Help: choose by your question

GEO Audit (Generative Engine Optimization Audit) is a system for measuring visibility and establishing source authority across large language models and AI search assistants. It evaluates whether a brand is accurately recognized and positively recommended in mainstream AI answer engines, and whether traffic interception or factual hallucination occurs. This is the single public definition used by GEO Audit Sentinel; it does not guarantee any ranking.

Inspect public pages, collect specified model answers, analyze visibility and sentiment within the sample, and provide reports, remediation artifacts and installation guidance. This is a published GEO Audit Sentinel capability limit.

No. GEO Audit Sentinel does not control model answers or promise first place or fixed positions; we deliver traceable evidence and improvement direction. This is a published GEO Audit Sentinel capability limit.

No advance guarantee. Define the metric, record a baseline and retest with the same model, questions and measurement method. A 50% relative improvement is not an increase of 50 percentage points. This is a published GEO Audit Sentinel capability limit.

No. Models, time, regions and wording affect answers; a sample does not represent every AI or user. This is a published GEO Audit Sentinel capability limit.

No. Recommendations, visits and purchases are separate stages; commercial outcomes require real operating data. This is a published GEO Audit Sentinel capability limit.

No. They clarify structure and sources but do not guarantee crawling, indexing, citations or recommendations. This is a published GEO Audit Sentinel capability limit.

No fixed timeline. Readability changes can be inspected; model-side changes need retesting. Unmeasured improvements are not reported as results. This is a published GEO Audit Sentinel capability limit.

Answers alone usually cannot establish causation. GEO Audit Sentinel separates observed evidence, possible causes and hypotheses that still need verification. This is a published GEO Audit Sentinel capability limit.

No. GEO Audit Sentinel focuses on GEO audits and AI opinion scanning, not legal advice, security certification or industry accreditation. This is a published GEO Audit Sentinel capability limit.

No. Static checks and real AI answers are different evidence and must be interpreted separately. This is a published GEO Audit Sentinel capability limit.

No. Partners lead customer relationships and attribution; GEO Audit Sentinel provides technical support in collection and methodology. This is a published GEO Audit Sentinel capability limit.

No. They describe observed phenomena and problems, disclose no customer data, represent no industry statistics and are not proof of results. This is a published GEO Audit Sentinel capability limit.

GEO Audit Sentinel collects category questions separately from questions containing a model or brand name, then compares how names, parameters and model wording appear in each answer. We report only the confusion actually observed in the sample and do not infer that every model behaves the same.

GEO Audit Sentinel verifies the specifications, operating conditions and policy wording in public pages and inspects how the selected models restate them. Claims about light output, energy use or safety still need authoritative testing and standard texts; we do not replace certification.

No. Refusal, omission and lack of recommendation are three different observations and are counted separately. GEO Audit Sentinel records which questions produced refusals or short answers in which models; this shows answer behaviour in the sample, not that users cannot find the brand.

GEO Audit Sentinel checks the compatibility conditions, performance figures and their stated sources on the official site, and whether the selected models cite official sources. Grid connection, safety rules and certification follow local regulations and authoritative testing; we do not issue compliance rulings.

GEO Audit Sentinel separates how the category is described from how a specific model is mentioned, and reports confusion or omissions inside the sample. Specifications, range and price are compared against verified official materials; figures without a stated source are not written into conclusions.

No. GEO Audit Sentinel reports what wording appears in public pages and model answers, whether it carries a source, and whether a similar style is presented as the same product. Whether trademark or design rights are infringed is decided by the brand and the law; we issue no legal opinion.

Yes, and it is not rare: 4 of the 8 sites had zero brand mentions across all answers (the largest sample was 339 answers, 0 mentions), and one more was mentioned once in 33. If buyers ask AI without the brand name, these sites do not exist. Figures come from GEO Audit Sentinel evidence on 8 sites; the sample is small and does not represent an industry.

Competitors. On every one of the 8 sites, at least 79% of answers named other brands, up to 100%. The empty seat is always taken by someone else. Figures come from GEO Audit Sentinel evidence on 8 sites; the sample is small and does not represent an industry.

Mostly not. Only 3 of the 8 sites had their own domain among the most-cited sources; for the other 5, retailers, competitor sites and media led. The product is yours; the narrative is not. Figures come from GEO Audit Sentinel evidence on 8 sites; the sample is small and does not represent an industry.

No. One site was mentioned in 26 of 30 answers, but its own domain was cited only 12 times. Mentions, recommendations and citations must be read separately. Figures come from GEO Audit Sentinel evidence on 8 sites; the sample is small and does not represent an industry.

Not necessarily. One well-known site was mentioned in only 4 of 30 category answers. Fame in the trade does not mean AI recalls you on category questions. Figures come from GEO Audit Sentinel evidence on 8 sites; the sample is small and does not represent an industry.

Both such sites showed batches of refusals or very short answers under 200 characters (keyword-rule screening, needs human review), and one had zero brand mentions. Refusal and non-mention are different problems and must be counted separately. Figures come from GEO Audit Sentinel evidence on 8 sites; the sample is small and does not represent an industry.

GEO Audit Sentinel can run dupe/alternative questions and record who is named, whether a similar style is described as the same product, and whose pages are cited; whether it infringes is not ours to judge. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

GEO Audit Sentinel can collect answers per model and compare them with verified official specs, flagging mix-ups; specs the official site does not state are logged as missing. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

GEO Audit Sentinel can count the sources behind policy answers and flag statements that are not official, conflict with the official site, or have no source. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

GEO Audit Sentinel can ask the same questions in different languages and compare company names, sites and ownership, flagging cases where you are mistaken for another firm or split in two. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

GEO Audit Sentinel can ask about usage and selection separately from specific products and record which are refused; refusal reasons belong to model policy, and we only report observed behavior. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

GEO Audit Sentinel can check whether that information exists in the page text; items only in images are flagged as possibly unreadable, with a suggestion to add sourced text. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

GEO Audit Sentinel can measure how citations split between retailers and your site, and whose price and specs answers follow; this shows who holds the narrative, not where sales go. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

GEO Audit Sentinel can ask using the old model name and see whether answers still recommend it or point to the successor; missing replacement notes on the official site are logged as missing. GEO Audit Sentinel checks this against evidence; it does not replace authoritative testing or legal judgement.

Inference: clear, frequently updated pages are easier for machines to read and cite. The only established fact: in our evidence, only 3 of 8 sites had their own website among the most-cited sources. GEO Audit Sentinel can check: use the free Does AI Recommend You? to see who gets named, then the Website AI Readability Check for your site’s nine public signals. We cannot check: how a platform ranks internally.

Inference: convenient for the buyer, but the channel absorbs the entrance. GEO Audit Sentinel can check: in an authorized audit, count brand mentions and channel mentions separately; a mention is not a recommendation. We cannot check: whether this is intentional; we do not judge intent.

Inference: AI cannot see private in-platform chats, only public pages; what is not public effectively does not exist. GEO Audit Sentinel can check: whether your site exposes machine-readable organization and contact information, using the Website AI Readability Check. We cannot check: in-platform conversations or internal data.

Inference: whichever reads clearer and more like first-hand information may be trusted, not necessarily the truthful one. GEO Audit Sentinel can check: after collection, compare where the numbers in answers come from; use the Page Chunk & FAQ Structure Check to see whether these facts stay clear after chunking. We cannot check: which side is correct; that needs the seller’s own proof.

Inference: reviews are third-party content, and paraphrases often lose context. GEO Audit Sentinel can check: the sources behind policy and reputation answers, flagging non-official ones; then use the Article Content & Structure Check to see whether your Q&A pages are easy to cite. We cannot check: whether reviews are genuine.

Inference: it is the cheapest way to let machines see who you are and what you said, with no promise of being recommended. GEO Audit Sentinel can check: Organization markup, llms.txt and robots.txt using the Website AI Readability Check. We cannot check: whether AI recommends you because of it; we promise no ranking.

Inference: platform pages aim to be generic, so expert answers often must come from the seller. GEO Audit Sentinel can check: structure and content risks with the Article Content & Structure Check, and whether each chunk still carries subject and context with the Page Chunk & FAQ Structure Check. We cannot check: how much traffic this brings.

Inference: a rules game, where the seller’s risk is breaching platform terms. GEO Audit Sentinel does not interpret terms; read the platform rules first and never present redirection as guaranteed. We can check: whether public information on your site is complete and readable. We cannot check: how rules are enforced or whether they change.

Inference: platform rules change; your own site is the one place you can control long-term. GEO Audit Sentinel can check: in an authorized audit, re-test under the same conditions and keep before/after evidence; meanwhile start with the free tools. We cannot check: future platform rules; we promise no ranking or sales.

GEO Audit Sentinel checks what the public pages state about ingredients, flavours, minimum age and purchase conditions, then inspects how the selected models repeat them. Legal, market-access and tax questions follow the text of local regulation and authoritative bodies; we do not issue compliance rulings.

GEO Audit Sentinel collects category questions separately from model- or brand-specific questions and compares how suitable pets, materials and cleaning appear in each answer. We do not infer behaviour outside the sample; material and safety claims still need authoritative testing.

GEO Audit Sentinel checks the capacity, output and operating conditions stated on the official site and whether model answers cite official sources. Figures without a stated source are not written into conclusions; cold-weather and safety performance follow authoritative testing.

GEO Audit Sentinel checks whether public pages and model answers conflate material descriptions, test items and certification conclusions, and flags wording without a source. Compliance and market access are decided by certification bodies and regulation; we do not replace them.

GEO Audit Sentinel separates specification parameters, use cases and model wording, and reports confusion or omissions inside the sample. Measured data and safety limits follow official materials and testing. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks how material names, specifications and compatible devices are written in public pages, and whether model answers pair them correctly. Compatibility conclusions follow official compatibility tables; we report only the wording actually observed.

GEO Audit Sentinel compares the figures stated in public pages with how models restate them and flags wording that lacks a source or exceeds the original claim. Noise-cancellation and health-related conclusions need authoritative testing; we do not replace it.

GEO Audit Sentinel collects category questions separately from model- or brand-specific questions and verify aperture, magnification and compatibility in each answer. Subjective “what you can see” descriptions are not written as measured results. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the stated test conditions for range, speed limits and usage restrictions, and whether model answers cite official sources. Road use, speed and helmet rules are set by local regulation; we do not issue compliance rulings. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks whether public pages state compatible protocols, gateway requirements and setup conditions, and how models restate them. When a condition is absent we record missing information; we do not infer that a product is unsupported. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel separates parameters, battery platforms and compatible accessories, and reports mismatches or omissions inside the sample. Measured torque and safe use follow official materials and testing. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel separates how the category is described from how a specific part number is mentioned, and flags mismatches or omissions inside the sample. Fitment follows official fitment tables and part numbers; we take no responsibility for installation or safety judgement.

GEO Audit Sentinel checks the capacity, water-quality and cleaning requirements stated in public pages and whether model answers cite official sources. Hygiene and safety conclusions need authoritative testing; we do not replace certification. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks whether effect statements in public pages and model answers carry a source and whether they exceed the original wording. Skin safety and medical-related conclusions follow authoritative testing and regulation; we make no efficacy determination.

GEO Audit Sentinel separates parameters such as aperture and magnification from subjective viewing descriptions, and flags answers that present a parameter as an observation result. Actual viewing depends on conditions; we report the wording inside the sample only.

GEO Audit Sentinel checks the material, size, anti-slip and cleaning statements in public pages and whether model answers turn them into unsourced conclusions such as “eco-certified” or “anti-mould”. Material safety and flammability follow authoritative testing and the text of the standard.

GEO Audit Sentinel checks the payload, test conditions for range, cargo-box dimensions and usage limits stated on the official site, and whether model answers cite official sources. Registration, road rights and licence requirements are set by local regulation; we do not issue compliance rulings.

GEO Audit Sentinel checks how material, stone origin and finishing are written in public pages and whether model answers keep them distinct. Whether wording misleads follows the applicable rules and testing; we report only the wording actually observed. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the sizing basis, lead time and return policy stated in public pages and how models restate them. Time promises without a source are not written into conclusions. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks whether material statements in public pages and model answers carry a source and whether “meets the standard” appears without support. Limits for lead, cadmium and similar follow authoritative testing and regulation. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the test standard, charging conditions and option differences stated on the official site, and whether model answers cite official sources. Road legality, subsidies and taxes follow local regulation; we issue no rulings. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the system architecture, installation prerequisites and battery type stated in public pages and whether model answers cite official sources. Grid permission, safety rules and installer qualifications follow local regulation and authoritative testing.

GEO Audit Sentinel separates parameters, test conditions and scenario wording, and flags answers that present laboratory conditions as real-world performance. Measured performance follows official materials and testing. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel collects model-, accessory- and firmware-specific questions separately and verify the pairings in each answer. Compatibility and upgrade conclusions follow official compatibility tables and manuals. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the machine capability, tolerance range and material list stated in public pages and whether models summarise them correctly. Export control and licensing follow the text of the regulation; we make no determination. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks whether parameter and certification statements carry a source and whether answers exceed the original wording. Certification and delivery commitments follow authoritative documents and the contract. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the description, materials and craftsmanship wording in public pages, and whether model answers present “similar style” as “the same product” or cite comparisons without a source. Whether trademark or design rights are involved is decided by the brand and the law; we report only the wording actually observed.

GEO Audit Sentinel checks the feature scope, data-handling notes and supported-model list stated on the official site, and how models restate them. Compliance follows applicable law and the privacy policy; we do not replace legal review. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks whether integration and deployment notes and security certification wording in public pages carry a source and a scope. SLA, penetration testing and certification conclusions follow official documents and authoritative bodies. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the billing method, cancellation path and regional availability stated in the app and on the site, and how models restate them. Refund and billing disputes follow the terms of service and applicable law; we do not adjudicate. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the stage wording, territory and rights scope in public pages and announcements, and whether models conflate them. Clinical, registration and marketing authorisation are decided by regulators. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the capability parameters and mission status stated in public pages and whether models turn a plan into a fact. Launch licensing and safety review are decided by regulators. GEO Audit Sentinel reports only answers observed in the sample.

GEO Audit Sentinel checks the seat pricing, renewal increase, billing cycle and cancellation method stated in public pages, and whether model answers cite the official pricing page. Whether wording misleads follows the applicable rules; we report only the wording actually observed.

GEO Audit Sentinel checks the data storage region, export formats and private-deployment scope stated in public pages, and whether answers turn “export supported” into “export anything, anytime”. Compliance and audit conclusions follow authoritative documents and the contract.

GEO Audit Sentinel checks the trial length, feature limits and data retention period stated in public pages, and whether model answers cite the official terms. Quota numbers without a source are not written into conclusions. GEO Audit Sentinel reports only answers observed in the sample.

An earlier result is being reused, not a new model query. Check the source and detection time. This is a standard GEO Audit Sentinel handling rule.

Billable AI calls do not automatically retry or silently switch models. Read the error before choosing a manual rerun. This is a standard GEO Audit Sentinel handling rule.

Check public accessibility. Login-only, restricted or script-dependent pages may not be fully readable; do not bypass restrictions. This is a standard GEO Audit Sentinel handling rule.

The four public tools do not. Member history, partner tasks and private reports require appropriate account permissions. This is a standard GEO Audit Sentinel handling rule.

Members use /member; partners use /partner. Administrators configure partner task/report permissions; membership alone does not grant full audits. This is a standard GEO Audit Sentinel handling rule.

Click the header contact icon or footer contact entry. QR codes never open automatically and following us is not required to see results. This is a standard GEO Audit Sentinel handling rule.