brand 90-day authority sprint with a fixed budget?
| Buyer need | Best-fit option | Why, from the evidence |
|---|---|---|
| Large-scale citation measurement, source mapping, competitor benchmarking, and executive dashboards, with internal execution capacity | Profound | Platform-level citation tracking, source categorization, citation-relationship and decay views, and multi-engine coverage; monitoring-first rather than managed execution |
| Integrated enterprise program spanning technical visibility, content architecture, digital PR, measurement, governance, and executive communication | iPullRank | Elite operating model explicitly targets enterprise organizations with multiple business units, distributed teams, and executive stakeholders |
| Authority built through sustained thought-leadership content, original research, comparison content, and third-party validation | First Page Sage | Managed GEO program combining AI-platform audits, technical SEO, thought-leadership content, original research, and authority PR |
| A defined 90-day authority sprint for one brand or business unit with a fixed published price | Adam Silva Consulting | $15,000, 90-day Authority Building Program with ten authority articles, schema architecture, and monthly citation audits across five AI platforms |
| A customized SEO-and-AI consulting engagement where scope, measurement, and reporting are negotiated in a proposal | Profound Strategy | Public positioning supports scalable SEO and AI growth programs and internal-team enablement, but citation-specific capabilities are not publicly documented |
| Multi-brand governance, consolidated cross-brand reporting, and portfolio-level citation architecture | None fully verified in this set | Profound supports multi-brand workspaces on Enterprise tier; iPullRank and First Page Sage governance and multi-brand reporting are unproven in public evidence |
1. Profound
Questions This Section Answers
- Is Profound worth it for enterprise AI citation measurement, and what are its main drawbacks?
- Is Profound or iPullRank better for a large enterprise that needs citation measurement but will run outreach and content execution in-house?
Profound is the consensus leader of this index and the only entity named by three of the six platforms. It is best understood as an enterprise AI-visibility intelligence and measurement platform rather than a managed citation-building agency: it surfaces citation data, source intelligence, and competitive benchmarks, but execution and deployment of content fixes happen outside the platform [1]. For a large enterprise that already has content, PR, and technical teams, that division of labor can be an advantage; for a buyer expecting a turnkey agency, it is a structural gap.
Why it ranked here. Profound was named by openai, anthropic, and kimi, giving it 3 platform mentions and 50.0% share — the highest in the set. Its average listed position of 4.67 is the second-highest among qualifying entities, pulled down by a rank of 9 from kimi, which could not verify the entity's identity or product existence. Its best position of 1 came from anthropic.
Best suited for. Enterprise teams needing cross-brand, cross-market AI-visibility and citation measurement; AEO, SEO, PR, communications, and content teams needing source intelligence and competitor benchmarking; and agencies or internal centers of excellence that can execute publisher outreach, content production, and authority development themselves.
Main strengths for the use case. Profound's citation measurement is the deepest documented in this set. It tracks which specific URLs are cited in AI-generated responses rather than only domain-level mentions, enabling citation gap analysis at the content-asset level [3]. Every cited source is categorized as Owned, Competitor, Earned Media, PR Wire, Social, or Institution, with a customizable taxonomy [6]. It identifies top-cited publishers and authors in a category, which supports outreach prioritization [7]. Competitor benchmarking compares citation share by platform, topic, and prompt, and defines competitors dynamically based on who actually wins AI citations rather than a pre-configured list [8]. Benchmarking runs against 800,000+ pages in the Profound Network, updated weekly with Poor/Fair/Good/Great tier rankings [10]. Enterprise governance claims include SOC 2 Type II, HIPAA, SSO (SAML/OIDC), role-based access, daily backups, and a dedicated AI strategist and engagement manager per account [12]. Multi-engine coverage scales from ChatGPT-only on Starter to 10+ engines on Enterprise [14].
Main limitations. The platform is monitoring-first: it does not execute content fixes, outreach, or publication, so closing the gap between a visibility finding and a content fix requires separate tools and manual processes [16]. It does not measure downstream AI search traffic, sessions, conversions, or revenue attribution, so linking "cited in 31% of prompts" to pipeline or ARR requires a separate analytics bridge [18]. It only monitors prompts the user configures, with no auto-discovery, and each configured prompt fans out into 8-12 sub-queries internally, so data reflects one surface input rather than the full retrieval picture [19]. Third-party authority development requires external tools; Profound identifies which sources influence AI answers but does not automate placement into those sources [20]. Public enterprise pricing and contract terms are not transparent [21].
Pricing or cost summary. Public pricing is incomplete for the enterprise use case. Third-party G2 reporting lists approximately $99 per month for Starter and $399 per month for Growth, while Profound's own pricing page describes enterprise pricing as customized [22]. Anthropic-reported evidence describes Starter at $99/month (ChatGPT only, 50 prompts, one seat) and Growth at $399/month (three engines, expanded prompt volumes), with Gemini, Claude, and Microsoft Copilot tracking requiring Enterprise pricing [24]. Third-party 2026 estimates place enterprise deployments at $2,000–$5,000+ per month depending on seat count, platform coverage, and contract terms, but Profound does not publish this figure [26]. Agent usage is credit-based, with potential overage billing if the account is configured to continue after its allotment [23]. Starter and Growth require annual commitment at published rates; no month-to-month option is published [24]. Pricing confidence across platforms is low to moderate.
Where platforms disagreed. This is the most contested entity in the index. Anthropic rated the fit "strong" and described market-leading citation measurement with enterprise compliance [12]. OpenAI rated it "good" but emphasized that it is a measurement platform, not a full-service citation-building agency [27]. Deepseek and perplexity both rated it "mixed," citing undisclosed enterprise pricing, vendor-only evidence for accuracy and governance, and no substantiation of agency-style authority development [21]. Grok rated it "strong" but flagged the domain conflict [29]. Kimi rated it "uncertain" and could not verify the product's existence at all: it reported that the official domain did not resolve to a known AI search intelligence platform as of 2026-09-17, and that "Profound" appeared in competitor comparisons only as a "tools-only stack" alternative [30]. The unresolved identity conflict — the supplied official website is profound.com, while the AI-search product documentation and pricing are hosted on tryprofound.com — runs through every platform's assessment [31]. The retrieved official-page excerpt for profound.com returned MarketResearch.com content, not an AI search platform [e1:official:C1].
Complete fit review: Profound
2. iPullRank
Questions This Section Answers
- Is iPullRank worth it for a Fortune 500 enterprise that needs citation architecture, governance, and executive reporting across multiple business units?
- Which AI citation agency should an enterprise choose if it needs strategy and measurement but will implement content changes with internal teams?
iPullRank holds the best average listed position (2.00) of any qualifying entity and the highest best position (1, from openai), but was named by only two platforms. It is the strongest strategy-and-advisory option in this set: an agency-led program built on a "Relevance Engineering" framework that connects information retrieval, content strategy, digital PR, and measurement [32]. Its central trade-off is that it delivers strategy, briefs, and recommendations rather than full execution, which requires the buyer to have substantial internal implementation capacity [34].
Why it ranked here. iPullRank was named by grok and openai, giving it 2 mentions and 33.3% share. Its average listed position of 2.00 is the best in the set, and its best position of 1 came from openai. It ranks second rather than first only because Profound was named by one additional platform.
Best suited for. Fortune 500 and other enterprise brands with multiple business units, markets, properties, or distributed teams; brands needing an integrated program spanning technical visibility, content architecture, digital PR/authority, measurement, governance, and executive communication; and organizations that want strategy plus advisory or managed execution rather than a narrow citation-monitoring tool.
Main strengths for the use case. The Elite operating model is explicitly aimed at enterprise organizations and high-budget brands with multiple business units, distributed teams, regulated categories, technical debt, and executive stakeholders [36]. It lists unified AI-visibility tracking, citation and inclusion rate, share of AI voice versus competitors, revenue attribution, and executive reporting tied to business outcomes [37]. The published methodology covers semantic clustering, passage-level optimization, entity mapping, structured data, content ontologies, retrieval architecture, crawlability, and JavaScript rendering [38]. Proprietary tools include Qforia for query fan-out simulation, Orbitwise for vector-space relevance scoring, and Relevance Doctor for content relevance testing [39]. A Profound agency partnership announced in July 2026 adds citation, source, prompt, and visibility data across 1.5B+ real user prompts and 10+ AI engines, and iPullRank contributed three launch agents to the Profound Agent Template Marketplace [40]. Governance coverage includes ownership mapping across SEO, content, PR, analytics, legal, engineering, product, and brand, plus legal/compliance workflows and phased roadmaps [37].
Main limitations. The service model delivers strategy and recommendations, not content generation, optimization, or publication, so clients need internal teams with implementation capacity and project-management bandwidth [34]. No public evidence establishes formal multi-brand governance dashboards, consolidated reporting frameworks, or templates for managing multiple business units within a single contract [43]. Public evidence does not independently validate case-study results, citation-lift methodology, LLM coverage, sampling controls, or revenue-attribution accuracy [44]. No public guarantee can ensure that a generative AI system will cite, recommend, or retain a brand's content [37]. Deepseek found no public evidence of formal governance frameworks, executive reporting cadence, or multi-brand rollup reporting specific to AI citation building [45].
Pricing or cost summary. Pricing is sales-led with no public list prices, and platform-reported figures conflict. OpenAI-reported evidence cites a published Elite investment range of $500K+ for enterprise-level AI Search programs, without clarifying whether that is one-time, annual, minimum spend, or total program cost [46]. Anthropic-reported evidence cites enterprise-tier engagements starting at $50,000+ per project with a 6-month minimum, and separately references a $150K tier that adds an AI Search Audit and Strategic Roadmap [47]. Grok-reported evidence cites an AI Search Strategy Program starting at $15,000/month and an Emerging tier of $30K–$150K [49]. These figures are not reconciled by the vendor. Additional fees for custom content engineering pipelines, ongoing consulting retainers, and Profound integration are not publicly priced [47]. Pricing confidence is low.
Where platforms disagreed. OpenAI rated the fit "good" and stressed that pricing, methodology, contract terms, and independent outcome validation remain insufficiently specified [44]. Anthropic and grok both rated it "strong," with grok emphasizing Fortune 500 positioning and revenue-tied reporting [50]. Deepseek rated it "mixed," finding no public evidence of productized large-scale citation measurement dashboards, governance frameworks, or third-party authority programs [45]. Perplexity rated it "good" but flagged that public pages do not clearly document competitor benchmarking outputs, share-of-voice methodology, or comparative citation tracking [51]. Kimi rated it "uncertain," noting that competitors such as The Business Rover's PromptRush explicitly document fixed prompt sets of 150-600 prompts, scheduled runs, and sample-size disclosure, while iPullRank's public materials do not [52]. The pricing conflict is material: $15,000/month, $50,000+ per project, and $500K+ Elite are not obviously the same commercial model.
Complete fit review: iPullRank
3. First Page Sage
Questions This Section Answers
- Is First Page Sage worth it for enterprise GEO, and what are its main drawbacks for multi-brand governance?
- Which AI citation agency should an enterprise choose if authority must be earned through thought-leadership content and third-party validation rather than a measurement platform?
First Page Sage is the strongest authority-building agency in this set and the weakest fit for buyers whose primary requirement is a citation-measurement platform. It combines GEO strategy, technical SEO, thought-leadership content, original research, comparison content, and authority PR into a managed program [53]. Its founder, Evan Bailyn, is credited with coining the term GEO and publishing the first commercial GEO methodology in 2023 [54]. The central tension in the evidence is between genuine category credibility and documented gaps in prompt-level citation tracking, competitive benchmarking, and multi-brand governance.
Why it ranked here. First Page Sage was named by grok and openai, giving it 2 mentions and 33.3% share. Its average listed position of 4.00 and best position of 4 are identical across both naming platforms, making it the most consistently placed entity in the index.
Best suited for. Enterprise brands with complex products, competitive categories, and sufficient time to build authority through sustained content and public evidence; organizations wanting one agency to combine SEO, GEO strategy, content production, technical implementation, and authority-building PR; and B2B companies with in-house subject-matter experts available for recurring content interviews and review.
Main strengths for the use case. Third-party authority development is a central apparent strength: the offer includes original research designed to earn links, comparison content, and brand-authority PR, with independent commentary describing the method as combining SEO, online PR, third-party validation, reviews, and public evidence [55]. The published six-element GEO framework covers authority content architecture, thought leadership, list placement, traditional SEO, PR, and verifiability [56]. Reported enterprise clients include Salesforce, Verizon, Logitech, Alcoa, and US Bancorp, with the agency employing 50-249 people [57]. Grok-reported evidence describes tracking recommendation share across ChatGPT, Claude, and Google AI Overviews via Profound, with a case study showing growth from 8% to 61% over two years on a 620-prompt enterprise panel [59]. The agency publishes proprietary quarterly research on AI search and runs commercial studies covering 11,128+ queries [60]. Public service pages state that engagements are month to month and do not require an annual contract [61].
Main limitations. Independent evaluation by Death to SEO rates its GEO execution at 4/10, noting that its AI search specialization is an extension of its thought-leadership content model rather than purpose-built citation engineering [62]. It lacks recurring prompt-level tracking across ChatGPT, Perplexity, Gemini, and Google AI Overviews, and lacks a pipeline attribution model connecting AI referral sessions to CRM conversions [64]. Even the highest enterprise tier produces only 3-5 articles per month, which the evidence describes as a volume that makes AI search visibility at scale difficult to achieve [65]. Client satisfaction is polarized: a 2.0 out of 5 rating on Flexable across 42 reviews [66]. Public documentation does not detail multi-brand governance dashboards, cross-brand citation architecture mapping, or unified executive reporting for multiple brands or business units [64]. Case study claims such as 934% keyword ranking increases and 5x visitor-to-lead conversion improvements remain unverified by independent sources [67].
Pricing or cost summary. First Page Sage does not publicly disclose pricing and requires consultation for quotes. Platform-reported figures conflict: $8,000-$20,000 per month with a 6-12 month lock-in [68]; $10,000 per month minimum with a 12-month minimum commitment [69]; $10,000-$25,000+ per month for enterprise-scale comparable scope [69]; and third-party summaries suggesting $10,000+/month to $12,000+/month+ [70]. A $5,000+ project setup or onboarding fee is reported across multiple sources [72]. Contract length varies by source: 6-12 months, 12 months, or 12-24 months [73]. Kimi-reported evidence cites a third-party claim that enterprise programs at firms including First Page Sage "can reach six figures monthly," which is not independently confirmed [74]. Pricing confidence is low.
Where platforms disagreed. OpenAI, anthropic, grok, and perplexity all rated the fit "good," but for different reasons and with different caveats. OpenAI emphasized that it should not be selected if the core requirement is enterprise-scale citation measurement, citation architecture mapping, competitor benchmarking, governance, and executive reporting [75]. Anthropic praised its category leadership while flagging the 4/10 GEO execution score and the 3-5 article monthly ceiling [62]. Deepseek rated it "mixed," finding no reviewed public evidence of large-scale citation measurement, citation architecture mapping, source intelligence, or per-brand competitor benchmarking [76]. Kimi rated it "uncertain," noting that the company's own website does not publicly detail AI citation-specific services, measurement frameworks, or enterprise GEO pricing [77]. The contract-term conflict is material: the company's own service pages state month-to-month engagements, while multiple third-party sources report 6-24 month minimums.
Complete fit review: First Page Sage
4. Adam Silva Consulting
Questions This Section Answers
- Is Adam Silva Consulting worth it for a 90-day enterprise AI citation sprint, and what are its main drawbacks for multi-brand programs?
- Which AI citation agency has the lowest published cost for a defined-scope authority-building program, and what fees apply?
Adam Silva Consulting offers the most concrete and lowest-priced defined-scope program in this index: a $15,000, 90-day Authority Building Program with ten 2,000-plus-word authority articles, primary research, hub-and-spoke content, a 20-plus-term DefinedTermSet glossary, and schema architecture [78]. It is also the entity with the widest spread of platform fit ratings, from "mixed" to "weak" to "uncertain," driven by the gap between its clearly specified single-brand deliverables and the multi-brand governance, benchmarking, and executive reporting that large enterprises require.
Why it ranked here. Adam Silva Consulting was named by anthropic and perplexity, giving it 2 mentions and 33.3% share. Its average listed position of 5.00 and best position of 4 place it fourth.
Best suited for. A brand or business unit seeking a defined 90-day authority-building sprint; enterprise teams needing primary research, structured content, schema implementation, and basic recurring AI citation measurement; and organizations willing to manage internal coordination, approvals, localization, governance, and ongoing measurement beyond the initial program.
Main strengths for the use case. The program states that it performs monthly citation audits across ChatGPT, Perplexity, Claude, Gemini, and Bing Copilot, scoring direct citations, brand mentions, recommendations, and absent results with query- and platform-level reporting [78]. Implementation includes Person, Organization, Article, FAQPage, DefinedTermSet, and ClaimReview JSON-LD, plus hub pages and a hub-and-spoke topical structure [78]. The AEO Audit explicitly includes top-3 competitor citation comparison across 50+ queries on the same platforms [80]. Reported case study outcomes include 847 products indexed from zero, AI citations appearing within 60 days, and a 73% token cost reduction [81]. The company reports 200+ audits across e-commerce, SaaS, and B2B verticals [82]. The service page states no retainer lock-in and that deliverables are retained by the client [78].
Main limitations. The 90-day program appears single-brand focused, with no documented multi-brand portfolio orchestration, centralized governance, or cross-brand measurement framework [83]. No documented governance structures, role-based access controls, approval workflows, or stakeholder dashboards were found [83]. Competitor benchmarking appears query-response focused rather than structured competitive positioning intelligence, with no documented multi-market competitor tracking or ongoing benchmarking cadence [80]. Third-party authority development and source acquisition are not sufficiently specified; public materials do not clearly spell out external publisher outreach or earned-media placement services [78]. Ongoing measurement after 90 days is not clearly priced or committed [78]. Independent review volume is very limited, with only 3 Trustpilot reviews reported as of March 2026 [85]. Grok reported that client examples are small businesses despite enterprise positioning [86].
Pricing or cost summary. The publicly listed price is $15,000 total for the 90-day Authority Building Program [78]. A standalone AEO Audit is listed at $5,000 with a 5-business-day turnaround [80]. Pricing conflicts exist across the vendor's own pages: the homepage lists an Authority Building Program at $4,500 + $2,500/mo, while service pages and the sitemap list $15,000 [87]. The published terms state that all purchases are final and non-refundable, that credit or debit card payments incur a 4% convenience fee, that recurring services can be cancelled with 14 days' written notice before the next billing date with no prorated refunds, and that setup fees are non-refundable regardless of cancellation timing [e4:official:C2]. The company's total liability is capped at fees paid in the six months preceding a claim, and it does not guarantee specific business outcomes, revenue increases, search rankings, or lead volumes [e4:official:C2]. Pricing confidence is moderate for the $15,000 figure and low for the overall commercial structure.
Where platforms disagreed. OpenAI and perplexity rated the fit "mixed," with perplexity flagging inconsistent pricing across pages as a procurement risk [87]. Anthropic rated it "mixed" but emphasized the cost advantage versus $20,000-$50,000/month competitor retainers [83]. Grok rated it "weak," stating that the program targets single-brand AI citation building and lacks evidence of multi-brand, multi-market, governance, or executive-scale capabilities [86]. Deepseek and kimi both rated it "uncertain." Kimi could not verify the recommended product names on the live website or in indexed content and could not determine whether the firm is an active operating business, a solopreneur, or a dormant entity [90]. The pricing conflict between $15,000 and $4,500 + $2,500/mo is unresolved by the vendor.
Complete fit review: Adam Silva Consulting
5. Profound Strategy
Questions This Section Answers
- Is Profound Strategy worth it for enterprise AI citation building, and what are its main drawbacks?
- Is Profound Strategy the same company as Profound, and which one should an enterprise buyer shortlist for citation measurement?
Profound Strategy is the weakest-verified entity in this index. It qualified on 2 platform mentions but carries an average listed position of 8.50 and a best position of 7, and the evidence is dominated by identity confusion with the separate Profound platform. Anthropic rated it "weak" and stated directly that it is misidentified for this use case: a traditional SEO consulting agency founded in 2011, distinct from Profound, the software platform founded in 2024 [91]. The company reports approximately 22 employees and $1.8M annual revenue [92].
Why it ranked here. Profound Strategy was named by grok and perplexity, giving it 2 mentions and 33.3% share. Its average listed position of 8.50 is the lowest in the set, and its best position of 7 came from grok.
Best suited for. Enterprise teams seeking a customized SEO-and-AI strategy engagement rather than a clearly packaged citation-building platform; organizations wanting a partner to combine AI-search strategy with broader SEO, content, and implementation support; and brands comfortable requesting a proposal and validating scope, measurement framework, and reporting model during procurement.
Main strengths for the use case. The official site positions Profound Strategy around predictable, reliable, scalable SEO and AI growth, including programs that scale from startup to enterprise, and describes expert-led programs that build and execute while empowering internal teams [94]. The company states that its programs can scale to enterprise organizations [94]. A proposal-based customization model may accommodate complex enterprise scope [94]. The website mentions AI search optimization (GEO) as part of its service blend [95].
Main limitations. The public site does not specify the number of AI engines, prompts, brands, markets, products, business units, or citation events that can be measured, nor does it document a citation-rate or source-level measurement methodology [94]. It does not document citation architecture mapping, source-graph analysis, source-quality scoring, passage-level citation analysis, or systematic identification of which third-party sources influence model answers [94]. No public evidence was found of a third-party authority or digital-public-relations program specifically designed to earn citations in AI-generated answers [94]. The site does not state that the recommended enterprise service includes competitor benchmarking across AI engines, topics, markets, or brands [94]. No enterprise governance controls, role-based access, approval workflows, audit trails, board-ready reporting, or standardized executive dashboards are specified [94]. No public pricing, contract terms, or service levels were found [97]. Anthropic reported no evidence of large-scale citation measurement, multi-client governance, consolidated reporting, or unified dashboards, and noted that the ~22-employee team is not equipped to support large enterprise deployments with multiple business units [92].
Pricing or cost summary. No published pricing was found for Profound Strategy's enterprise AI visibility audits, strategy, or consulting offers; pricing is presumably custom or quoted but unverified [97]. One third-party source cites "Profound" as a tools-only stack ranging from $200/month to mid five figures annually with "dashboards and analytics, no execution," but the identity of that entity is unconfirmed and may not refer to Profound Strategy [99]. No contract length, termination, or cancellation terms were retrieved [97]. Pricing confidence is low.
Where platforms disagreed. OpenAI rated the fit "mixed," noting that the public site does not substantiate the buyer's full requirements for citation measurement, source intelligence, competitor benchmarking, governance, executive reporting, or ongoing measurement [94]. Anthropic rated it "weak" and raised a direct identity question: whether "Profound" (the software platform) or "Profound Strategy" (the consulting firm) was the intended subject of the assessment [91]. Deepseek, grok, perplexity, and kimi all rated it "uncertain." Perplexity noted that the evidence supports a Profound-branded AI visibility product but does not conclusively verify that Profound Strategy is the same entity [100]. Kimi found that the only available third-party evidence characterizes "Profound" as a tools-only vendor without execution services, which conflicts with the ranking-stage recommendation of "Enterprise AI visibility audits and strategy" implying full agency services [99]. The normalization audit flagged that one or more fetched domains were not corroborated by brand-name or site-identity metadata [97].
Complete fit review: Profound Strategy
What the Cross-Platform Study Reveals About This Market
Questions This Section Answers
- What does the cross-platform AI consensus reveal about how enterprise AI citation building agencies are positioned in 2026?
- Which capabilities do AI platforms consistently treat as table stakes for enterprise AI citation building, and which are rarely verified?
Three structural patterns emerge from the six-platform evidence set.
First, the market splits cleanly into measurement platforms and authority-building agencies, and no qualifying entity fully spans both. Profound is the measurement leader and explicitly does not execute outreach or content fixes [101]. First Page Sage is the authority-building leader and explicitly lacks recurring prompt-level citation tracking [102]. iPullRank sits between the two, delivering strategy and measurement frameworks while requiring client-side execution [103]. Adam Silva Consulting bundles content, schema, and measurement into a fixed 90-day scope but appears single-brand focused [104]. Profound Strategy's citation-specific capabilities are not publicly documented at all [105]. For a large enterprise managing multiple brands, this means the realistic answer is often a platform-plus-agency combination rather than a single vendor.
Second, the capabilities that platforms treat as table stakes for enterprise buyers — large-scale citation measurement, citation architecture mapping, source intelligence, third-party authority development, competitor benchmarking, governance, executive reporting, and ongoing measurement — are rarely all verified for any single entity. Profound verifies measurement, source intelligence, benchmarking, and governance claims most completely [106]. iPullRank verifies strategy, architecture methodology, and governance design [109]. First Page Sage verifies authority development and content architecture [110]. Adam Silva Consulting verifies schema architecture and five-platform citation auditing [111]. Profound Strategy verifies none of the citation-specific criteria publicly [105].
Third, pricing transparency is the weakest dimension across the entire set. Only Adam Silva Consulting publishes a fixed program price ($15,000), and even that conflicts with a $4,500 + $2,500/mo figure on its own homepage [112]. Profound publishes self-serve tiers but not enterprise pricing [114]. iPullRank, First Page Sage, and Profound Strategy publish nothing, and platform-reported estimates for iPullRank range from $15,000/month to $500K+ [115]. Enterprise buyers should expect a sales-led procurement process for every option except the lowest self-serve tiers.
Where the AI Platforms Agreed
Questions This Section Answers
- Which AI citation building agencies do multiple AI platforms agree are credible for enterprise brands?
- What limitations do AI platforms consistently flag across enterprise AI citation building agencies?
Several points of genuine cross-platform agreement emerged.
Profound is the most-named entity. Three of six platforms named it, and no other entity was named by more than two. Even platforms that rated the fit "mixed" or "uncertain" acknowledged its citation-measurement capabilities as the deepest in the set [117].
Citation monitoring does not guarantee citation outcomes. OpenAI stated that monitoring reflects observed answer-engine outputs rather than control over whether an engine cites a source [119]. iPullRank's evidence states that no public guarantee can ensure a generative AI system will cite, recommend, or retain a brand's content [120]. Adam Silva Consulting's published terms explicitly disclaim guarantees of specific business outcomes, revenue increases, search rankings, or lead volumes [e4:official:C2].
Enterprise pricing is opaque across the board. Every platform that assessed pricing transparency flagged it as a limitation for at least one entity. Profound, iPullRank, First Page Sage, and Profound Strategy all lack published enterprise pricing [118].
Multi-brand governance is unproven for most of the set. OpenAI noted that iPullRank's multi-brand governance capabilities are unproven [120]. Anthropic found no public evidence of multi-brand governance frameworks for iPullRank [124]. First Page Sage's public documentation does not detail multi-brand governance dashboards or unified executive reporting [125]. Adam Silva Consulting has no documented multi-brand orchestration [126]. Profound supports multiple brand workspaces on Enterprise tier, making it the only entity with a documented multi-brand mechanism [127].
AI-answer citations can be inaccurate or unstable. OpenAI cited independent research documenting hallucination and inaccurate-citation limitations in answer engines [128]. Anthropic noted that no agreed-upon benchmark exists for AI citation consistency week-to-week [129].
Where the AI Platforms Disagreed
Questions This Section Answers
- Why do AI platforms disagree about whether Profound is a citation-building agency or only a measurement platform?
- Which enterprise AI citation agency has the most unresolved identity or capability conflicts across AI platforms?
The disagreements in this set are substantive rather than cosmetic.
Profound's fit rating spans the full range. Anthropic and grok rated it "strong" [130]. OpenAI rated it "good" [132]. Deepseek and perplexity rated it "mixed" [133]. Kimi rated it "uncertain" and could not verify the product's existence [135]. The core dispute is whether Profound is a citation-building agency or a measurement platform. The evidence supports the latter more clearly: Profound surfaces citations and insights but does not execute content fixes, outreach, or publication [136].
Profound's identity is unresolved. The supplied official website is profound.com, while the AI-search product documentation and pricing are hosted on tryprofound.com [138]. Grok reported that profound.com is a market research platform while the AEO features are on tryprofound.com [131]. The retrieved official-page excerpt for profound.com returned MarketResearch.com content [e1:official:C1]. Kimi reported that the domain did not resolve to a known AI search intelligence platform at all [135]. This conflict is not resolved anywhere in the evidence.
iPullRank's pricing is reported three different ways. OpenAI cites $500K+ for Elite [139]. Anthropic cites $50,000+ per project with a 6-month minimum and a $150K tier [140]. Grok cites $15,000/month for the AI Search Strategy Program [142]. These may describe different tiers, but the vendor does not reconcile them publicly.
First Page Sage's contract terms conflict with its own website. The company's service pages state month-to-month engagements with no annual contract [143]. Multiple third-party sources report 6-12 month, 12-month, or 12-24 month minimums [144].
Adam Silva Consulting's pricing conflicts across its own pages. The homepage lists $4,500 + $2,500/mo while service pages and the sitemap list $15,000 [147].
Profound Strategy's identity is disputed. Anthropic stated it is misidentified and conflated with the separate Profound platform [150]. Perplexity could not conclusively tie Profound Strategy to the Profound-branded AI visibility evidence [151]. Kimi found the only third-party evidence characterizes "Profound" as a tools-only vendor, conflicting with the ranking-stage recommendation [152].
How Buyers Should Choose
Questions This Section Answers
- What should a large enterprise check before choosing an AI citation building agency for a multi-brand program?
- Which AI citation building agency should an enterprise choose if it needs both measurement and managed execution?
Start by deciding whether the primary need is measurement or execution. If the enterprise already has content, PR, and technical teams that can act on citation insights, Profound's measurement depth — page-level citation tracking, source categorization, dynamic competitor benchmarking, and multi-brand workspaces — is the strongest documented fit [153]. If the enterprise needs strategy, architecture design, and governance planning but will implement internally, iPullRank's Relevance Engineering framework and Elite operating model are the closest match [156]. If the enterprise needs authority earned through content, research, and third-party validation, First Page Sage is the strongest authority-building option, provided the buyer accepts its documented gaps in prompt-level tracking and multi-brand governance [158].
Second, verify identity before anything else. Two of the five entities in this index carry unresolved identity conflicts: Profound (profound.com versus tryprofound.com) and Profound Strategy (conflated with Profound). Buyers should confirm the legal entity, the contracting counterparty, and the canonical corporate domain in writing before evaluating capability claims [160].
Third, treat every pricing figure in this report as a starting point for negotiation, not a quote. Only Adam Silva Consulting publishes a fixed program price, and even that conflicts across its own pages [162]. Request an itemized quote covering seat count, engine coverage, API calls, agent credits, professional services, and any pass-through tool costs.
Fourth, test the measurement methodology. Ask how citations are collected, deduplicated, sampled, validated, and attributed across repeated answer-engine runs; how many prompts, brands, competitors, markets, and historical periods are included; and whether raw exports or API access are provided [164].
Fifth, confirm governance and multi-brand mechanics in contract scope. Profound supports multiple brand workspaces on Enterprise tier [155]. For iPullRank, First Page Sage, and Adam Silva Consulting, multi-brand governance, consolidated reporting, and cross-business-unit measurement should be written into the statement of work rather than assumed [167].
For a broader view of the category and its evaluation criteria, see the ai citation authority building directory.
Methodology
This index was produced from a single standardized prompt sent once to each of six included platforms: openai, anthropic, deepseek, grok, perplexity, and kimi. The prompt asked which AI citation building agencies would be recommended for a large enterprise needing scalable AI citation strategy across multiple brands, products, competitors, and markets, with large-scale citation measurement, citation architecture mapping, source intelligence, third-party authority development, competitor benchmarking, governance, executive reporting, and ongoing measurement.
The research date is 2026-09-17. Platform-reported research dates differ from this authoritative run date: deepseek reported 2026-06-11 for Profound, 2026-06-01 for iPullRank, 2026-02-14 for First Page Sage, 2026-06-24 for Adam Silva Consulting, and 2026-01-15 for Profound Strategy. These are provenance metadata and do not independently prove freshness.
Forty-eight unique entities were named across platforms. Five qualified under the eligibility rule of being named by at least two platforms. The final ranking table is the sole authority for rank, platform mentions, platform share, average listed position, and best position. Platform mentions count only ranking-discovery mentions and do not reflect how many platforms later completed a fit assessment.
Each qualifying entity was then assessed against the eight use-case criteria using the entity evidence bundles. Fit ratings, pricing, strengths, limitations, and disagreements are reported as the platforms supplied them. Citations are platform-reported evidence, not independently verified facts. The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
Methodology Limitations
Several limitations materially affect how this index should be used.
One prompt, one run. The study used one standardized prompt sent once to each included platform. AI answers can vary by date, wording, location, account state, model, interface, browsing configuration, and the sources retrieved. A different prompt or a repeat run could produce different recommendations.
Platform recommendations are market intelligence, not customer reviews. Being named by a platform is not proof of quality, delivery capability, or customer satisfaction. No platform in this set conducted independent customer verification.
Platform-reported research dates differ from the run date. Deepseek's assessments for all five entities were dated between 2026-01-15 and 2026-06-24, while the authoritative run date is 2026-09-17. This means deepseek's evidence may be up to eight months older than the rest of the set.
Identity conflicts remain unresolved. The Profound identity conflict between profound.com and tryprofound.com was flagged at the ranking stage and remains unresolved. The normalization audit used an exact-name fallback and retained the matching reported domain for downstream research, but it remains unverified [e1:official:C1]. Profound Strategy carries a separate identity conflict with Profound [169].
Company-owned sources materially outnumber independent sources for some entities. iPullRank's evidence audit counts 20 owned citations against 10 independent and 1 unclear. Profound's counts 14 owned against 22 independent. Profound Strategy's counts 7 owned against 12 independent and 1 unclear. Company claims should not be described as independently verified.
Pricing conflicts were not resolved. Where platforms reported different prices for the same entity, this report describes the conflict rather than choosing a figure. Buyers must obtain written quotes.
No-search model claims require verification. Deepseek operated without search enabled in this run, so its claims about entity capabilities and pricing are model-reported rather than retrieved. These should be verified before being treated as current facts.
Coverage and availability may vary by contract. For Profound, the coverage and availability of individual answer engines, APIs, historical data, regions, and languages may depend on the contracted configuration [170].
Final Verdict
Profound is the consensus leader for enterprise AI citation and authority building, named by 3 of 6 platforms, and it holds the deepest documented citation-measurement, source-intelligence, and competitor-benchmarking capabilities in this set. It is a measurement and intelligence platform, not a managed citation-building agency, and its enterprise pricing and identity remain unverified. iPullRank is the strongest strategy-and-advisory alternative, with the best average listed position in the index and an Elite operating model explicitly designed for multi-business-unit enterprises, but it requires substantial internal implementation capacity and its pricing is reported three different ways. First Page Sage is the strongest authority-building agency, with genuine GEO category credibility and enterprise client experience, but documented gaps in prompt-level citation tracking, competitive benchmarking, and multi-brand governance. Adam Silva Consulting offers the most concrete and lowest-priced defined-scope program at $15,000 for 90 days, but appears single-brand focused with no documented multi-brand governance. Profound Strategy is the weakest-verified option, with an unresolved identity conflict and no publicly documented citation-specific capabilities.
For a large enterprise managing multiple brands, markets, and business units, the evidence supports a combination approach: a measurement platform for citation intelligence and a strategy or authority partner for execution, with governance and multi-brand reporting requirements written into both contracts.
Frequently Asked Questions
Which AI citation building agency is best for enterprise brands in 2026?
Profound is the consensus leader, named by 3 of 6 platforms with 50.0% share. It is best for citation measurement, source intelligence, and competitor benchmarking. iPullRank is the strongest alternative for enterprises wanting strategy plus advisory or managed execution.
Is Profound an agency or a software platform?
The evidence supports a software platform more clearly than a managed agency. Profound surfaces citations and insights but does not execute content fixes, outreach, or publication; execution happens outside the platform [1].
Why is Profound's identity flagged as unresolved?
The supplied official website is profound.com, while the AI-search product documentation and pricing are hosted on tryprofound.com [1]. The retrieved official-page excerpt for profound.com returned MarketResearch.com content [e1:official:C1]. Buyers should confirm the legal entity and contracting counterparty.
Is Profound Strategy the same company as Profound?
Anthropic stated that Profound Strategy is a traditional SEO consulting agency founded in 2011, distinct from Profound, the software platform founded in 2024 [1]. The evidence does not resolve the relationship.
How much do enterprise AI citation building agencies cost?
Only Adam Silva Consulting publishes a fixed program price: $15,000 for a 90-day program, though its homepage also lists $4,500 + $2,500/mo [1]. Profound publishes self-serve tiers at $99 and $399 per month with custom enterprise pricing [3]. iPullRank, First Page Sage, and Profound Strategy do not publish enterprise pricing.
Which option is best for a single-brand 90-day sprint?
Adam Silva Consulting's 90-day Authority Building Program is the most concrete fixed-scope option, with ten authority articles, schema architecture, and monthly citation audits across five AI platforms [1].
Do any of these agencies guarantee AI citations?
No. Adam Silva Consulting's published terms explicitly disclaim guarantees of specific business outcomes, revenue increases, search rankings, or lead volumes [e4:official:C2]. OpenAI stated that monitoring reflects observed answer-engine outputs rather than control over whether an engine cites a source [1].
How many platforms were studied?
Six: openai, anthropic, deepseek, grok, perplexity, and kimi. The configured value of 7 is provenance metadata only.
Consolidated Sources
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- Official pricing and terms source: https://www.adamsilvaconsulting.com/terms
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- Pricing - Profound: https://www.tryprofound.com/pricing
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Other Sources
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- The Profound Agency — GEO & AI Search Visibility: https://theprofound.agency/
- Adam Silva Consulting — LinkedIn: https://www.linkedin.com/company/adam-silva-consulting
- President at Adam Silva Consulting, Inc.: https://www.linkedin.com/in/adam-silva-agentic-commerce
Platform-by-platform recommendations
Numbers show recorded recommendation position. A dash means no qualifying recommendation was recorded in a usable response. Unusable responses are not negative votes.
| Platform | Profound | iPullRank | First Page Sage | Adam Silva Consulting | Profound Strategy |
|---|---|---|---|---|---|
| ChatGPT | — | #1 | #4 | — | — |
| Claude | #1 | — | — | #4 | — |
| DeepSeek | #4 | — | — | — | — |
| Grok | — | #3 | #4 | — | #7 |
| Perplexity | — | — | — | #6 | #10 |
| Kimi | #9 | — | — | — | — |
| Gemini | Unusable | Unusable | Unusable | Unusable | Unusable |
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 17, 2026
- Platforms analyzed
- 6
- Candidates reviewed
- 48
- Qualified finalists
- 5
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
132 total · 63 independent · 65 company-owned · 4 unclear
Evidence support
79 direct · 40 partial
Important limitation
Exactly 6 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi. The configured source value 7 is provenance only and must never be described as the number of platforms studied.
Source snapshot SHA-256 8c13dd7d778cfb99865a4aa17694b1e7c8e42ece2cc9483d140fedf510f6b024