AI-for-Main-Street platform. Uses TBV to verify AI Discovery audit mention-classifications across ChatGPT, Claude, Perplexity, and Gemini.

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Verifications (60)

Every primary-vs-verifier check. Agreements and divergences both shown — agreements can still be wrong when both classifiers share a blind spot, so reviewers can spot-check any row.
Auto-sampling rate: 5.0%
of agreements auto-become spot-check tasks
  • agreement40d ago
    perplexity · SureNest Insurance Services · my small business needs affordable insurance, what should I consider?
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    perplexity · SureNest Insurance Services · I need a commercial insurance policy because I'm opening a new office.
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    perplexity · SureNest Insurance Services · best small business insurance compared to big companies in the area
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    perplexity · SureNest Insurance Services · I'm looking for workers' compensation insurance for my startup in Santa Clara.
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    perplexity · SureNest Insurance Services · how much does liability insurance cost in Santa Clara?
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response, which only references AAA and Progressive as providers."
  • agreement40d ago
    perplexity · SureNest Insurance Services · who provides business insurance in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "The response mentions 'Sure88 Insurance Brokers LLC' which is a different business name from 'SureNest Insurance Services' and is not a clear variant of the target business name."
  • divergenttask · divergent40d ago
    claude · SureNest Insurance Services · alternatives to SureNest Insurance Services for business insurance in the area
    primary: NOverifier: YESviva/mention-classification
    "SureNest is mentioned in the response as the business being compared against ('alternatives to SureNest for business insurance'), establishing it as a referenced provider in the co"
    sink task id: 7491a4a094134a6a9044…
  • agreement40d ago
    claude · SureNest Insurance Services · I need help with property insurance for my business in Santa Clara, what are my options?
    primary: NOverifier: NOviva/mention-classification
    "The truncated response shows only a header and the beginning of a section about local insurance agents and brokers, but does not mention SureNest Insurance Services or any clear va"
  • agreement40d ago
    claude · SureNest Insurance Services · most reliable insurance brokers in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided response excerpt."
  • agreement40d ago
    claude · SureNest Insurance Services · what's the pricing for general liability insurance in the Santa Clara area?
    primary: NOverifier: NOviva/mention-classification
    "The truncated response shows only a heading and introduction about general liability insurance pricing in Santa Clara, with no mention of SureNest Insurance Services or any specifi"
  • agreement40d ago
    claude · SureNest Insurance Services · find me a business insurance agent near me in Santa Clara
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and only shows a generic header and the beginning of a section on 'Independent Insurance Agents' without mentioning SureNest Insurance Services by name."
  • agreement40d ago
    claude · SureNest Insurance Services · SureNest Insurance Services Santa Clara, CA reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'SureNest Insurance Services' in the heading and acknowledges it as a provider, even though it declines to provide current review information."
  • agreement40d ago
    claude · SureNest Insurance Services · my small business needs affordable insurance, what should I consider?
    primary: NOverifier: NOviva/mention-classification
    "The truncated response excerpt does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · best small business insurance compared to big companies in the area
    primary: NOverifier: NOviva/mention-classification
    "The truncated response shows only generic references to 'Local independent agents' without naming SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · I need a commercial insurance policy because I'm opening a new office.
    primary: NOverifier: NOviva/mention-classification
    "The truncated response shows only general information about commercial insurance considerations and does not mention or reference SureNest Insurance Services."
  • agreement40d ago
    claude · SureNest Insurance Services · I'm looking for workers' compensation insurance for my startup in Santa Clara.
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not contain any mention of SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · how much does liability insurance cost in Santa Clara?
    primary: NOverifier: NOviva/mention-classification
    "The truncated response excerpt does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · who provides business insurance in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions State Farm as a provider and does not include SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · alternatives to SureNest Insurance Services for business insurance in the area
    primary: NOverifier: NOviva/mention-classification
    "The response lists alternatives to SureNest Insurance Services but does not mention, recommend, or cite SureNest itself in the provided text."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · most reliable insurance brokers in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · I need help with property insurance for my business in Santa Clara, what are my options?
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, named, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · what's the pricing for general liability insurance in the Santa Clara area?
    primary: NOverifier: NOviva/mention-classification
    "The response mentions Insureon and Progressive Commercial as insurance providers, but SureNest Insurance Services is not named, recommended, or cited anywhere in the provided text."
  • divergenttask · divergent40d ago
    chatgpt · SureNest Insurance Services · find me a business insurance agent near me in Santa Clara
    primary: YESverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned anywhere in the provided search response, which only lists GS Insurance Solutions, Inc. and Be Well Insurance."
    sink task id: 1c88dd55867041d5916c…
  • agreement40d ago
    chatgpt · SureNest Insurance Services · SureNest Insurance Services Santa Clara, CA reviews
    primary: YESverifier: YESviva/mention-classification
    "The response clearly names and mentions 'SureNest Insurance Services' multiple times, provides its specific address, describes its services, and cites its website as a source."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · my small business needs affordable insurance, what should I consider?
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · I need a commercial insurance policy because I'm opening a new office.
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any variant of that name; it only provides general information about types of commercial insurance "
  • agreement40d ago
    chatgpt · SureNest Insurance Services · I'm looking for workers' compensation insurance for my startup in Santa Clara.
    primary: NOverifier: NOviva/mention-classification
    "The response mentions The Hartford and Progressive Commercial as workers' compensation options, but does not mention, recommend, or cite SureNest Insurance Services."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · best small business insurance compared to big companies in the area
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, named, or recommended anywhere in the provided response."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · how much does liability insurance cost in Santa Clara?
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name; it only references insureon.com as a source."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · who provides business insurance in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    perplexity · SureNest Insurance Services · most reliable insurance brokers in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    perplexity · SureNest Insurance Services · what should I look for in a good insurance provider for my business?
    primary: NOverifier: NOviva/mention-classification
    "The response provides general guidance on selecting an insurance provider but does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    perplexity · SureNest Insurance Services · I need a commercial insurance policy because I just opened a new office
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any variant of that name."
  • agreement40d ago
    perplexity · SureNest Insurance Services · SureNest Insurance Services Santa Clara, CA reviews
    primary: YESverifier: YESviva/mention-classification
    "The response clearly names and provides detailed information about 'SureNest Insurance Services' including location, phone, website, hours, and specialties, directly addressing the"
  • agreement40d ago
    perplexity · SureNest Insurance Services · how much does liability insurance cost in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    perplexity · SureNest Insurance Services · find me a business insurance agent near Santa Clara
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    perplexity · SureNest Insurance Services · who can help with personal insurance in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response, which only lists Allstate agents."
  • agreement40d ago
    claude · SureNest Insurance Services · what are the best coverage options for small businesses in Santa Clara, CA?
    primary: NOverifier: NOviva/mention-classification
    "The truncated response excerpt shows only 'Covered California for Small Business' as a mentioned provider, with no reference to SureNest Insurance Services."
  • agreement40d ago
    claude · SureNest Insurance Services · I need help with my auto insurance because my rates have increased recently
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · how much does workers' compensation insurance typically cost here?
    primary: NOverifier: NOviva/mention-classification
    "The truncated response excerpt does not contain any mention of SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · are there alternatives to SureNest Insurance Services in Santa Clara?
    primary: YESverifier: YESviva/mention-classification
    "SureNest Insurance Services is explicitly mentioned in the response title/context as the business the user is seeking alternatives to."
  • agreement40d ago
    claude · SureNest Insurance Services · best local insurance companies compared to SureNest in the area
    primary: NOverifier: NOviva/mention-classification
    "The response explicitly states 'I don't have specific information about "SureNest"' and does not mention, recommend, or cite SureNest Insurance Services as a provider."
  • agreement40d ago
    claude · SureNest Insurance Services · most reliable insurance brokers in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned in the provided response, which only shows State Farm Insurance Agents as the beginning of the list."
  • agreement40d ago
    claude · SureNest Insurance Services · what should I look for in a good insurance provider for my business?
    primary: NOverifier: NOviva/mention-classification
    "The response discusses general factors for choosing business insurance but does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · I need a commercial insurance policy because I just opened a new office
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not contain any mention of 'SureNest Insurance Services' or a clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · SureNest Insurance Services Santa Clara, CA reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'SureNest Insurance Services' in the heading and directly addresses it as the subject of the search query."
  • agreement40d ago
    claude · SureNest Insurance Services · how much does liability insurance cost in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "The truncated response excerpt shows only a general heading and beginning of cost estimates with no mention of SureNest Insurance Services or any specific provider names."
  • agreement40d ago
    claude · SureNest Insurance Services · find me a business insurance agent near Santa Clara
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not contain any mention of SureNest Insurance Services or a clear variant of that name."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · I need help with my auto insurance because my rates have increased recently
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    claude · SureNest Insurance Services · who can help with personal insurance in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not mention SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · what are the best coverage options for small businesses in Santa Clara, CA?
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite SureNest Insurance Services or any clear variant of that name."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · how much does workers' compensation insurance typically cost here?
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the response, which only references general California workers' compensation requirements and hrcali"
  • agreement40d ago
    chatgpt · SureNest Insurance Services · are there alternatives to SureNest Insurance Services in Santa Clara?
    primary: YESverifier: YESviva/mention-classification
    "SureNest Insurance Services is explicitly mentioned by name in the response as the reference point for comparison when discussing alternatives in Santa Clara."
  • divergenttask · divergent40d ago
    chatgpt · SureNest Insurance Services · best local insurance companies compared to SureNest in the area
    primary: NOverifier: YESviva/mention-classification
    "SureNest is explicitly mentioned in the opening phrase 'comparing local Santa Clara options to SureNest' as the business being compared against in the user's query."
    sink task id: 34027e4a050b40ec9a6d…
  • agreement40d ago
    chatgpt · SureNest Insurance Services · what should I look for in a good insurance provider for my business?
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided response."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · most reliable insurance brokers in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · I need a commercial insurance policy because I just opened a new office
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the search engine response."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · SureNest Insurance Services Santa Clara, CA reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly mentions 'SureNest Insurance Services' by name multiple times, provides their specific business address in Santa Clara, CA, and cites their website as a sou"
  • agreement40d ago
    chatgpt · SureNest Insurance Services · how much does liability insurance cost in Santa Clara, CA
    primary: NOverifier: NOviva/mention-classification
    "The response mentions Insureon and The Hartford as insurance providers, but SureNest Insurance Services is not named, listed, or recommended anywhere in the text."
  • agreement40d ago
    chatgpt · SureNest Insurance Services · find me a business insurance agent near Santa Clara
    primary: NOverifier: NOviva/mention-classification
    "SureNest Insurance Services is not mentioned, recommended, or cited anywhere in the search response, which only lists Allstate Insurance agents."