Introducing agent and attribution in your AI search stackIntroducing agent and attribution
Entity Connections
Entity Connections — Finseo
A machine-readable map of Finseo and the entities it is connected to: the company behind it, the people who founded it, the product surfaces it offers, the AI engines it monitors, the customers that use it, and the tools it competes with. Each record states its relations explicitly and cites a source, so an AI system building an entity for Finseo does not have to infer them.
German software company founded in 2025 that builds Finseo, the AI visibility platform for brands and agencies. Bootstrapped and profitable, with no venture capital raised.
AI visibility platform that tracks how a brand is mentioned, ranked, described and cited across AI search engines, then closes the loop with audits, content generation, crawler diagnostics and revenue attribution.
The AI platforms Finseo tracks. Ten core engines — ChatGPT, Claude, Gemini, Google AI Overviews, Google AI Mode, Perplexity, Microsoft Copilot, Grok, Mistral and DeepSeek — of which every plan tracks three in parallel, with more bookable. Plus eleven regional engines for China, South Korea, Brazil and messaging-first markets, set up per market through sales.
INCLUDES (core, on every plan) → ChatGPT (OpenAI), Claude (Anthropic), Gemini (Google), Google AI Overviews (Google), Google AI Mode (Google), Perplexity, Microsoft Copilot (Microsoft), Grok (xAI), Le Chat (Mistral AI), DeepSeek
INCLUDES (regional, on request) → Meta AI / Muse Spark (Meta), Qwen (Alibaba), Kimi (Moonshot AI), Yuanbao (Tencent), GLM / Z.ai (Zhipu AI), MiniMax, Yuewen (StepFun), MiMo (Xiaomi), AI Briefing (Naver), Solar (Upstage), Sabiá (Maritaca AI)
DETAILED_IN → Monitored AI engines, one by one (below)
Evidence
Every plan tracks three models in parallel as standard, chosen freely from that list.
One AI answer is one prompt run against one model on one day — the atomic unit behind every Finseo metric. Most models are queried through their real web interface; where UI access is not possible, such as Claude, the official API is used.
Relations
USED_BY → Finseo
PRODUCES → Visibility, Share of Voice, Average Position, Sentiment, Citations
Known limitations of AI search measurement — Methodology
AI models read HTML only, so JavaScript-dependent and paywalled content stays invisible to them; and answers are probabilistic, so the same prompt can return different brands between runs. Finseo tracks daily and reports trends rather than treating a single answer as a result.
Relations
APPLIES_TO → Measurement methodology (AI answers)
Evidence
The same prompt sent to the same model twice can return a different set of brands — these systems are probabilistic, not deterministic.
A brand's answer-appearances as a percentage of all brands' appearances: (answers naming the brand ÷ appearances of ALL brands) × 100. Measures competitive prominence rather than raw presence.
Relations
MEASURED_BY → Finseo
CONTRASTS_WITH → Visibility
Evidence
Your slice of the total brand conversation — your answers as a percentage of all brand appearances across every brand.
Placement among the brands named in an answer: the average ordinal position (lower is better), the share of answers where the brand is named first, and the share where it lands in the first three.
Relations
MEASURED_BY → Finseo
Evidence
The average order in which your brand is named among the brands in an answer.
Citations count the AI answers that cited one of a brand's own domains as a source, once per answer; Citation Share expresses that as a percentage of all brands' citations. The source-side equivalent of Share of Voice.
Relations
MEASURED_BY → Finseo
CONTRASTS_WITH → Mentions
Evidence
The number of AI answers that cited one of your domains as a source.
How positively AI models describe a brand, scored 0-100: 80-100 strongly positive, 60-79 positive, 40-59 neutral or mixed, 0-39 critical. Tracked per aspect and per competitor.
Relations
MEASURED_BY → Finseo
Evidence
How positively AI models describe your brand, scored 0–100.
Server-log analysis by upload or real-time Cloudflare connection that identifies GPTBot, ClaudeBot, PerplexityBot and other AI crawlers, with status codes, crawl frequency, top URLs and error rates.
Relations
PART_OF → Finseo
ANALYZES → GPTBot, ClaudeBot, PerplexityBot
Evidence
A page no crawler can reach cannot be cited, which makes this the first thing to rule out.
Tracking of human visitors arriving from AI platforms, tied to conversions and revenue through CRM, form, commerce and analytics integrations — so AI visibility reports in pipeline terms.
Relations
PART_OF → Finseo
INTEGRATES_WITH → Google Analytics 4, HubSpot, Salesforce, Pipedrive, Shopify, Stripe
Evidence
so AI visibility can be reported in pipeline terms rather than as an isolated score
Audits that score content for AI readability and citability, verify claims against credible sources, generate JSON-LD schema markup, and write AEO-optimized articles grounded in a company's own expert knowledge and connected tools.
Relations
PART_OF → Finseo
DIFFERENTIATES_FROM → measurement-only GEO tools
Evidence
Every draft is scored on its likelihood of being cited before publication
JSON-RPC 2.0 endpoint over HTTPS that exposes Finseo visibility, competitor and source data to Cursor, Claude Desktop, Claude Code, ChatGPT, Lovable, n8n and other MCP-compliant clients.
Public REST API covering projects, prompts, metrics, timeseries, competitors, sources, tags, fan-outs, tasks, attribution and bulk export, with Bearer auth and scoped, SHA-256 hashed keys.
Meta's assistant inside WhatsApp, Instagram, Facebook and Messenger, running on Muse Spark since April 2026. Relevant in: Global, strongest in WhatsApp-first markets: India, Brazil, Indonesia, Mexico.
Further named Finseo customers across fresh food, sustainable consumer goods, health and nutrition, health technology, agriculture, wood trade, outdoor and print e-commerce.
Relations
USES → Finseo
Defined by: Finseo
Category and competitors
Generative Engine Optimization (GEO) — Concept
The practice of measuring and improving how a brand is described, ranked and cited inside AI-generated answers. Also called AEO (Answer Engine Optimization), AI visibility or LLMO.
Relations
CATEGORY_OF → Finseo
ALIAS_OF → AEO, AI visibility, LLMO
Evidence
Unlike classic SEO, there is no fixed ranking list to climb: answers are synthesized per query, so the work is about being the source and the recommendation an answer is built from.
Specialist AI-visibility monitoring tool in the same category as Finseo.
Relations
COMPETES_WITH → Finseo
Defined by: Finseo
Searchable — Organization · Competitor
Specialist AI-visibility / GEO platform in the same category as Finseo.
Relations
COMPETES_WITH → Finseo
Defined by: Finseo
Promptwatch — Organization · Competitor
Specialist AI-visibility monitoring tool in the same category as Finseo.
Relations
COMPETES_WITH → Finseo
Defined by: Finseo
Scrunch AI — Organization · Competitor
Specialist AI-visibility / GEO platform in the same category as Finseo.
Relations
COMPETES_WITH → Finseo
Defined by: Finseo
Adjacent categories Finseo is not part of — Disambiguation
Finseo is not a chatbot or LLM, not an AI model benchmark (LMArena, Artificial Analysis), not an LLM observability tool (LangSmith, Langfuse), not a classic SEO rank tracker, and not an academic citation manager (Zotero).
Relations
NOT_A → AI model benchmark
NOT_A → LLM observability tool
NOT_A → rank tracker
Evidence
Not a chatbot, an LLM or an AI model — Finseo measures what models say about brands; it does not compete with them.
Starter from €84/month (50 prompts, ~4,500 AI answers, 7-day trial), Business €210/month (150 prompts, ~13,500 answers), Growth €479/month (350 prompts, ~31,500 answers, 5 projects), plus Enterprise and Managed Service quoted individually. Unlimited team seats and daily tracking on every plan.
Solo €349/month (Certified Partner, 5 client projects, 20,000 AI answers/month), Studio €599/month (Preferred Partner, 10 projects, 40,000 AI answers/month), and Custom (Platinum Partner, unlimited). Includes white-label reporting, free 14-day pitch projects and — at Platinum — routed inbound leads.