Human expertise, encoded, so no one
has to find the path alone.
Expert-governed AI analysis systems for document evaluation. The most valuable AI analysis comes not from better models but from better instructions — instructions authored by domain experts who know what to look for, how to evaluate it, and what quality looks like.
Get Early AccessAI document generation is scaling with compute. Human expert review scales with hiring. These curves diverge permanently. The gap between generation and validation is widening — and the consequences are growing with it.
Hallucinated legal citations. Misclassified regulatory submissions. Treatment plans without expert validation. Specs with disconnected requirements. The generation tools are shipping. The validation infrastructure is not.
Cairnic encodes domain expertise into AI-powered analytical tools. The architecture is identical across industries. The domain expertise is what changes. Upload a document, and our system evaluates it against expert-defined standards — then remembers across drafts so every pass builds on the last.
Domain experts define what quality looks like — what to analyze, why it matters, and what good work requires. AI alone cannot make these judgments.
Those expert standards are applied through AI to every document, consistently and at speed. One expert's knowledge reaches thousands of documents.
Findings are specific, grounded in evidence, and organized for action. Every observation references the document. No vague generalities.
Cairnic remembers across drafts. Each analysis pass builds on the last — tracking what's been addressed, what persists, and what the author intended.
AI can apply rules at scale. It cannot establish which rules matter, why they matter, or what "good" looks like. Those are expert judgments.
Across document-intensive industries, AI tools generate, extract, and manage documents. Cairnic evaluates quality against expert-defined standards — so the humans making decisions can trust what they're reading.
An AI-powered editorial analysis tool for short fiction. Upload a story. Receive an expert-calibrated editorial letter, craft-level findings organized by elements of fiction, interactive visualizations, and a narrative pressure map.
The analysis is the product, not the editor. The manuscript is the reference. The analysis workspace is where the writer works.
Cairnic does not replace human experts. It multiplies their reach. One expert's knowledge, encoded through the Cairnic Framework, can validate thousands of documents.
Contact Us