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COMPANY MANIFESTO

The Era of Blue Links
Has Come to an End

For 25 years, software discovery was governed by search engines. Today, software discovery is governed by generative AI models. We exist to ensure brands remain visible in this new world.

The Fundamental Shift in Software Procurement

When a buyer prompts ChatGPT with “What is the best SOC-2 compliance automation software for enterprise?”, the model synthesizes a definitive answer. It does not provide ten blue links for the user to research. It recommends 2 or 3 specific products.

If your company is cited by the model, you receive the deal flow. If your company is omitted, you do not exist to that buyer. Traditional SEO metrics like domain rating and backlink counts do not solve this problem.

Total Transparency

We believe companies deserve full visibility into how foundation models perceive, categorize, and rank their brand.

Entity Engineering

We build deterministic tooling (JSON-LD schemas, crawler telemetry, entity graph nodes) to shape non-deterministic LLM outputs.

Universal Parity

We monitor the entire frontier AI ecosystem (OpenAI, Anthropic, Perplexity, Google) rather than single-model silos.

Citerecon Research & Telemetry

Citerecon is an independent Generative Search Intelligence engine built to give developers, product teams, and founders real-time visibility into how frontier AI models cite and rank their software. We publish open research guides and tactical playbooks to help modern software products thrive in the generative search era.