Answer Capsule
Siege Media is a good fit for companies that want competitive citation findings turned into content, digital PR, and authority-building execution — not for buyers who need a standalone citation-intelligence dashboard. Two of six platforms named Siege Media during the ranking stage (anthropic, deepseek), a 33.3% share of included platform responses, at an average listed rank of 5.5 and a best rank of 3. The strongest reason to consider it is its publicly described GEO process, which includes prompt-level citation mapping, a baseline LLM share-of-voice benchmark, and a 12-month roadmap [1]. The main limitation is that no public evidence establishes a standardized, independently verifiable competitive-citation-analysis deliverable, and GEO pricing is not published.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 2 of 6 included platforms (anthropic, deepseek) |
| Share of included platform responses | 33.3% |
| Average listed rank | 5.5 |
| Best listed rank | 3 (anthropic) |
| Relevant product/model/plan | Generative Engine Optimization (GEO) Services, supported by research-led content, digital PR, SEO, and analytics |
| Overall use-case fit | Good for integrated GEO execution; mixed to uncertain for standalone competitive citation intelligence |
| Research date | 2026-09-18 |
Platform fit ratings split: openai, anthropic, and perplexity rated Siege Media a good fit; deepseek and grok rated it mixed; kimi rated it uncertain. All six included platforms evaluated fit, but only two named Siege Media during ranking discovery.
Why Siege Media Qualified for This Study
Questions This Section Answers
- Is Siege Media a good choice for AI Search Agencies for Competitive Citation Analysis?
- How many AI platforms recommended Siege Media for competitive citation analysis in 2026?
Siege Media qualified because it cleared the study's minimum-mention threshold: two platforms named it during the ranking stage, and all six included platforms produced a fit assessment. It is a full-service GEO agency that publicly positions itself around AI-search visibility rather than traditional SEO alone [2].
Its public GEO service page states the offering includes BlueprintIQ market analysis, prompt-level citation mapping, a freshness audit, a baseline LLM share-of-voice benchmark, and a 12-month roadmap [5]. The company also states it "tears through prompt and citation data to find AI mentions, recommendations, and ranking gaps" [6].
Independent coverage supports basic category fit. Grizzle describes Siege Media as a full-service GEO agency helping brands win visibility across Google and AI-powered discovery [7]. CiteWorks Studio reports Siege Media leads its tracked set in top-3 and rank-1 recommendation rates in Google AI Overviews and Google AI Mode [8]. Mirage News ranked it third among GEO agencies for content-driven GEO with original research and data studies [9].
Qualification caveats matter here. Company-owned citations materially outnumber independent citations in this evidence set, and one platform's official-site retrieval failed, meaning some company claims were sourced from secondary mentions only. The ranking-stage label describes a combined GEO and research-led content engagement; the exact commercial package name and inclusions require verification.
The Product, Model, Plan, or Service Most Relevant to AI Search Agencies for Competitive Citation Analysis
Questions This Section Answers
- Which Siege Media service should a buyer choose for competitive citation analysis?
- Does Siege Media sell a standalone competitive citation analysis product or only a full GEO engagement?
The relevant offering is Siege Media's Generative Engine Optimization (GEO) Services, supported by research-led content, digital PR, SEO, analytics, and content creation — not a self-serve software product [10].
Platforms described the plan name slightly differently. OpenAI labeled it "Generative Engine Optimization (GEO) Services, supported by content strategy, content creation, digital PR, SEO, analytics, and research-led content." Anthropic added "+ Digital PR." DeepSeek, grok, and kimi used "Generative Engine Optimization + Research-Led Content Service." Perplexity used "GEO Services / research-led content strategy." These are naming variations, not confirmed distinct packages, and buyers should not assume separate SKUs exist.
The service stack is broad. Siege Media publicly offers integrated content marketing, SEO, GEO, PR, analytics, content creation, original data, design, and publisher outreach [13]. Its homepage lists GEO consulting, SEO consulting, content, digital PR, affiliate, and Reddit services [14].
Whether competitive citation analysis is a standardized deliverable or a customized consulting activity is not fully specified on public pages. DeepSeek's assessment was that public material does not clearly document a comparable cross-brand citation-architecture comparison capability, and that this appears to be part of a broader GEO content service rather than a distinct analysis product [15]. Kimi found no public evidence confirming Siege Media maps competitor citations across AI search platforms or identifies which domains and pages influence specific AI answers [16].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Siege Media does well for competitive citation analysis?
- Is Siege Media better at earning AI citations or at tracking competitor citations?
Platforms broadly agreed on three points: Siege Media has a genuine GEO service, its strength is research-led content and authority building, and it is not a citation-tracking platform.
On service existence, openai, anthropic, perplexity, deepseek, grok, and kimi all acknowledged a public GEO or AI-search offering [19].
On execution strength, the agreement was strong. Siege Media fuses data journalism, digital PR, and freshness-driving technology to create content that LLMs cite [20]. It emphasizes original data, human-created content, design, and digital PR, and claims more than 5,000 publisher relationships — a company claim, not independently verified [26]. Its research states companies publishing new, proprietary data gain 45% more AI citations than peers using traditional formats, and that LLMs reference research and news almost 30% of the time [27]. These are company-published findings without third-party audit.
On the tracking gap, platforms converged. Anthropic stated plainly that Siege Media "is not a citation analysis platform; it does not provide dedicated tools for mapping competitor citations, identifying AI-trusted domains, or tracking citation architecture" [29]. Grok found no public evidence of proprietary competitive citation mapping infrastructure or a standalone analysis service [30]. Kimi reached the same conclusion [24].
Agreement among AI platforms reflects how they characterized public evidence. It does not prove product quality or delivery outcomes.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Why did some AI platforms rate Siege Media only mixed or uncertain for competitive citation analysis?
- Does Siege Media publish GEO pricing, and do third-party sources agree on its cost?
Fit ratings diverged. OpenAI, anthropic, and perplexity rated Siege Media a good fit. DeepSeek and grok rated it mixed. Kimi rated it uncertain. The split tracks how much weight each platform gave to publicly documented citation-mapping deliverables versus execution capability.
Pricing is the sharpest conflict. Siege Media's own content-marketing page states a current minimum of $8,000 per month, unit-based pricing, a 12-month contract expectation, and a 30-day out clause [31]. Clutch lists a minimum project size of $5,000+ [34]. SalesHive reports content marketing engagements starting around $8,000 per month with digital PR retainers often starting at $12,000–$15,000 per month [35]. Perplexity found third-party sources disagreeing on minimum spend and hourly rates, ranging from about $5,000/month to $15,000+/month depending on the source [36]. A public Siege Media content-strategy page states deliverables generally range from $12,000 to $30,000 [38]. No public GEO price sheet was located.
Contract terms are also contested. Perplexity found no authoritative public GEO cancellation policy, and noted third-party pages mentioning month-to-month or 12-month options with exit clauses that are not verified on the official site [39]. DeepSeek reported pricing and contract terms for the GEO service as not publicly disclosed in the sources it reviewed [40].
Platform coverage is uncertain across the board. Siege Media discusses AI-driven search engines, chatbots, voice assistants, ChatGPT, Perplexity, and Google AI Overviews in public GEO materials, but comprehensive current coverage of Gemini, Claude, Copilot, or recommendation systems is not fully specified [41]. Perplexity stated public sources do not confirm exact AI search platforms covered [43].
One platform's research date differs. DeepSeek's platform-reported research date was 2026-06-11, while the authoritative run date is 2026-09-18. This is provenance metadata and does not independently prove freshness.
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- What specific capabilities does Siege Media offer for mapping competitor citations and missing authority sources?
- Does Siege Media provide dashboards or ongoing citation monitoring for competitive citation analysis?
Against the five criteria in this use case, the evidence is uneven.
Mapping competitor citations. Partially supported. Siege Media states its process tracks which brands are cited in AI search and analyzes competitor mentions [44], and that it analyzes prompt and citation data to find AI mentions, recommendations, and ranking gaps [45]. Perplexity's reading of the GEO page includes prompt-level citation mapping [46]. No public page documents a competitor-by-competitor citation inventory.
Identifying domains and pages influencing AI answers. Unclear. No public evidence confirms Siege Media identifies which domains and pages influence specific AI answers [47]. Its BlueprintIQ tool enables content gap analysis, at-scale topic discovery, and a website freshness scorecard [48], which is adjacent but not the same capability.
Comparing citation architecture across brands. Unclear. DeepSeek found public material does not clearly document cross-brand citation-architecture comparison [44]. Siege Media's product page mapping framework signals specific expertise to LLMs by identifying industry and solution intersections [49], but this is site architecture work, not competitor citation architecture analysis.
Uncovering missing authority sources. Unclear. No public page reviewed specifically describes uncovering missing authority sources that influence AI answers [44]. Anthropic noted no published capability for identifying high-authority domains competitors target but the client does not yet appear in.
Translating findings into an actionable GEO strategy. Supported. The agency describes data-backed project planning, prioritization by time to ROI, content creation, digital PR, and distribution through publications it believes LLMs cite [51]. Its GEO page describes a 12-month roadmap [46].
On measurement, public GEO research describes generative-engine visibility as a multi-stage, stochastic process involving search activation, crawling, indexing, retrieval, reranking, context allocation, citation, prominence, factual absorption, and user behavior [52]. Siege Media does not publicly specify a standardized measurement framework sufficient to establish durable causal attribution for competitor citation gains.
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Siege Media cost per month for a GEO or competitive citation analysis engagement?
- What contract term and cancellation terms does Siege Media require?
Published pricing exists for content marketing, not for a clearly itemized GEO competitive-citation-analysis package. Siege Media states a current minimum of $8,000 per month, uses monthly content-marketing units rather than per-post pricing, asks for a 12-month contract, and states that contracts include a 30-day out clause [53].
Reported cost ranges conflict across sources:
| Source type | Reported figure |
|---|---|
| Siege Media content-marketing page | $8,000/month minimum |
| Siege Media content-strategy page | $12,000–$30,000 typical deliverables |
| Clutch | $5,000+ minimum project size |
| Clutch client range | $60,000 to over $2.5 million total investment |
| SalesHive | $8,000/month content marketing; $12,000–$15,000/month digital PR retainers |
| Third-party aggregate | ~$5,000 to $15,000+/month depending on source |
Additional fees are not itemized publicly. GEO-specific research, monitoring, analytics, digital PR, design, development, or additional content costs require proposal confirmation [53]. Perplexity noted a major blog design overhaul may push pricing toward the high end of the published content-strategy range [56].
The exact meaning of the 30-day out clause, notice mechanics, renewal terms, and treatment of work in progress should be confirmed in the proposal [53]. Perplexity found no authoritative public GEO cancellation policy [57]. DeepSeek reported no public pricing disclosure at all for the GEO service [58].
Pricing confidence across platforms was moderate for openai, anthropic, and grok, and low for perplexity, deepseek, and kimi.
Best Suited For
Questions This Section Answers
- Who is Siege Media best suited for in competitive citation analysis?
- What budget level does a buyer need for Siege Media's GEO engagement?
Siege Media is best suited to mid-market and enterprise brands with $8,000+ monthly budgets that want competitive citation findings converted into content, digital PR, and authority-building execution [59].
Specific fits named across platforms:
- Companies wanting competitive citation findings translated into content, digital PR, authority-building, and ongoing GEO execution (openai).
- Mid-market and enterprise SaaS, fintech, e-commerce, and health brands seeking AI visibility through content strategy, digital PR, and link-building execution (anthropic).
- Teams that already have a content pipeline and want research-led content plus GEO guidance rather than a standalone citation-analysis tool (deepseek).
- Brands with existing SEO authority looking to extend visibility into AI answers within weeks to months (anthropic).
- Organizations needing research-backed GEO frameworks and proprietary data creation to earn AI citations (anthropic).
- Buyers comfortable with custom, scope-based engagements and with verifying citation-analysis depth directly (deepseek).
The agency's stated client portfolio includes Zendesk, Airbnb, Instacart, and Zapier, and it operates with approximately 92 employees [61]. It reports over $148,646,000 in yearly client traffic value [62]. These are company-reported figures.
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Siege Media for competitive citation analysis?
- Is Siege Media a poor fit for buyers who need real-time citation monitoring?
Siege Media is probably not the best fit for buyers whose central requirement is a transparent, productized, independently verifiable competitive-citation intelligence system (openai).
Named exclusions across platforms:
- Small businesses or startups with budgets under $5,000/month (anthropic).
- Companies seeking pure citation tracking tools with URL-level, domain-level, and competitor benchmarking dashboards (anthropic).
- Organizations needing real-time, automated citation monitoring across ChatGPT, Perplexity, Gemini, and Google AI Overviews without content execution (anthropic).
- Buyers requiring a standalone competitive-citation-analysis product or dashboard with transparent, published pricing (deepseek).
- Buyers whose primary need is deep cross-brand citation-architecture comparison or missing-authority-source mapping rather than content strategy (deepseek).
- Buyers requiring specialized tools for mapping competitor citations across AI platforms (grok).
- Teams needing automated alerts when competitors gain or lose AI citations (kimi).
- Organizations seeking granular, prompt-level competitor gap analysis with publishable content briefs (kimi).
A recurring structural limitation: the service requires significant internal coordination and input from client marketing teams, and execution timelines extend over months, not weeks (anthropic).
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Siege Media if the buyer needs real-time citation monitoring?
- Should a buyer pair Siege Media with a citation tracking platform instead of replacing it?
Platforms named several alternative categories and specific tools.
For pure citation data intelligence: Profound, Similarweb AI Citation Checker, Siftly, or Omnia offer dedicated multi-platform citation tracking with URL-level source extraction and competitive benchmarking (anthropic). Cited, Citeme, CiteMetrix, or Citation Radar offer purpose-built tools (kimi).
For real-time monitoring and automated alerts: Profound's Conversation Explorer, Siftly's citation frequency tracking, or Omnia's granular source attribution deliver daily updates and trend detection (anthropic). Citeme and CiteMetrix provide citation alerts (kimi).
For budgets under $5,000/month: Breaking B2B, Skale, or Animalz offer tiered GEO content services starting at $1,500/month without minimum project size (anthropic). Citation Radar starts at $39/month [63].
For citation data decoupled from content execution: SE Ranking, Ahrefs Brand Radar, or Semrush AI Toolkit layer citation insights onto existing SEO platforms (anthropic).
For domain authority and backlink signals tied to citations: Ahrefs Brand Radar or Semrush AI Toolkit correlate LLM citations with Domain Rating and link authority (anthropic).
For non-English markets: Siege Media offers no published localized tracking; Profound, Similarweb, or SE Ranking support regional citation tracking (anthropic).
For a one-time forensic map before committing to content production: an agency with a publicly documented citation-audit methodology (openai).
For independent third-party coverage as the principal gap: a specialist digital-PR or authority-building firm (openai).
Anthropic's recommendation was explicit: buyers needing granular citation intelligence should pair Siege Media with Profound, Similarweb, Siftly, or Omnia for tracking and benchmarking. That pairing model — agency for execution, software for measurement — is the most consistent recommendation across platforms.
Questions to Verify Before Buying
Questions This Section Answers
- What should a buyer confirm with Siege Media before signing a GEO contract?
- Does Siege Media deliver competitor citation maps as a standalone deliverable?
Platforms converged on a verification checklist. The recurring items:
- Will Siege Media deliver a competitor-by-competitor map of cited domains, URLs, citation frequency, source type, and answer context (openai)?
- Which engines and recommendation platforms are included — ChatGPT Search, Google AI Overviews, Gemini, Perplexity, Claude, Copilot, and platform-specific recommendation systems (openai)?
- How many prompts, markets, languages, categories, and time periods are included in the baseline and recurring monitoring (openai)?
- Does reporting distinguish brand mentions, recommendations, citations, linked citations, source prominence, and answer share (openai)?
- Can Siege Media show anonymized examples of citation-gap analyses and the resulting content or digital-PR actions (openai)?
- What portion of the engagement is research and measurement versus content, design, development, SEO, and PR production (openai)?
- What is the total monthly commitment above the $8,000 content-marketing minimum, including pass-through, media, production, analytics, or tooling costs (openai)?
- What exactly does the 30-day out clause permit, and are there minimum commitments, termination fees, or nonrefundable work (openai)?
- How are changes in AI-engine behavior, source availability, personalization, and answer volatility handled in reporting and success criteria (openai)?
- Does the engagement include ongoing citation tracking, or only an initial audit and roadmap (perplexity)?
- Can Siege Media deliver citation audit results as standalone deliverables, or only as part of full-service GEO execution (anthropic)?
- Are digital PR placements guaranteed, or is outreach best-effort with no SLA on coverage or Domain Rating of earned links (anthropic)?
- What percentage of clients see citations in comparison-stage or pricing-stage AI queries versus discovery-stage queries (anthropic)?
- Does Siege Media have proprietary tooling for monitoring competitor AI citations across ChatGPT, Gemini, Perplexity, Claude, and Grok (kimi)?
- What is the frequency of competitive citation analysis — real-time, weekly, monthly, or ad hoc (kimi)?
- Can Siege Media demonstrate measurable improvement in client AI citation share-of-voice (kimi)?
- Does Siege Media provide detailed competitor citation reports or mapping across specific AI platforms (grok)?
- What proprietary tools or processes support competitive citation analysis (grok)?
One independent finding deserves specific attention. CiteWorks Studio reports Siege Media leads its tracked set in top-3 and rank-1 recommendation rates in Google AI Overviews and Google AI Mode, but shows no ranked recommendation credit in comparison and pricing prompt clusters [64]. The strategic visibility gap is not explained by the company. Buyers should ask how the engagement addresses comparison-stage and pricing-stage queries specifically.
Final AI Consensus Verdict
Siege Media is a good fit for AI Search Agencies for Competitive Citation Analysis when the buyer wants citation findings converted into content, digital PR, and authority-building execution — and a weaker fit when the buyer needs a transparent, productized, independently verifiable citation-intelligence system.
Three of six platforms rated it good (openai, anthropic, perplexity), two rated it mixed (deepseek, grok), and one rated it uncertain (kimi). Two of six named it during the ranking stage at an average rank of 5.5 and a best rank of 3.
The strongest evidence for fit is Siege Media's own GEO service description, which includes prompt-level citation mapping, a baseline LLM share-of-voice benchmark, and a 12-month roadmap [66]. The strongest evidence against a clean fit is the consistent platform finding that no public evidence establishes a dedicated competitor-citation intelligence capability, dashboard, or standalone audit product (anthropic, grok, kimi, deepseek).
Purchase should be contingent on a written deliverables matrix covering engines, prompts, competitor-source mapping, historical monitoring, methodology, reporting, pricing, and contract exit terms. Buyers needing granular citation intelligence should consider pairing Siege Media with a dedicated tracking platform rather than treating it as a substitute.
How This Review Was Produced
This review evaluates Siege Media only for the use case of AI Search Agencies for Competitive Citation Analysis. It is not a broad company review.
Six platforms were included in the fit-research stage: openai, anthropic, perplexity, deepseek, grok, and kimi. Each produced a structured fit assessment with citations, pricing findings, limitations, and verification questions. Two of the six named Siege Media during the ranking stage.
The authoritative research date is 2026-09-18. Platform-reported research dates were 2026-09-18 for anthropic, grok, kimi, openai, and perplexity, and 2026-06-11 for deepseek.
All platform outputs carry a verification status of platform_reported_not_independently_verified. 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. Company-owned citations materially outnumber independent citations in this evidence set.
The consensus index for this category is AI Search Agencies for Competitive Citation Analysis, which ranks all evaluated agencies for this use case. The broader ai search geo agencies directory covers adjacent categories.
Methodology Limitations
Several limitations constrain how much weight this review can carry.
Source ownership imbalance. Company-owned citations materially outnumber independent citations. Siege Media's performance language — including the $148,646,000 traffic-value figure, the 5,000+ publisher relationships, the 45% citation lift for proprietary data, and the 113% deal increase — is company-reported and was not independently validated [67].
No independent validation of citation outcomes. No independent evidence specifically validating competitor citation gains from Siege Media engagements was identified across platforms.
Pricing conflicts unresolved. Third-party sources disagree on minimum spend and hourly rates, ranging from about $5,000/month to $15,000+/month. These claims should not be treated as definitive [71].
Methodology opacity. Prompt libraries, sampling rules, engine coverage, citation deduplication, historical tracking, and reporting formats are unclear from public materials (openai).
Platform coverage unconfirmed. Public sources do not confirm the exact AI search platforms covered in Siege Media's analysis [73].
Date discrepancy. DeepSeek's platform-reported research date (2026-06-11) differs from the authoritative run date (2026-09-18). This is provenance metadata and does not independently prove freshness.
Retrieval failure. Official-site retrieval failed for one or more mentions during research. No failed fetch was used as a verified domain key, and some company claims were sourced from secondary mentions only.
Stochastic AI behavior. Public GEO research describes generative-engine visibility as a multi-stage, stochastic process. Historical findings may not remain stable across engines or over time [75].
Agreement is not quality proof. Agreement among AI platforms reflects how they characterized public evidence. It does not prove product quality, delivery outcomes, or fitness for any specific buyer.
Sources
Company-Owned Sources
- Competition Tracking - CiteMetrix: https://citemetrix.com/docs/competition-tracking/
- GEO Heist: Reverse-Engineer Competitor AI Citations: https://gracker.ai/solutions/seo-heist/
- Competitor Intelligence — Why Rivals Get Cited: https://viali.ai/product/competitive-intelligence/
- Weekly AI Citation Monitoring for SEO, AEO & GEO: https://web-cited.com/
- AI Citation Tracking for ChatGPT, Perplexity & Gemini: https://www.citationradar.ai/
- AI SEO & Generative Engine Optimization (GEO) Tool: https://www.citedintel.com/
- See who AI recommends instead of you: https://www.citeme.io/features/competitive-monitoring
- AI Search Optimization Platform for Brands: https://www.getcited.in/platform
- Full-Service GEO Agency for Brands: https://www.siegemedia.com/
- 6 Content Strategy Examples To Boost Success: https://www.siegemedia.com/creation/content-strategy-examples
- The book on AI SEO. - Generative Engine Optimization: https://www.siegemedia.com/geo-book
- Content Marketing Services — $148M in Client Traffic Value: https://www.siegemedia.com/services/content-marketing
- Content Strategy Services - $100M in Client Value: https://www.siegemedia.com/services/content-strategy
- Generative Engine Optimization (GEO) Services: https://www.siegemedia.com/services/geo
- 3 Content Strategy Templates + Free Downloads - Siege Media: https://www.siegemedia.com/strategy/content-strategy-template
- Generative Engine Optimization (GEO): What It Is + How to Do It: https://www.siegemedia.com/strategy/generative-engine-optimization
- How To Rank in LLMs Using Digital PR: https://www.siegemedia.com/strategy/how-to-rank-in-llms-using-digital-pr
- Product Page Mapping: The New GEO Standard: https://www.siegemedia.com/strategy/product-page-mapping
Additional AI research evidence75 records
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:7-1
- AI research evidence record deepseek:c1
- AI research evidence record grok:web:0
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:7-3
- AI research evidence record anthropic:6-18
- AI research evidence record anthropic:13-1
- AI research evidence record grok:web:1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:2-1
- AI research evidence record openai:c2
- AI research evidence record anthropic:7-1
- AI research evidence record deepseek:c1
- AI research evidence record kimi:cited-generic-1
- AI research evidence record kimi:citeme-generic-2
- AI research evidence record kimi:citemetrix-generic-4
- AI research evidence record openai:c1
- AI research evidence record anthropic:2-1
- AI research evidence record perplexity:c1
- AI research evidence record deepseek:c1
- AI research evidence record grok:web:0
- AI research evidence record kimi:cited-generic-1
- AI research evidence record anthropic:2-4
- AI research evidence record openai:c2
- AI research evidence record anthropic:37-1
- AI research evidence record anthropic:2-9
- AI research evidence record anthropic:2-19
- AI research evidence record grok:web:1
- AI research evidence record openai:c2
- AI research evidence record anthropic:23-1
- AI research evidence record anthropic:23-2
- AI research evidence record anthropic:19-2
- AI research evidence record anthropic:22-1
- AI research evidence record perplexity:c5
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c7
- AI research evidence record deepseek:c1
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:7-3
- AI research evidence record perplexity:c1
- AI research evidence record kimi:cited-generic-1
- AI research evidence record anthropic:2-19
- AI research evidence record anthropic:5-3
- AI research evidence record anthropic:5-4
- AI research evidence record openai:c2
- AI research evidence record openai:c4
- AI research evidence record openai:c2
- AI research evidence record anthropic:23-1
- AI research evidence record anthropic:23-2
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c7
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:22-1
- AI research evidence record openai:c2
- AI research evidence record anthropic:24-11
- AI research evidence record anthropic:7-7
- AI research evidence record kimi:citationradar-7
- AI research evidence record anthropic:13-1
- AI research evidence record anthropic:13-10
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:7-7
- AI research evidence record openai:c2
- AI research evidence record anthropic:37-1
- AI research evidence record anthropic:5-7
- AI research evidence record perplexity:c5
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c4
Independent Sources
- Optimizing Visibility in Generative Engines: A Critical Survey of Generative Engine Optimization (2023-2026: https://arxiv.org/abs/2607.14035
- Siege Media: Details, Reviews, Pricing, & Features | CheckThat.ai: https://checkthat.ai/brands/siege-media?subcategory_id=440727d8-153a-48da-9fb7-8af2ac16158b
- Siege Media pricing review · Cited·Index: https://citedindex.com/siege-media
- Siege Media AI Market Strategy Report — Enterprise SEO Marketing Agencies | CiteWorks Studio: https://citeworksstudio.com/case-studies/ai-company-market-strategy-reports/enterprise-seo-marketing-agencies/siege-media
- Siege Media Reviews (47), Pricing, Services & Verified Ratings: https://clutch.co/profile/siege-media
- Siege Media Reviews (48), Pricing, Services & Verified Ratings: https://clutch.co/profile/siege-media?page=4#review-122721
- 6 best generative engine optimization (GEO) agencies for B2B to grow AI visibility in 2026: https://grizzle.io/blog/best-generative-engine-optimization-agencies-for-b2b
- Siege Media Review 2026: Content, SEO & Digital PR Verdict: https://mentionagent.ai/blog/siege-media-review/
- Top 9 Best AEO Agencies in 2026 - Complete Guide: https://primeavenuegroup.com/best-aeo-agencies/
- Siege Media Review 2026: Pricing, Features, Pros & Cons | SalesHive: https://saleshive.com/vendors/siege-media
- 7 Best AEO Agency Options for AI Visibility: https://www.llumohq.com/blog/best-aeo-agency
- Top 12 GEO Agencies Ranked by AI Data, Pricing, Methods: https://www.miragenews.com/top-12-geo-agencies-ranked-by-ai-data-pricing-1744115/
- Generative Engine Optimization By Ross Hudgens: https://www.worldofbooks.com/products/generative-engine-optimization-book-ross-hudgens-9781394439805
Additional AI research evidence75 records
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:7-1
- AI research evidence record deepseek:c1
- AI research evidence record grok:web:0
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:7-3
- AI research evidence record anthropic:6-18
- AI research evidence record anthropic:13-1
- AI research evidence record grok:web:1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:2-1
- AI research evidence record openai:c2
- AI research evidence record anthropic:7-1
- AI research evidence record deepseek:c1
- AI research evidence record kimi:cited-generic-1
- AI research evidence record kimi:citeme-generic-2
- AI research evidence record kimi:citemetrix-generic-4
- AI research evidence record openai:c1
- AI research evidence record anthropic:2-1
- AI research evidence record perplexity:c1
- AI research evidence record deepseek:c1
- AI research evidence record grok:web:0
- AI research evidence record kimi:cited-generic-1
- AI research evidence record anthropic:2-4
- AI research evidence record openai:c2
- AI research evidence record anthropic:37-1
- AI research evidence record anthropic:2-9
- AI research evidence record anthropic:2-19
- AI research evidence record grok:web:1
- AI research evidence record openai:c2
- AI research evidence record anthropic:23-1
- AI research evidence record anthropic:23-2
- AI research evidence record anthropic:19-2
- AI research evidence record anthropic:22-1
- AI research evidence record perplexity:c5
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c7
- AI research evidence record deepseek:c1
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:7-3
- AI research evidence record perplexity:c1
- AI research evidence record kimi:cited-generic-1
- AI research evidence record anthropic:2-19
- AI research evidence record anthropic:5-3
- AI research evidence record anthropic:5-4
- AI research evidence record openai:c2
- AI research evidence record openai:c4
- AI research evidence record openai:c2
- AI research evidence record anthropic:23-1
- AI research evidence record anthropic:23-2
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c7
- AI research evidence record deepseek:c1
- AI research evidence record anthropic:22-1
- AI research evidence record openai:c2
- AI research evidence record anthropic:24-11
- AI research evidence record anthropic:7-7
- AI research evidence record kimi:citationradar-7
- AI research evidence record anthropic:13-1
- AI research evidence record anthropic:13-10
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:7-7
- AI research evidence record openai:c2
- AI research evidence record anthropic:37-1
- AI research evidence record anthropic:5-7
- AI research evidence record perplexity:c5
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c4
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- Study date
- September 18, 2026
- Platforms analyzed
- 6
- Source records
- 31
- Ranking mentions
- 2 of 6
- Platform share
- 33%
- Final consensus rank
- #7
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
13 independent · 18 company-owned
Evidence support
27 direct · 4 partial
Important limitation
Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.
Source snapshot SHA-256 dce64ce3b2bb092c9ba243a5da5ed32ab7af755a8f1e43314484d7869693baff