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CORA — Compliance & Regulatory Assistant

CORA is a regulatory intelligence workspace for homologation, compliance, and engineering teams who cannot afford ambiguity. It turns authoritative regulations and standards into clear outputs that remain traceable, version-locked, and defensible—grounded in original source text.

CORA workspace overview

What CORA is designed for

Regulatory work fails in predictable ways: the right sources are hard to find, versions get mixed, and decisions become difficult to defend later. CORA is designed for workflows where accuracy, traceability, and version discipline are non-negotiable.

Use CORA to:

  • Identify which regulations and standards apply to a use case, system, or program scope
  • Interpret requirements against an explicit document version
  • Traverse cross-references across sources without losing context
  • Work across multiple linked documents inside a defined project boundary
  • Produce notes and requirements that stay linked to the clauses that justify them

CORA is not a general-purpose chatbot. It is built to produce outputs you can inspect, cite, and defend.

How CORA works

CORA is structured around three working modes. Each mode is a deliberate constraint to keep outputs reliable.

Explore — Discover what applies

Use Explore when you are orienting and scoping: What applies, and where should I start?

Explore helps you discover relevant regulations and standards, follow references, and build an initial map of the landscape.

Typical questions:

  • “Which regulations apply to this feature, system, or vehicle type?”
  • “What standards are typically required alongside these regulations?”
  • “What is the regulatory scope for this use case in the EU context?”

What you should get:

  • A curated list of applicable regulations and standards
  • High-level relevance explanations tied to the use case
  • Clear entry points into the correct documents for deeper analysis

Interpret — Get version-locked answers

Use Interpret when you need precision from a single source: What does this clause require in this exact version?

Interpret runs in a document-locked context (Library document version or User Document). Answers remain grounded in that version with direct clause-level references.

Typical questions:

  • “Summarize Article X as actionable obligations.”
  • “Is this wording mandatory, conditional, or informative?”
  • “What are the exceptions and boundary conditions in this annex?”

What you should get:

  • Answers grounded to the selected version and location within the document
  • Citations that point to the exact clauses/articles/annex items used
  • No cross-document assumptions or external inference

Project Context — Work across multiple documents

Use Project Context when you are executing structured work across a defined scope: How do these sources interact for my project?

You create a project, link documents (Library + User Documents), and work within a shared multi-document context. Project instructions guide all threads, and outputs remain traceable to the source content used.

Typical questions:

  • “Map UNECE requirements to ISO obligations for this feature.”
  • “Show overlaps, conflicts, and dependencies across linked sources.”
  • “Map requirements from one document to obligations in another.”

What you should get:

  • Cross-document answers with evidence from each source
  • Structured outputs you can reuse (requirements, notes, trace packs)
  • Repeatable, auditable reasoning within the project boundary

Core building blocks

CORA is built on four foundational elements:

  • Library
    Canonical regulations and standards with structure, versions, languages, and relationships.

  • User Documents
    Uploaded documents that can be viewed, cited, and interpreted alongside library sources (clearly labeled as user-provided).

  • Threads
    Conversations operating in Explore, Interpret, or Project Context mode—each with explicit scope rules.

  • Projects
    Structured workspaces that link documents, preserve scope, and store outputs such as notes, requirements, and trace history.

Why teams use CORA

  • Traceability by design — citations, grounding sources, and navigation history are preserved
  • Version awareness — answers are tied to explicit document versions for audit-safe reasoning
  • Structured outputs — requirements and notes stay linked back to evidence
  • Reduced ambiguity — users can inspect exactly where conclusions come from
  • Lower certification risk — fewer scope misses, fewer version mistakes, stronger defensibility

Get started

Important note

CORA provides structured regulatory guidance and source-backed interpretation. It does not replace legal counsel, regulatory authorities, or formal certification processes. Always validate outputs by reviewing cited source text.