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Changelog

Product updates, GEO improvements, and release notes from the Latentline team.

1.4

Ads Page — track sponsored placements in AI answers

ProductAdsVisibility

Sponsored blocks and product placements are showing up more often in AI answers. Latentline now records ad presence alongside organic mentions so paid and earned visibility stay in one view.

  • Ad presence on every monitored prompt
  • Advertiser identity when a sponsored block shows
  • Trend over time for how often ads reappear in your category
// Conceptual: ads appear next to organic brand metrics per prompt
const insight = {
  prompt: "best CRM for startups",
  organicMentions: ["Your Brand", "Monday"],
  ads: [{ advertiser: "Competitor X", surface: "chatgpt" }],
};

  • Prompt-level ads tracking across monitored models

  • Ad presence stored with sentiment and citation data
  • Exports for media, paid, and SEO teams from the same evidence base
  • Weekly review workflows for high-intent commercial prompts
  • Faster prompt report loads for large projects
  • Clearer empty states when no ads appear for a prompt set
  • Stable sorting when mixing organic and paid signals
1.3

Server log signals for AI search strategy

GEOCrawlingResearch

Traditional SEO looks at rankings and crawl stats in Search Console. AI search adds another layer: which bots visit, what they fetch, and how often they return.

  • Bot segmentation for training-like traffic, search crawlers, and unknown agents
  • Crawl vs visibility correlation with Latentline prompt outcomes
  • Prioritized fix lists for pages that are cited often but crawled poorly

  • Playbooks for log review tied to GEO workflows

  • Guidance for latency, blocked resources, and thin templates
  • Patterns by model family and content type
  • Clearer documentation for multi-market citation analysis
  • Better framing of Deep Research-style multi-fetch behavior
1.2

MCP workflows for SEO, GEO, and AEO teams

IntegrationsMCPWorkflows

MCP lets assistants and internal tools query structured visibility data without exporting CSVs by hand. That shortens the path from insight to action for SEO, content, and leadership stakeholders.

  • Weekly visibility briefings into Slack or docs agents
  • Competitive alerts when citation share shifts
  • Prompt opportunity digests for content planning
// Example workflow shape (conceptual)
const briefing = {
  project: "acme",
  window: "7d",
  deltas: ["visibility", "citations", "sentiment"],
  deliverTo: "slack",
};

  • Structured visibility queries for assistants and internal tools

  • Examples for competitive alerts and opportunity digests
  • Operator checklists for product-level shopping visibility
  • Clearer positioning for agency productized GEO offers
  • Listicle and citation research summaries for planning