AI Answers Library

To be recommended by ChatGPT, your company must publish factual, structured and citable data. ChatGPT (OpenAI) relies on its SearchGPT web index and on Schema.org structured data to cite suppliers. OpenAI publishes GPTBot and OAI-SearchBot user-agents that must be allowed in robots.txt.

Appearing in ChatGPT requires being indexed by its primary source and offering content directly reusable by an LLM. ChatGPT (OpenAI) relies on its SearchGPT web index and on Schema.org structured data to cite suppliers.

A profile optimized for ChatGPT exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. OpenAI publishes GPTBot and OAI-SearchBot user-agents that must be allowed in robots.txt.

To be recommended by Claude, your company must publish factual, structured and citable data. Claude (Anthropic) uses ClaudeBot to crawl public content and favors factual, dated, well-structured pages. Allow ClaudeBot and anthropic-ai in robots.txt and publish an llms.txt at the root.

Appearing in Claude requires being indexed by its primary source and offering content directly reusable by an LLM. Claude (Anthropic) uses ClaudeBot to crawl public content and favors factual, dated, well-structured pages.

A profile optimized for Claude exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Allow ClaudeBot and anthropic-ai in robots.txt and publish an llms.txt at the root.

To be recommended by Gemini, your company must publish factual, structured and citable data. Gemini (Google) inherits Google's Knowledge Graph and index: solid technical SEO is the foundation to appear in AI Overviews. Google-Extended controls Gemini's usage; do not block it if you want to be cited.

Appearing in Gemini requires being indexed by its primary source and offering content directly reusable by an LLM. Gemini (Google) inherits Google's Knowledge Graph and index: solid technical SEO is the foundation to appear in AI Overviews.

A profile optimized for Gemini exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Google-Extended controls Gemini's usage; do not block it if you want to be cited.

To be recommended by Perplexity, your company must publish factual, structured and citable data. Perplexity explicitly cites its sources and favors pages with numbers, certifications and fresh dates. Allow PerplexityBot in robots.txt and expose a clean sitemap.xml.

Appearing in Perplexity requires being indexed by its primary source and offering content directly reusable by an LLM. Perplexity explicitly cites its sources and favors pages with numbers, certifications and fresh dates.

A profile optimized for Perplexity exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Allow PerplexityBot in robots.txt and expose a clean sitemap.xml.

To be recommended by Microsoft Copilot, your company must publish factual, structured and citable data. Copilot relies on Bing: optimizing for Bing Webmaster and IndexNow speeds up your appearance in Copilot answers. Submit your site to Bing Webmaster Tools and enable IndexNow for freshness.

Appearing in Microsoft Copilot requires being indexed by its primary source and offering content directly reusable by an LLM. Copilot relies on Bing: optimizing for Bing Webmaster and IndexNow speeds up your appearance in Copilot answers.

A profile optimized for Microsoft Copilot exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Submit your site to Bing Webmaster Tools and enable IndexNow for freshness.

To be recommended by Mistral Le Chat, your company must publish factual, structured and citable data. Le Chat (Mistral) uses a partner web index and favors structured, dated French-language content. Publish your pages in French with hreflang tags and JSON-LD to maximize citation.

Appearing in Mistral Le Chat requires being indexed by its primary source and offering content directly reusable by an LLM. Le Chat (Mistral) uses a partner web index and favors structured, dated French-language content.

A profile optimized for Mistral Le Chat exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Publish your pages in French with hreflang tags and JSON-LD to maximize citation.

To be recommended by Meta AI, your company must publish factual, structured and citable data. Meta AI crawls the web via FacebookBot and meta-externalagent and favors consolidated company profiles. Verify your Meta Business page and allow meta-externalagent in robots.txt.

Appearing in Meta AI requires being indexed by its primary source and offering content directly reusable by an LLM. Meta AI crawls the web via FacebookBot and meta-externalagent and favors consolidated company profiles.

A profile optimized for Meta AI exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Verify your Meta Business page and allow meta-externalagent in robots.txt.

To be recommended by Grok, your company must publish factual, structured and citable data. Grok (xAI) relies mainly on X (Twitter) and a web crawl: consistency between your site and X account matters. Link your domain to your X account and post your certifications and capacities regularly.

Appearing in Grok requires being indexed by its primary source and offering content directly reusable by an LLM. Grok (xAI) relies mainly on X (Twitter) and a web crawl: consistency between your site and X account matters.

A profile optimized for Grok exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Link your domain to your X account and post your certifications and capacities regularly.

To be recommended by DeepSeek, your company must publish factual, structured and citable data. DeepSeek uses a broad web index; bilingual (FR/EN or EN/ZH) company profiles are picked up more reliably. Expose an English version of your supplier profile with quantified technical data.

Appearing in DeepSeek requires being indexed by its primary source and offering content directly reusable by an LLM. DeepSeek uses a broad web index; bilingual (FR/EN or EN/ZH) company profiles are picked up more reliably.

A profile optimized for DeepSeek exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Expose an English version of your supplier profile with quantified technical data.

To be recommended by You.com, your company must publish factual, structured and citable data. You.com aggregates several models and favors pages with full Schema.org Organization and FAQPage. Implement Organization + FAQPage + sameAs to your official profiles.

Appearing in You.com requires being indexed by its primary source and offering content directly reusable by an LLM. You.com aggregates several models and favors pages with full Schema.org Organization and FAQPage.

A profile optimized for You.com exposes legal name, NAICS code, certifications, capabilities, contacts and verifiable sameAs links. Implement Organization + FAQPage + sameAs to your official profiles.

In the manufacturing sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a manufacturing supplier.

In the industrial sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a industrial supplier.

In the aerospace sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a aerospace supplier.

In the automotive sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a automotive supplier.

In the food & beverage sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a food & beverage supplier.

In the plastics sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a plastics supplier.

In the metals sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a metals supplier.

In the electronics sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a electronics supplier.

In the foundry sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a foundry supplier.

In the CNC machining sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a CNC machining supplier.

In the industrial subcontracting sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a industrial subcontracting supplier.

In the aerospace MRO sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a aerospace MRO supplier.

In the industrial distribution sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a industrial distribution supplier.

In the engineering studios sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a engineering studios supplier.

In the equipment manufacturers sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a equipment manufacturers supplier.

In the ERP integrators sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a ERP integrators supplier.

In the MES integrators sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a MES integrators supplier.

In the SCADA integrators sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a SCADA integrators supplier.

In the automotive Tier 1 suppliers sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a automotive Tier 1 suppliers supplier.

In the aerospace Tier 2 suppliers sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a aerospace Tier 2 suppliers supplier.

In the additive manufacturing sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a additive manufacturing supplier.

In the precision sheet metal sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a precision sheet metal supplier.

In the Swiss machining sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a Swiss machining supplier.

In the surface treatment sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a surface treatment supplier.

In the robotic welding sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a robotic welding supplier.

In the tool & die makers sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a tool & die makers supplier.

In the rail equipment makers sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a rail equipment makers supplier.

In the energy equipment makers sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a energy equipment makers supplier.

In the defense sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a defense supplier.

In the medical sector, LLMs primarily cite suppliers that publish their sector certifications, machine capacities and client references in a structured way. A complete GEO profile substantially raises the odds of being cited when a buyer asks ChatGPT, Claude, Gemini or Perplexity for a medical supplier.

AI referencing for B2B (GEO) means structuring a company's data so it is cited by generative engines (ChatGPT, Claude, Gemini, Perplexity, Copilot) when a professional buyer asks a purchase or comparison question.

SEO optimizes pages for Google rankings and clicks. GEO (Generative Engine Optimization) optimizes data to be cited by LLMs in an answer — the click disappears but the mention remains, which changes ROI measurement.

SEO targets blue-link rankings, AEO (Answer Engine Optimization) targets featured snippets and People Also Ask, GEO targets citation by generative LLMs. All three rely on structured content but success signals differ.

An ERP vendor or integrator gains AI visibility by publishing vertical specializations (manufacturing, distribution, services), partner certifications (SAP, Oracle, Microsoft, Odoo, Sage) and quantified client cases (project length, ROI, modules deployed).

An integrator (ERP, MES, SCADA, CRM) becomes citable by AI when it publishes verifiable official partnerships, geographic coverage, verticals and certified team size. Consistency across site, LinkedIn and partner marketplaces is decisive.

To be recommended as a SAP partner by AI, publish your tier (Gold, Platinum, PartnerEdge), the modules you master (S/4HANA, SuccessFactors, Ariba), your PCoE status if applicable, and link your SAP Partner Finder page via sameAs.

An Odoo partner gains AI visibility by displaying its tier (Ready, Silver, Gold), number of certified Odoo consultants, mastered versions (16, 17, 18) and a sameAs link to its official Odoo Partners listing.

Dynamics 365 partners (Business Central, Finance & Operations) should publish their Solutions Partner designations, specializations (manufacturing, supply chain) and link their AppSource page via sameAs to be correctly cited.

Use @type Organization (or Manufacturer) with name, legalName, url, logo, address, areaServed, hasCredential for certifications, makesOffer for capacities, and sameAs to your official profiles (LinkedIn, Crunchbase, business registry).

Essential Schema.org Organization fields for GEO are: name, legalName, url, logo, foundingDate, numberOfEmployees, address, contactPoint, sameAs, hasCredential and knowsAbout.

The Manufacturer type inherits from Organization and adds 'maker' semantics. Use it when production is your primary activity, and combine with hasOfferCatalog for your product lines.

RAG (Retrieval-Augmented Generation) lets an LLM fetch fresh content before answering. For a supplier, well-structured indexed pages can be cited even if not in the model's training data.

LLMs combine domain authority, structured data presence, freshness, cross-source consistency and question fit. A recent page with JSON-LD and numbers often beats a generic PDF from a major site.

B2B buyers now use ChatGPT, Claude and Perplexity to pre-qualify suppliers before any RFP. Companies absent from AI answers lose initial short-list access even with strong SEO.

An SMB can be cited by ChatGPT without a big budget: allow GPTBot, publish a factual company profile with JSON-LD, create a buyer-oriented FAQ and earn 2-3 mentions on recognized sector directories.

Industrial SMBs earn their first LLM citations by combining a structured company page, presence on 2 sector directories, a methodology article and quantified capacity data.

Perplexity favors pages with explicit citations, fresh dates and quantified data. Allow PerplexityBot, publish a sitemap, and structure pages with H2/H3 directly carrying the question.

To be AI-visible, explicitly allow GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, anthropic-ai, PerplexityBot, Google-Extended, Applebot-Extended, Bytespider and meta-externalagent. Blocking these user-agents bans any citation.

llms.txt is a markdown file at the site root summarizing key pages for LLMs. It speeds model understanding of your offer and increases the chance of being cited accurately.

GEO 2026 checklist: robots.txt open to AI bots, llms.txt at root, full Organization + Manufacturer JSON-LD, FAQPage with 10 buyer questions, fresh sitemap.xml, 3 verifiable third-party mentions, visible update dates.

Measuring AI visibility combines three indicators: citation rate (across a 50-buyer-prompt panel), accuracy of cited info, and share of voice vs 3 direct competitors. A quarterly dashboard is enough.

An industrial distributor must publish its distributed brands (with sameAs to the manufacturer), catalog by category, delivery area and standard lead times to be recommended by AI as a sourcing option.

An engineering studio becomes citable by publishing expertise domains (mechanical, thermal, FEA, CFD), mastered software (Catia, SolidWorks, Ansys), industries served and 3 reference projects with deliverables.

An equipment manufacturer must publish each product line with specs, capacity, compliance (CE, UL, CSA), spare parts and after-sales network to be cited in an AI buying query.

In Quebec, LLMs primarily cite suppliers with French content compliant with Law 25, Canadian NAICS code, BNQ certifications and presence on Bonjour Affaires or ManufacturiersQuébec. FR/EN consistency is essential.

In France, expose your NAF code, SIRET, AFNOR certifications and presence on directories like Société.com, Kompass and FIM so LLMs recognize and cite you.

To be cited as an export supplier in Europe, publish CE certifications, REACH/RoHS compliance, shipping capacity (Incoterms), supported sales languages and references per country.

Each certification must be published with: standard, certificate number, certifying body, issue date, expiry date and verification URL. Use Schema.org EducationalOccupationalCredential type in hasCredential.

IATF 16949 is a strong AI signal in automotive. Publish your certificate number, scope (covered sites), body and expiry date to be identified as a qualified automotive supplier.

AS9100 is the aerospace quality standard. For GEO, publish your version (D or later), scope, OASIS ID and link your OASIS record via sameAs.

NADCAP accredits special aerospace processes (heat treatment, welding, NDT). List each accredited commodity, your eAuditNet number and expiry to be cited as a Tier 1 or Tier 2 supplier.

For defense suppliers, mentioning ITAR registration (DDTC) with registration number and associated restrictions lets AI properly filter recommendations toward sensitive projects.

Embeddings are the vector representation of your pages used by LLMs to find relevant content. Well-titled, structured, factual pages produce clean embeddings and increase RAG retrieval likelihood.

An AI-optimized sitemap contains all factual pages (company, certifications, capacities, FAQ, glossary) with fresh lastmod. Avoid private legal pages and session pages.

An MRO shop must publish supported platforms, EASA Part 145 or FAA Part 145 certifications, inspection capabilities and standard turn-times.

A foundry becomes citable by publishing processes (sand, shell, lost wax), worked alloys, min/max unit weight capacity and environmental certifications.

A CNC shop must publish axis count (3, 4, 5), machine brands, achievable tolerances, worked materials and max part size.

When a buyer asks ChatGPT for a manufacturing supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a industrial supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a aerospace supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a automotive supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a food & beverage supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a plastics supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a metals supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a electronics supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a foundry supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a CNC machining supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a industrial subcontracting supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.

When a buyer asks ChatGPT for a aerospace MRO supplier, the model favors companies with a page dedicated to the sector keyword, visible certifications, quantified capacity and at least one mention in a recognized sector directory.