Kwote
Kwote is a French press relations platform built around Generative Engine Optimization. It aims to get brands cited inside ChatGPT, Perplexity and Gemini answers by targeting the right journalists, producing structured content and measuring share of voice per model.
What is Kwote?
Kwote sits at the meeting point of press relations and Generative Engine Optimization (GEO). It describes itself as the first conversational PR platform and as the first platform dedicated to influencing generative search engines such as ChatGPT and Perplexity. Its founding argument is that language models assemble their answers from a consensus of sources they treat as reliable, so a brand those sources never mention does not exist as far as the AI is concerned. The site states it plainly: a company can lead its market, own the best product, and still be totally invisible to an AI if it has no strong semantic footprint in the training corpus.
The vendor draws an explicit line between SEO and GEO. Where SEO is technical, a matter of markup and page speed, GEO is presented as relational, won by being cited and discussed. Kwote claims to reverse-engineer the preferences of each engine, arguing that ChatGPT leans toward encyclopedic sources and the established press, that Google AI Overview favors fresh content and Reddit or Quora discussions, and that Perplexity rewards information density and academic citations. Its engine is said to analyze millions of articles, social posts and queries in real time to establish who writes about what, and when. Three arguments carry the targeting pitch: semantic analysis, maximum relevance and perfect timing, summarized by a slogan that replaces spray and pray with surgical AI targeting.
The archived application, a mockup populated with fictitious data, is organized into six modules: Overview, PR Cockpit, Content Studio, Campaigns, Reports and Settings. The manifesto page adds an infrastructure ambition, deploying Model Context Protocol servers so that Claude, ChatGPT or Gemini can query a client's live database for stock, prices and availability without scraping. The stated mission is that the company sells influence rather than traffic.
Kwote is published by Arnaud Mège, a French individual entrepreneur, with an office announced at Station F in Paris. There is no online sign-up: the only entry point is an appointment form. One caveat governs everything above: the service has been unreachable since at least mid-2026, and every fact here comes from archived captures dated March to June 2026.
What it does
- Identify the journalists and influencers whose publications feed the knowledge bases used by large language models
- Score how relevant each contact is before reaching out, using an AI authority rating
- Spot emerging trending topics in order to time a public statement
- Turn the customer's own SEO data into semantically structured content
- Deploy external campaigns: sponsored guest posts, press releases and forum answers
- Measure the brand's share of voice model by model, together with the associated sentiment
- Generate a monthly report and export it as a PDF
When to use Kwote / When not to
A quick filter to help you decide if Kwote is the right fit.
When to use Kwote
- PR and communications teams that want their brand quoted inside generative AI answers, not merely ranked in a list of links
- SEO and GEO leads who need share of voice measured separately for ChatGPT, Perplexity, Gemini and Claude rather than as one global score
- PR agencies and independent consultants running several client campaigns from a single cockpit
- Established brands that lead their market yet stay invisible to language models for lack of a strong semantic footprint
- Organizations comfortable with a guided, appointment-based engagement instead of self-service software
When not to use Kwote
- Buyers looking for self-service software: there is no sign-up, no published pricing and no way in other than a booking form
- Teams that require contractual guarantees, since no terms of service, privacy policy or data processing agreement is published
- Non-French-speaking teams, as the entire website and the observed interface are in French only
- Anyone who needs continuity of service: the platform has been unreachable since at least mid-2026
- Teams after classic technical SEO work such as markup and page speed, which the vendor explicitly places outside its scope
How to use Kwote
A typical end-to-end flow, from setup to results.
- Start from the booking form, since no self-service sign-up exists: it asks for first name, last name, business email, company website and your priority challenges
- Choose a subject from the list offered, such as a PR Cockpit demo, LLM and SEO optimization, improving PR ROI, visibility on ChatGPT and Perplexity, AI reputation management or GEO content strategy
- Request the free audit of your current AI visibility if you want a first read before committing to anything
- Attend the first appointment, announced as a PR Cockpit demo, a review of your current campaigns and a tailored LLM and SEO strategy
- Once an account exists, sign in through the client area link that leads to the application
- Open the Overview module to read the visibility score, the mentions, the share of voice per model and the top sources
- Move to the PR Cockpit to pick journalists by authority score, beat and topic, then track the status of each relationship
- Use the Content Studio, which runs in three stages: data ingestion, AI structuring, then multi-channel output
- Launch external campaigns on third-party properties, choosing between a sponsored guest post, a press release and a forum answer
- Read the Reports module, export a PDF, and use Settings to invite teammates as Admin, Editor or Viewer and to manage billing, API and security, and notifications
Pros & Cons
Pros
- A precise and rarely covered angle: measuring and working on a brand's visibility inside generative AI answers, not only in search results
- The chain is covered end to end, from identifying sources to producing content, deploying campaigns and measuring the outcome
- Measurement is broken down engine by engine across ChatGPT, Perplexity, Gemini and Claude, which is finer than a single aggregate score
- The PR Cockpit ties each contact to their latest article and to an AI authority score, which makes targeting decisions arguable rather than intuitive
- The vision page explains the method instead of overselling it, and draws a clear, usable line between GEO and SEO
- Publisher identification is complete and verifiable, with SIREN, SIRET and VAT number published in the legal notice
- A free audit of current AI visibility is offered ahead of any commitment
Cons
- The service is unreachable: as of 30 August 2026 the site returns an HTTP 503 maintenance page and the underlying deployment has been removed at the host, so nothing can be subscribed to today
- No public pricing and no sign-up, which makes the cost impossible to assess without going through a sales appointment
- No terms of service, no privacy policy and no data processing agreement — the footer links that should lead to them all point nowhere
- The GDPR is never mentioned, even though the publisher is established in France
- The only product interface ever published is a mockup filled with fictitious users, figures and journalist names, so nothing evidences a service in production
- The publisher is a one-person individual business with no identified funding behind it
- Site and interface exist in French only, and the product routes published in March 2026 were already returning an internal 404 by April 2026
Pricing & Plans
No pricing is published. The footer link to the pricing page points nowhere, so no price list, no tier and no currency is available, and no online sign-up exists through which a figure could be discovered. No free plan and no free trial of the product are announced; the only free item offered is an audit of current AI visibility, which is a pre-sales service rather than access to the platform. A billing tab exists in the archived settings mockup but displays no amount whatsoever. Pricing can therefore only be obtained through a commercial appointment, and since the service is currently unreachable, no quotation can be requested at present.
- the vendor names no plan
- no package and no price list
- A single commercial entry point exists
- namely booking an appointment with the publisher
- The archived settings mockup hints at a team-based model
- with Admin
- Editor and Viewer roles and a billing tab
- but no tier is ever named or priced
Data, GDPR & hosting
A consolidated view of how Kwote handles your data.
GDPR overview
There is no GDPR information on this website. Across the fifteen archived pages the words GDPR and RGPD do not appear once. No data protection officer is named, no Article 27 representative is designated, no dedicated privacy contact is published, and no cookie banner or cookie policy was observed. No privacy policy exists at all: the footer link that should lead to one points nowhere, even though the contact form refers visitors to it. The publisher is an individual entrepreneur established in France, which places the activity squarely within the territorial scope of the Regulation, so the obligations apply whatever the site says. The one point on which the legal notice meets French requirements is publisher identification: name, legal status, SIREN, SIRET and VAT number, plus a declared host. Silence is not proof of non-compliance, but nothing published here allows compliance to be assumed either.
Who owns the data?
Kwote publishes no document that answers this question. The footer link that should lead to a privacy policy points nowhere, and no terms of service exist either. The legal notice covers only intellectual property in the website itself, stating that the site falls under French and international copyright law; it says nothing about customer data. The most telling detail is the contact form, which asks visitors to accept a privacy policy that cannot be found anywhere on the site, while asserting that their data is secure without a single further precision. Ownership of the data, the uses the publisher may make of it and any onward sharing with third parties are therefore entirely undefined.
Reuse rights
No published contract describes what a customer may do with the data produced inside the platform, so reuse, redistribution or resale of reports, journalist records and generated drafts is simply unaddressed. What the site does describe is the direction of the flows. The engine is said to analyze millions of articles, social posts and queries in real time, which is third-party public material rather than customer material, while the Content Studio ingests the customer's own Google Search Console, Perplexity Insights and Semrush data. Nothing is stated about training models on customer data, in either direction. The only collection a visitor can actually observe is the appointment form, which asks for first name, last name, business email, company website, priority challenges and an optional message.
Data retention & training
Hosting summary
Two statements about hosting exist and they do not agree. The legal notice declares a single host for the website: Vercel Inc., 340 S Lemon Ave #4133, Walnut, CA 91789, United States. Network observation points elsewhere, since the domain resolves to a Cloudflare anycast address and the application itself was deployed on the Manus platform, whose origin still answers for this domain. The Vercel line looks like leftover boilerplate, but nothing published allows the contradiction to be settled, so it is reported here as it stands. Both statements concern the website in any case, not customer data. No privacy policy, no trust or security page and no data residency commitment exists anywhere on the site, so the jurisdiction in which customer data would be stored, from journalist records to ingested SEO data and generated content, is simply never declared. No certification such as SOC 2 or ISO 27001 is mentioned. The publisher is established in France, which places the activity within the scope of European data protection law wherever the servers actually sit.
Things to keep in mind
Risks and trade-offs to weigh before adopting Kwote.
- The service is unreachable as of 30 August 2026: the site returns a maintenance page and the deployment has been removed at the host. Confirm that the platform still exists before committing anything, and before sharing any information with whoever answers under this brand.
- The public product interface is a demonstration filled with fictitious data, including invented journalist names and made-up performance figures. None of it should be read as evidence of results, of a customer base or of a reference.
- No terms of service, no privacy policy and no data processing agreement: nothing contractually frames what happens to the data you would entrust to the platform, including the personal details of the journalists you work with.
- The GDPR is never mentioned, even though the publisher is established in France. Any organization processing personal data through such a tool remains accountable for it, whatever the vendor omits to say.
- The site contradicts itself twice over. Its legal notice names Arnaud Mège, an individual entrepreneur, while its footers claim Kwote Inc. and KWOTE, and Inc. corresponds to no French legal form; and the host it declares (Vercel Inc., United States) is not the hosting actually observed (a Manus deployment behind Cloudflare). Both discrepancies are reported as they stand, not settled.
- Name confusion is a genuine risk. Several unrelated entities operate under the Kwote name, including another PR product on a different domain, and kwote.app itself carried an unrelated project between 2022 and 2025. Nothing found elsewhere under this name should be attributed to this tool.
- Optimizing for machine citation can quietly reshape editorial judgment: chasing an authority score risks turning genuine press relations into volume outreach toward whoever ranks highest, and letting a model's stated preferences dictate what a company says about itself.
Setup & Integrations
Technical difficulty
Technically light, commercially gated. Kwote is a web application: nothing to install, no download and no browser extension. The real hurdle is getting in, since access starts with a sales appointment rather than a sign-up. Once inside, the Content Studio expects existing data sources to be connected, such as Google Search Console and Semrush, and publishing channels to be linked, such as WordPress, Medium and LinkedIn, which is genuine configuration work for a marketing team. The one demanding part is optional: the Model Context Protocol servers described in the manifesto would be a real engineering project on the customer's side.
Deployment
Integrations
Supported languages
Behind Kwote
Fundraising
Resources
All the official URLs gathered for verification and reference.
Frequently asked questions
What is GEO, and how does it differ from SEO?
Which AI engines does Kwote monitor?
How do you get access to Kwote?
How much does Kwote cost?
Is there a free trial?
What does the platform contain?
Which tools does Kwote connect to?
Does Kwote offer an API?
Does Kwote publish terms of service and a privacy policy?
Is the service reachable today?
Should you pick Kwote?
Kwote asks a question worth asking. As people increasingly take their answers from ChatGPT, Perplexity or Gemini rather than from a page of blue links, being cited by the sources those models trust becomes a real communications problem, and few tools frame it as clearly as the Kwote manifesto does. The line it draws between technical SEO and relational GEO is sound, and the product it describes follows logically from that premise: identify the right journalists, produce semantically structured content, deploy external campaigns, then measure share of voice engine by engine.
What is missing is evidence. The only interface ever published was a demonstration filled with fictitious users, figures and journalist names, so nothing shows the platform working for a real customer. No price, no plan, no terms of service, no privacy policy and no data processing agreement were ever published, and the GDPR is not mentioned once even though the publisher is established in France. Behind the brand stands a single French individual entrepreneur with no identified funding, and the site contradicts itself on its own legal name and on the host it declares.
Above all, the service is currently unreachable. As of 30 August 2026 the site returns a maintenance page and the deployment behind it has been removed by the hosting platform, the last capture containing any content dating from June 2026. No shutdown notice was ever published, so a temporary outage cannot be told apart from an abandoned project.
Treat Kwote as a lead to re-check rather than a service you can buy. The positioning deserves attention and may well come back, but on the available evidence nothing can be subscribed to, tested or contractually secured right now.
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