Stop Asking AI
Questions.
Start controlling how it thinks.
Recora is a Cognitive Operating System for structured, evidence-backed reasoning — built for teams who can't afford to be wrong.
The Problem
LLMs are powerful.
Unstructured is dangerous.
Every AI tool available today shares the same fundamental flaw: they generate outputs based on probabilistic prediction, not structured reasoning. Ask a question, get a paragraph. Maybe it's right. Maybe it isn't. There's no way to know.
For teams making decisions about contracts, compliance, construction scope, or brokerage operations — "maybe" is not acceptable.
Outputs can't be audited or traced to source
No schema — just prose that can't be queried
Every session starts from zero — no persistent knowledge
Confidence and accuracy are indistinguishable
Domain expertise must be re-injected every time
The Pipeline
A structured cognitive pipeline.
Not a chat interface.
Recora transforms raw inputs into validated, structured, queryable knowledge through a deterministic 7-stage pipeline.
Ingestion
PDFs, documents, audio, video, raw text — any source, any format.
Normalization
Clean, structured, consistent text layer stripped of noise.
Chunking & Indexing
Semantic segmentation with full context preservation across document boundaries.
Evidence Extraction
Quotes, references, signals — grounded to exact source locations.
Structured IR
Schema-first intermediate representation. Every fact has a home in the data model.
LLM Transformation
LLM is used only as a transformation engine over structured data — not as a memory or oracle.
Artifact Generation
JSON-backed, versioned, traceable outputs with full citation chains.
Differentiators
Fundamentally different
from every AI tool.
Evidence-First Outputs
Every claim traces to a source. No hallucinated facts, no ungrounded assertions.
Schema-Enforced Artifacts
Outputs are strict JSON structures, not paragraphs. Queryable, diffable, integrable.
Versioned Reasoning
Every reasoning run is versioned. Compare outputs over time. Audit everything.
Cognitive Presets
Control how the AI thinks — depth, rigor, domain focus — not just what it says.
Domain Packs
Pre-built reasoning schemas for construction, compliance, real estate, theology, and more.
LLM-Agnostic
Not tied to any model. Swap underlying LLMs without changing your pipeline or outputs.
Use Cases
Built for the decisions
that actually matter.
Real Estate
Turn every past deal into searchable intelligence. Flag missing clauses, compare contracts, and give every agent the knowledge of the whole organization.
Construction
Detect missing scope, identify overlaps, validate against local codes, and prevent margin loss before you sign.
Compliance
Map documents to SOC2, NIST, and other frameworks. Identify gaps. Generate audit-ready outputs.
Knowledge Systems
Ingest from multiple sources, cross-reference truth, and deliver evidence-backed answers from your own knowledge base.
Ready to control
how AI thinks?
Recora is in early access. Tell us about your use case and we'll show you what structured reasoning looks like for your domain.
Request Early Access →