B2B SaaS buyers no longer start their journey on Google. They start on ChatGPT, Perplexity, and increasingly inside Gemini, asking for the best platform for their use case. When a high-growth SaaS client engaged VOCTOS, the founder summed it up directly. We are the best product in our category, but the AI never says our name. Within 90 days the VOCTOS team flipped that, and the platform is now the primary recommendation in ChatGPT and Perplexity for its core category. Here is the story.<\/p>\r\n\n\n\n
The client is a B2B SaaS platform serving sales enablement and revenue teams across North America, Europe, and MENA. Their classical SEO performance was strong on long-tail blog content, but commercial intent queries inside AI assistants surfaced larger, older competitors. Pre-engagement testing showed ChatGPT recommended them in fewer than 8 percent of category-defining queries, and Perplexity rarely cited them at all.<\/p>\n
of B2B SaaS buyers now start their research journey using AI assistants like ChatGPT or Perplexity before ever visiting a vendor website.<\/p>\n
Source: VOCTOS Internal Client Data (2026)<\/p>\n<\/div>\n\n\r\n\r\n\n\n\n\n\r\n
The audit highlighted four issues. The brand entity was fragmented across pages and lacked a clear positioning sentence AI engines could lift directly. Comparison and alternatives content was thin, while competitors had aggressive comparison hubs. SoftwareApplication, Organization, and Product schema were partially implemented and not validated. Citations across G2, Capterra, industry analyst pages, and trusted SaaS publications were uneven across geographies.<\/p>\r\n\r\n\r\n\n\n\n
VOCTOS designed a focused 90 day sprint built on three workstreams. First, we rewrote the brand’s homepage, product, and category pages with entity-rich language and schema that aligned with how AI engines parse SaaS positioning. Second, we launched an alternatives and comparison hub covering the top 12 competitor terms, each page following an answer-first AEO structure. Third, we executed a citation acceleration campaign across analyst sites, SaaS review platforms, podcasts, and high-authority newsletters that AI engines weight when generating recommendations.<\/p>\n