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Viva

viva
goviva.ai ↗

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

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Materializes a fresh dataset from this product's external verifications (0 completed human adjudications so far), then runs one eval per enabled model. Each click creates a new dataset snapshot — existing runs stay tied to theirs.
No human adjudications yet — expected verdicts will fall back to verifier_proxy (the semantic verifier's own verdict, weak ground truth). Cost and latency numbers are real regardless.

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
  • agreement1d ago
    chatgpt · Alanati · Alanati Hyderabad reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Alanati' as a popular restaurant in Hyderabad and describes its offerings and customer reception."
  • agreement1d ago
    chatgpt · Alanati · most reliable food delivery service in Hyderabad
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions Swiggy and Zomato as reliable food delivery services in Hyderabad, with no mention of Alanati or any clear variant of that name."
  • agreement1d ago
    chatgpt · Alanati · looking for a place that serves authentic Hyderabadi biryani in Secunderabad
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Paradise Biryani' and does not include any mention of 'Alanati' or any clear variant of that name."
  • agreement1d ago
    chatgpt · Alanati · best restaurants for lunch in Hyderabad
    primary: NOverifier: NOviva/mention-classification
    "Alanati is not mentioned, recommended, or cited anywhere in the provided search response."
  • agreement1d ago
    chatgpt · Alanati · I need a restaurant for a family gathering because we have visitors from out of town
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Barbeque Nation' and does not contain any mention of Alanati or a variant of that name."
  • agreement1d ago
    chatgpt · Alanati · Alanati pricing in Banjara Hills
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Alanati' as a well-known salon and spa located in Banjara Hills and provides pricing information about their services."
  • agreement4d ago
    chatgpt · Merry Maid · top-rated tools for home health assessments
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated before listing any tools and does not mention Merry Maid or any variant of that name."
  • agreement4d ago
    chatgpt · Merry Maid · X vs Y: comparing telehealth platforms
    primary: NOverifier: NOviva/mention-classification
    "The response is about telehealth platforms and contains no mention of Merry Maid, which is a home cleaning service unrelated to telehealth."
  • agreement4d ago
    chatgpt · Merry Maid · how much does medical billing software typically cost
    primary: NOverifier: NOviva/mention-classification
    "The response discusses medical billing software costs in general terms but does not mention, recommend, or cite Merry Maid or any variant of that name."
  • agreement4d ago
    chatgpt · Merry Maid · best-reviewed platforms for remote patient monitoring
    primary: NOverifier: NOviva/mention-classification
    "The response is about remote patient monitoring platforms and does not mention Merry Maid, which is a home cleaning service unrelated to healthcare monitoring."
  • agreement4d ago
    chatgpt · Merry Maid · alternatives to popular home cleaning services
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated at 'DI' and does not contain any mention of Merry Maid or a clear variant of that name."
  • agreement4d ago
    chatgpt · Merry Maid · I need to organize my elderly parent's medications because I can't be there in person
    primary: NOverifier: NOviva/mention-classification
    "The truncated response excerpt provided does not mention, recommend, or cite Merry Maid or any clear variant of that name."
  • agreement4d ago
    chatgpt · Merry Maid · is Merry Maid any good
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Merry Maids' as a well-known cleaning service franchise and describes it as a provider of residential cleaning services."
  • agreement4d ago
    chatgpt · Merry Maid · Merry Maid reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Merry Maids' as a well-known residential cleaning service provider operating in the United States and Canada."
  • agreement4d ago
    chatgpt · Merry Maid · best tool for coordinating caregiver schedules
    primary: NOverifier: NOviva/mention-classification
    "The truncated response does not mention or reference 'Merry Maid' or any clear variant of that name."
  • agreement4d ago
    chatgpt · Merry Maid · how much does online healthcare management software cost
    primary: NOverifier: NOviva/mention-classification
    "The truncated response discusses online healthcare management software costs in general terms with no mention of Merry Maid or any variant of that name."
  • agreement4d ago
    chatgpt · Merry Maid · what can I use to manage home healthcare tasks effectively
    primary: NOverifier: NOviva/mention-classification
    "The provided truncated response contains only the introduction and beginning of a section on digital tools, with no mention of Merry Maid or any home healthcare service provider."
  • agreement19d ago
    chatgpt · amada senior care · alternatives to Comfort Keepers in San Mateo
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated after listing only 'Visiting Angels' and does not mention 'amada senior care' or any clear variant of that name."
  • agreement19d ago
    chatgpt · amada senior care · most reliable senior care services in Belmont
    primary: NOverifier: NOviva/mention-classification
    "The truncated response only mentions 'Aegis Living San Mateo' and does not include 'amada senior care' or any clear variant of that name."
  • agreement19d ago
    chatgpt · amada senior care · I need in-home senior care because my mother has Alzheimer's
    primary: NOverifier: NOviva/mention-classification
    "The response lists 'Visiting Angels' as a provider but does not mention 'Amada Senior Care' or any clear variant of that name."
  • agreement19d ago
    chatgpt · amada senior care · Amada Senior Care San Mateo reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Amada Senior Care in San Mateo' as a provider and discusses its reviews and staff care quality."
  • agreement19d ago
    chatgpt · amada senior care · best senior care providers in the Hillsborough area
    primary: NOverifier: NOviva/mention-classification
    "The response mentions 'Amedisys Home Health Care' which is a different company from 'Amada Senior Care,' and there is no mention of Amada Senior Care in the provided text."
  • agreement19d ago
    chatgpt · amada senior care · long-term care insurance assistance pricing in Foster City
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated before any specific business names are provided, and 'amada senior care' does not appear in the visible portion of the text."
  • agreement19d ago
    chatgpt · amada senior care · how much does Alzheimer's care cost in Burlingame
    primary: NOverifier: NOviva/mention-classification
    "The truncated response provides general cost information about Alzheimer's care in Burlingame but does not mention, recommend, or cite Amada Senior Care or any clear variant of tha"
  • agreement19d ago
    chatgpt · amada senior care · find me in-home senior care near Millbrae
    primary: NOverifier: NOviva/mention-classification
    "The truncated response only shows 'Comfort Keepers' as a listed provider and does not mention 'Amada Senior Care' or any clear variant of that name."
  • agreement19d ago
    chatgpt · amada senior care · who provides dementia care services in San Mateo
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Aegis Living San Mateo' and does not reference 'amada senior care' or any clear variant of that name."
  • agreement19d ago
    chatgpt · amada senior care · caregiver services for Alzheimer's patients
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Amedisys Home Health Care' and does not include 'Amada Senior Care' or any clear variant of that name."
  • agreement19d ago
    chatgpt · amada senior care · veterans funding support for elderly care
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not contain any mention of 'amada senior care' or clear variants of that name in the visible text."
  • agreement19d ago
    chatgpt · amada senior care · long-term care insurance assistance
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention 'amada senior care' or any clear variant of that name; it only begins to list 'Insurance Brokers' as an option before being truncated."
  • agreement19d ago
    chatgpt · amada senior care · dementia care services
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Aegis Living San Mateo' and does not include 'amada senior care' or any clear variant of that name."
  • agreement19d ago
    chatgpt · amada senior care · in-home care for seniors
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Comfort Keepers' and does not include 'Amada Senior Care' or any clear variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · horse riding camps for kids in Lincoln, CA
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions Sierra Foothills Equestrian Center and does not include any mention of Happy Horse or a variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · how much does horse transport cost in the Newcastle area
    primary: NOverifier: NOviva/mention-classification
    "The truncated response discusses general factors affecting horse transport costs but does not mention, recommend, or cite 'Happy Horse' or any clear variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · find me a farrier service near me
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Rocklin Farrier Service' and does not reference 'Happy Horse' or any clear variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · most reliable horse veterinarians in Auburn, CA
    primary: NOverifier: NOviva/mention-classification
    "The response lists 'Auburn Veterinary Hospital' as a provider but does not mention, recommend, or cite 'Happy Horse' or any clear variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · I need horse training because my horse is acting up
    primary: NOverifier: NOviva/mention-classification
    "The response lists 'Gold Hill Equestrian Center' as a horse training option and does not mention 'Happy Horse' or any clear variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · alternatives to big horse stables in the Sacramento area
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not mention 'Happy Horse' or any clear variant of that name in the visible portion."
  • agreement22d ago
    chatgpt · Happy Horse · best equestrian centers in Folsom, CA
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Folsom Lake Equestrian Center' and does not reference 'Happy Horse' or any clear variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · Happy Horse Newcastle, CA reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Happy Horse in Newcastle, CA' and describes it as a provider with details about its service quality and products."
  • agreement22d ago
    chatgpt · Happy Horse · how much do horse care services cost in Newcastle, CA
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not show any mention of 'Happy Horse' or a clear variant of that name as a provider."
  • agreement22d ago
    chatgpt · Happy Horse · find me a horse boarding service near Rocklin, CA
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Rocklin Equestrian Center' and does not reference 'Happy Horse' or any clear variant of that name."
  • agreement22d ago
    chatgpt · Happy Horse · who does horse riding lessons in Newcastle, CA
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions Sierra Foothills Equestrian Center and does not reference Happy Horse or any clear variant of that name."
  • agreement24d ago
    chatgpt · Happy Horse · what can I use to organize my horse's vaccination schedule
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite 'Happy Horse' or any variant of that name; it only discusses general organizational methods like calendar apps."
  • agreement24d ago
    chatgpt · Happy Horse · X vs Y for horse management solutions
    primary: NOverifier: NOviva/mention-classification
    "The truncated response does not mention 'Happy Horse' or any clear variant of that name in the visible portion."
  • agreement24d ago
    chatgpt · Happy Horse · Happy Horse reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Happy Horse' as a brand and describes it as a provider of plush toys and stuffed animals."
  • agreement24d ago
    chatgpt · Happy Horse · top-rated equine care tracking tools
    primary: NOverifier: NOviva/mention-classification
    "The truncated response does not mention or reference 'Happy Horse' or any clear variant of that name."
  • agreement24d ago
    chatgpt · Happy Horse · best-reviewed horse training apps
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated before listing any specific apps, so no businesses including 'Happy Horse' are mentioned or recommended."
  • agreement24d ago
    chatgpt · Happy Horse · most reliable software for managing horse stables
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated before listing any specific software options, so 'Happy Horse' cannot be confirmed as mentioned, recommended, or cited."
  • agreement24d ago
    chatgpt · Happy Horse · I need to monitor my horse's nutrition because I want to improve its performance
    primary: NOverifier: NOviva/mention-classification
    "The response provides general guidance on horse nutrition monitoring but does not mention, recommend, or cite 'Happy Horse' or any clear variant of that business name."
  • agreement24d ago
    chatgpt · Happy Horse · alternatives to Equine Medical Management software
    primary: NOverifier: NOviva/mention-classification
    "The truncated response provides no visible mention of 'Happy Horse' or any clear variant of that name as a provider or alternative."
  • agreement24d ago
    chatgpt · Happy Horse · software to streamline horse care and management
    primary: NOverifier: NOviva/mention-classification
    "The truncated response provides only a general introduction to horse care software solutions without naming or recommending any specific business, including Happy Horse."
  • agreement24d ago
    chatgpt · Happy Horse · how much does equine management software cost
    primary: NOverifier: NOviva/mention-classification
    "The response does not mention, recommend, or cite 'Happy Horse' or any clear variant of that name as a provider of equine management software."
  • agreement24d ago
    chatgpt · Happy Horse · what is the best tool for tracking horse health and performance
    primary: NOverifier: NOviva/mention-classification
    "The truncated response discusses tools and apps for tracking horse health in general terms but does not mention, name, or recommend 'Happy Horse' or any clear variant of that busin"
  • agreement25d ago
    chatgpt · Baytech Digital · comparative pricing for SEO services in San Jose vs Cupertino
    primary: NOverifier: NOviva/mention-classification
    "The truncated response contains no mention of Baytech Digital or any clear variant of that name."
  • agreement25d ago
    chatgpt · Baytech Digital · most reliable web designers in San Jose
    primary: NOverifier: NOviva/mention-classification
    "The truncated response only mentions 'Simplicity Web Design' and does not include any mention of Baytech Digital or a clear variant of that name."
  • agreement25d ago
    chatgpt · Baytech Digital · I need a website designed because my current one is outdated
    primary: NOverifier: NOviva/mention-classification
    "The response only mentions 'Simplicity Web Design' and is truncated before listing additional companies, with no mention of Baytech Digital or any clear variant of that name."
  • agreement25d ago
    chatgpt · Baytech Digital · best digital marketing services in Santa Clara
    primary: NOverifier: NOviva/mention-classification
    "The response only shows WebFX as an example and is truncated, with no mention of Baytech Digital or any clear variant of that name."
  • agreement25d ago
    chatgpt · Baytech Digital · website redesign pricing in the South Bay
    primary: NOverifier: NOviva/mention-classification
    "The response is truncated and does not mention Baytech Digital or any clear variant of that name."
  • agreement25d ago
    chatgpt · Baytech Digital · Baytech Digital San Jose reviews
    primary: YESverifier: YESviva/mention-classification
    "The response explicitly names 'Baytech Digital in San Jose' and describes them as a provider of digital marketing, web design, and SEO services with positive client reviews."
  • agreement25d ago
    chatgpt · Baytech Digital · how much does eCommerce website design cost in San Jose
    primary: NOverifier: NOviva/mention-classification
    "The truncated response does not mention, recommend, or cite Baytech Digital or any clear variant of that name."