# Entity map — Repliq

The entities Repliq relates to, their relations, and what establishes them. Every piece of evidence carries its source and its address, so that a reader can check it rather than take our word for it.

Evidence points to outside sources wherever one exists. An entity map that only cites itself establishes nothing.

**Updated :** 18 September 2026

---

## Vocabulary

Entity types are schema.org types, and they are the ones this page's markup actually emits. Relations reuse schema.org property names wherever a property exists. Those with no equivalent belong to this map and are listed separately.

**Types used :** Organization · Person · Place · SoftwareApplication · DefinedTerm · Dataset

**Relations taken from schema.org :** PUBLISHER · FOUNDER · LOCATION · MAKES_OFFER · KNOWS_ABOUT · FUNDER · SUB_ORGANIZATION · PARENT_ORGANIZATION · IS_PART_OF · HAS_PART · CREATOR · VARIABLE_MEASURED · MEASUREMENT_TECHNIQUE · CITATION · WORKS_FOR · FOUNDING_LOCATION · IN_DEFINED_TERM_SET · IS_BASED_ON

**Relations specific to this map :** COMPETES_WITH · FORMULA · IN_EFFECT_SINCE · DEFINED_BY

---

## Company, people, places

**Repliq (gorepliq) — Organization**

Swiss platform measuring brand visibility in the answers of AI engines, published in Geneva and launched in February 2026.

**Defined by :** Repliq

**Relations :** PUBLISHER → qlip Sàrl ; FOUNDER → Xavier Mercier ; LOCATION → Geneva ; MAKES_OFFER → Repliq platform ; KNOWS_ABOUT → Generative Engine Optimization (GEO) ; FUNDER → FONGIT ; SUB_ORGANIZATION → Repliq Research ; COMPETES_WITH → Peec AI ; COMPETES_WITH → Profound ; COMPETES_WITH → Otterly.ai ; COMPETES_WITH → Semrush AI Visibility ; COMPETES_WITH → Ahrefs Brand Radar ; COMPETES_WITH → Rankscale.ai

**Evidence :**

*Interview on how AI assistants answered questions about the “No 10-million Switzerland” popular initiative.* — published by RTS Forum, retrieved 18 September 2026. https://www.rts.ch/play/tv/forum/video/comment-les-assistants-ia-ont-repondu-aux-questions-sur-linitiative-pas-de-suisse-a-10-millions-interview-de-xavier-mercier-video?urn=urn:rts:video:ac50d77d-6c42-30b1-9922-1e496650edf3

*Coverage of the Repliq study on the visibility challenge AI assistants pose to Swiss companies.* — published by ICTjournal, retrieved 1 June 2026. https://www.ictjournal.ch/etudes/2026-06-01/les-assistants-ia-creent-un-nouveau-defi-de-visibilite-pour-les-entreprises

*The same study, in German.* — published by Netzwoche, retrieved 2 June 2026. https://www.netzwoche.ch/news/2026-06-02/ki-assistenten-veraendern-die-sichtbarkeit-von-schweizer-firmen

« Repliq is a Swiss Generative Engine Optimization (GEO) platform, published in Geneva by qlip Sarl. »

*AI instructions — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/ai-instructions

**qlip Sàrl — Organization**

Swiss company publishing Repliq, headquartered in Geneva and subject to the Geneva courts.

**Defined by :** Repliq

**Relations :** PARENT_ORGANIZATION → Repliq ; LOCATION → Geneva

**Evidence :**

« Swiss company publishing Repliq, headquartered in Geneva and subject to the Geneva courts. »

*Identity* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/terms

**Xavier Mercier — Person**

Founder of Repliq. A media engineer by training, he led digital operations at ZIP.ch before launching Repliq in Geneva.

**Defined by :** Repliq

**Relations :** WORKS_FOR → Repliq ; LOCATION → Geneva

**Evidence :**

*Contribution on e-commerce for Swiss SMEs.* — published by Bilan, retrieved 18 September 2026. https://www.bilan.ch/techno/de-le-commerce-pour-ma-pme-par-ou-commencer

*Panel on customer acquisition, new strategies and tactics.* — published by SPHERE, retrieved 18 September 2026. https://www.sphere.swiss/

*Member of the Geneva advertising and communication club.* — published by CPG Genève, retrieved 18 September 2026. https://www.cpg.ch/

« Founder of Repliq. A media engineer by training, he led digital operations at ZIP.ch before launching Repliq in Geneva. »

*Xavier Mercier* — published by LinkedIn, retrieved 18 September 2026. https://www.linkedin.com/in/xavier-mercier/

**Geneva — Place**

Swiss city and canton where Repliq is based and where the product is designed.

**Defined by :** Repliq

**Relations :** FOUNDING_LOCATION → qlip Sàrl ; FOUNDING_LOCATION → Repliq

**Evidence :**

« Swiss city and canton where Repliq is based and where the product is designed. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/about

**FONGIT — Organization**

The Geneva Foundation for Technological Innovation, which supports Repliq.

**Defined by :** Repliq

**Relations :** FUNDER → Repliq ; LOCATION → Geneva

**Evidence :**

*Supported by the Geneva Foundation for Technological Innovation.* — published by FONGIT, retrieved 30 August 2026. https://www.fongit.ch/

---

## Product

**Repliq platform (Repliq) — SoftwareApplication**

The product: daily measurement across several engines, comparison with competitors, source analysis, and recommended actions.

**Defined by :** Repliq

**Relations :** PUBLISHER → Repliq ; HAS_PART → Daily measurement ; HAS_PART → Sources and citations ; HAS_PART → Sentiment and notable passages ; HAS_PART → Competitors ; HAS_PART → Actions ; HAS_PART → Placements ; HAS_PART → Reliability ; HAS_PART → Shopping visibility ; HAS_PART → Reports and sharing ; HAS_PART → Agency workspace ; MEASUREMENT_TECHNIQUE → Measurement goes through the engines’ own interface ; MEASUREMENT_TECHNIQUE → One measurement per question, per engine, per day ; MEASUREMENT_TECHNIQUE → A failed measurement does not count

**Evidence :**

« Repliq measures a brand's visibility in the answers of AI assistants: how often the brand is named, in what position, in what tone, and from which sources. »

*AI instructions — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/ai-instructions

« Not a content generator. Not a Google rank tracker. Not a conversational assistant. Not a model leaderboard. Not a developer observability tool. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#n-est-pas

« Prices in Swiss francs, excluding tax, per month. An annual subscription costs {moisOffertsEnAnnuel} months less. These amounts can change: the pricing page prevails. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/pricing

**Daily measurement — DefinedTerm**

The chosen questions are asked every day to every tracked engine, in each configured language and market.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« The chosen questions are asked every day to every tracked engine, in each configured language and market. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#mesurer

**Sources and citations — DefinedTerm**

Which websites the engines consult and cite when answering about a sector, classified by type, with the pages that actually carry the answer.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« Which websites the engines consult and cite when answering about a sector, classified by type, with the pages that actually carry the answer. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#analyser

**Sentiment and notable passages — DefinedTerm**

The tone of responses that name the brand, with the exact excerpts and the sources those excerpts rest on.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« The tone of responses that name the brand, with the exact excerpts and the sources those excerpts rest on. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#analyser

**Competitors — DefinedTerm**

The brands named alongside yours, detected automatically then tracked, with their visibility and share of voice on the same questions.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« The brands named alongside yours, detected automatically then tracked, with their visibility and share of voice on the same questions. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#analyser

**Actions — DefinedTerm**

What to do next, ranked by expected gain: pages to write, sources to correct, publications to aim for.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« What to do next, ranked by expected gain: pages to write, sources to correct, publications to aim for. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#agir

**Placements — DefinedTerm**

Third-party pages where your competitors are cited and you are not. A page only enters the list once it has been read.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« Third-party pages where your competitors are cited and you are not. A page only enters the list once it has been read. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#agir

**Reliability — DefinedTerm**

Checks whether what the engines assert about the brand matches facts the brand has validated, and flags what is wrong, incomplete or out of date.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« Checks whether what the engines assert about the brand matches facts the brand has validated, and flags what is wrong, incomplete or out of date. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#fiabilite

**Shopping visibility — DefinedTerm**

Where products stand in the cards Google slips into its AI answers, for brands that sell online.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« Where products stand in the cards Google slips into its AI answers, for brands that sell online. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#mesurer

**Reports and sharing — DefinedTerm**

An online report shareable by link, exports, and a periodic PDF.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« An online report shareable by link, exports, and a periodic PDF. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/features#agir

**Agency workspace — DefinedTerm**

An agency runs several brands from one account, with reports under its own name and wholesale billing.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq platform

**Evidence :**

« An agency runs several brands from one account, with reports under its own name and wholesale billing. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/agencies

---

## Concepts

**Generative Engine Optimization (GEO) — DefinedTerm**

The practice of measuring and improving how a brand is described, ranked and cited in answers produced by language models.

**Defined by :** Repliq

**Relations :** HAS_PART → AI visibility ; KNOWS_ABOUT → Repliq

**Evidence :**

« The practice of measuring and improving how a brand is described, ranked and cited in answers produced by language models. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**AI visibility — DefinedTerm**

Whether a brand is named in assistants’ answers, how often, in what position and in what tone.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Generative Engine Optimization (GEO) ; VARIABLE_MEASURED → Repliq platform

**Evidence :**

« Whether a brand is named in assistants’ answers, how often, in what position and in what tone. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Citation — DefinedTerm**

A link to a page, placed by an engine in support of its answer. A citation to a brand’s website is not a mention of that brand.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Generative Engine Optimization (GEO) ; VARIABLE_MEASURED → Repliq platform

**Evidence :**

« A link to a page, placed by an engine in support of its answer. A citation to a brand’s website is not a mention of that brand. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Source — DefinedTerm**

A website an engine consults in order to compose its answer, whether it then cites it or not.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Generative Engine Optimization (GEO) ; VARIABLE_MEASURED → Repliq platform

**Evidence :**

« A website an engine consults in order to compose its answer, whether it then cites it or not. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Placement — DefinedTerm**

A third-party page where a brand’s competitors are cited and it is not, retained only after the page has been read.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Generative Engine Optimization (GEO) ; VARIABLE_MEASURED → Repliq platform

**Evidence :**

« A third-party page where a brand’s competitors are cited and it is not, retained only after the page has been read. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

---

## Metrics

**Visibility rate — DefinedTerm**

Share of measured responses in which the brand name is written out. A citation of the brand's own website does not count: that belongs to the citation rate, which sits next to it.

**Defined by :** Repliq

**Relations :** VARIABLE_MEASURED → AI visibility ; IS_BASED_ON → Repliq platform ; FORMULA → réponses citant la marque / réponses mesurées × 100

**Evidence :**

« Share of measured responses in which the brand name is written out. A citation of the brand's own website does not count: that belongs to the citation rate, which sits next to it. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Share of voice — DefinedTerm**

Share of brand mentions against those of its tracked competitors. A brand can be highly visible and still hold a low share of voice if competitors are named more often in the same responses.

**Defined by :** Repliq

**Relations :** VARIABLE_MEASURED → AI visibility ; IS_BASED_ON → Repliq platform ; FORMULA → mentions marque / (mentions marque + mentions concurrents suivis) × 100

**Evidence :**

« Share of brand mentions against those of its tracked competitors. A brand can be highly visible and still hold a low share of voice if competitors are named more often in the same responses. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Sentiment — DefinedTerm**

Tone attached to the brand in the response, positive, neutral or negative. It is computed only on responses that name the brand: a response that does not mention it holds no opinion about it.

**Defined by :** Repliq

**Relations :** VARIABLE_MEASURED → AI visibility ; IS_BASED_ON → Repliq platform

**Evidence :**

« Tone attached to the brand in the response, positive, neutral or negative. It is computed only on responses that name the brand: a response that does not mention it holds no opinion about it. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Position — DefinedTerm**

Rank at which the brand appears in the response. 1 means it is named first. This is an average position, not a leaderboard rank.

**Defined by :** Repliq

**Relations :** VARIABLE_MEASURED → AI visibility ; IS_BASED_ON → Repliq platform

**Evidence :**

« Rank at which the brand appears in the response. 1 means it is named first. This is an average position, not a leaderboard rank. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Coverage — DefinedTerm**

Share of measured responses in which a given website appears at least once.

**Defined by :** Repliq

**Relations :** VARIABLE_MEASURED → AI visibility ; IS_BASED_ON → Repliq platform ; FORMULA → réponses où le site apparaît / réponses mesurées × 100

**Evidence :**

« Share of measured responses in which a given website appears at least once. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Citation rate — DefinedTerm**

Average number of citations to a website per measured response.

**Defined by :** Repliq

**Relations :** VARIABLE_MEASURED → AI visibility ; IS_BASED_ON → Repliq platform ; FORMULA → citations du site / réponses mesurées

**Evidence :**

« Average number of citations to a website per measured response. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

**Repliq Score — DefinedTerm**

A composite score from 0 to 100 combining visibility, citation share, share of voice and sentiment.

**Defined by :** Repliq

**Relations :** VARIABLE_MEASURED → AI visibility ; IS_BASED_ON → Repliq platform

**Evidence :**

« A composite score from 0 to 100 combining visibility, citation share, share of voice and sentiment. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#metriques

---

## Method

**Measurement goes through the engines’ own interface — DefinedTerm**

Questions are asked in the interface the public uses, not through an aggregated API. An API sometimes answers differently from the screen, and some engines have none.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform

**Evidence :**

« Questions are asked in the interface the public uses, not through an aggregated API. An API sometimes answers differently from the screen, and some engines have none. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

**One measurement per question, per engine, per day — DefinedTerm**

Responses are deduplicated before any calculation. Without that, an engine queried twice in a day would carry double weight.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform

**Evidence :**

« Responses are deduplicated before any calculation. Without that, an engine queried twice in a day would carry double weight. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

**A failed measurement does not count — DefinedTerm**

An engine outage produces an empty response. Counting it in the denominator would lower the visibility shown to the client although nothing was measured.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform

**Evidence :**

« An engine outage produces an empty response. Counting it in the denominator would lower the visibility shown to the client although nothing was measured. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

**Being named and being cited are two different things — DefinedTerm**

The name written in the response is visibility; a link to the brand's site is a citation. Web addresses are stripped from the text before the name is searched for, otherwise a brand's own domain counts as a mention.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform ; IN_EFFECT_SINCE → 2026-08-28

**Evidence :**

« The name written in the response is visibility; a link to the brand's site is a citation. Web addresses are stripped from the text before the name is searched for, otherwise a brand's own domain counts as a mention. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

**Sentiment is computed on responses that name the brand — DefinedTerm**

Counting silent responses inflated the share of neutral and let two different denominators sit in the same card.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform ; IN_EFFECT_SINCE → 2026-09-02

**Evidence :**

« Counting silent responses inflated the share of neutral and let two different denominators sit in the same card. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

**A reference marker number is not a position — DefinedTerm**

Perplexity numbers its sources across the whole response; both Google engines restart at one in each block. Indexing the list by that number attributes a citation to the wrong source.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform ; IN_EFFECT_SINCE → 2026-09-02

**Evidence :**

« Perplexity numbers its sources across the whole response; both Google engines restart at one in each block. Indexing the list by that number attributes a citation to the wrong source. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

**Homonyms are removed before comparison — DefinedTerm**

Two brands separated only by capitalisation become the same string as soon as the text is lowercased. Excluded spellings are removed before that, not after.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform ; IN_EFFECT_SINCE → 2026-09-06

**Evidence :**

« Two brands separated only by capitalisation become the same string as soon as the text is lowercased. Excluded spellings are removed before that, not after. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

**An incomplete measurement day does not appear in a report — DefinedTerm**

When an engine stays silent for a whole morning, the day is computed on a shorter panel and digs a dip with no visible cause. The campaign report then serves the previous measurement.

**Defined by :** Repliq

**Relations :** MEASUREMENT_TECHNIQUE → Repliq platform ; IN_EFFECT_SINCE → 2026-09-15

**Evidence :**

« When an engine stays silent for a whole morning, the day is computed on a shorter panel and digs a dip with no visible cause. The campaign report then serves the previous measurement. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/facts#methode

---

## Published studies

**Repliq Research — Organization**

Repliq’s public research arm: sector observatories measured with the product and published as open data.

**Defined by :** Repliq

**Relations :** IS_PART_OF → Repliq ; FOUNDER → Xavier Mercier ; SUB_ORGANIZATION → AI Sources Observatory ; SUB_ORGANIZATION → Swiss Hospitality Observatory ; SUB_ORGANIZATION → Observatory of the “No 10-million Switzerland” vote

**Evidence :**

« Repliq’s public research arm: sector observatories measured with the product and published as open data. »

*Facts — Repliq* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/research

**AI Sources Observatory — septembre 2026 — Dataset**

Repliq’s public research arm: sector observatories measured with the product and published as open data.

**Defined by :** Repliq

**Relations :** PUBLISHER → Repliq ; IS_BASED_ON → Repliq platform ; IS_PART_OF → Repliq Research

**Evidence :**

« Repliq’s public research arm: sector observatories measured with the product and published as open data. »

*AI Sources Observatory* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/fr/observatoire/sources-romandie

**Swiss Hospitality Observatory — Dataset**

Repliq’s public research arm: sector observatories measured with the product and published as open data.

**Defined by :** Repliq

**Relations :** PUBLISHER → Repliq ; IS_BASED_ON → Repliq platform ; IS_PART_OF → Repliq Research

**Evidence :**

« Repliq’s public research arm: sector observatories measured with the product and published as open data. »

*Swiss Hospitality Observatory* — published by Repliq, retrieved 18 September 2026. https://www.gorepliq.com/en/observatoire/hotellerie

*Swiss Hospitality Observatory* — published by Repliq Research, retrieved 20 May 2026. https://www.gorepliq.com/observatoire/whitepaper-hotellerie-2026-fr.pdf

**Observatory of the “No 10-million Switzerland” vote — Dataset**

Repliq’s public research arm: sector observatories measured with the product and published as open data.

**Defined by :** Repliq

**Relations :** PUBLISHER → Repliq ; IS_PART_OF → Repliq Research ; CITATION → RTS

**Evidence :**

*Observatory of the “No 10-million Switzerland” vote* — published by Repliq Research, retrieved 14 June 2026. https://www.gorepliq.com/observatoire/whitepaper-votation-2026-fr.pdf

---

## Neighbouring tools

**Peec AI — Organization**

The neighbouring tools cited most often are Peec AI, Profound, Otterly.ai and Rankscale.ai, along with the AI visibility modules Semrush and Ahrefs have added to their suites. They all measure the same thing, but not with the same denominator — and that gap alone makes two figures incomparable.

**Defined by :** Peec AI

**Relations :** COMPETES_WITH → Repliq ; KNOWS_ABOUT → Generative Engine Optimization (GEO)

**Evidence :**

« Compiled by reading each vendor’s public documentation. What is not published is marked as such, never guessed. »

*Category and neighbouring tools* — published by Peec AI, retrieved 18 September 2026. https://docs.peec.ai

**Profound — Organization**

**Defined by :** Profound

**Relations :** COMPETES_WITH → Repliq ; KNOWS_ABOUT → Generative Engine Optimization (GEO)

**Evidence :**

« Compiled by reading each vendor’s public documentation. What is not published is marked as such, never guessed. »

*Category and neighbouring tools* — published by Profound, retrieved 18 September 2026. https://help.tryprofound.com

**Otterly.ai — Organization**

**Defined by :** Otterly.ai

**Relations :** COMPETES_WITH → Repliq ; KNOWS_ABOUT → Generative Engine Optimization (GEO)

**Evidence :**

« Compiled by reading each vendor’s public documentation. What is not published is marked as such, never guessed. »

*Category and neighbouring tools* — published by Otterly.ai, retrieved 18 September 2026. https://help.otterly.ai

**Semrush AI Visibility — Organization**

**Defined by :** Semrush AI Visibility

**Relations :** COMPETES_WITH → Repliq ; KNOWS_ABOUT → Generative Engine Optimization (GEO)

**Evidence :**

« Compiled by reading each vendor’s public documentation. What is not published is marked as such, never guessed. »

*Category and neighbouring tools* — published by Semrush AI Visibility, retrieved 18 September 2026. https://www.semrush.com/kb/

**Ahrefs Brand Radar — Organization**

**Defined by :** Ahrefs Brand Radar

**Relations :** COMPETES_WITH → Repliq ; KNOWS_ABOUT → Generative Engine Optimization (GEO)

**Evidence :**

« Compiled by reading each vendor’s public documentation. What is not published is marked as such, never guessed. »

*Category and neighbouring tools* — published by Ahrefs Brand Radar, retrieved 18 September 2026. https://ahrefs.com/blog/brand-radar-methodology

**Rankscale.ai — Organization**

**Defined by :** Rankscale.ai

**Relations :** COMPETES_WITH → Repliq ; KNOWS_ABOUT → Generative Engine Optimization (GEO)

**Evidence :**

« Compiled by reading each vendor’s public documentation. What is not published is marked as such, never guessed. »

*Category and neighbouring tools* — published by Rankscale.ai, retrieved 18 September 2026. https://rankscale.ai/facts

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See also : https://www.gorepliq.com/en/facts · https://www.gorepliq.com/en/ai-instructions