layman AI Discuss integration

Six layers, from top to bottom

The intelligent layer for complex information.

Turn documents and domain knowledge into structured, contextual insights, built into the products and workflows you already use.

Explore the engine

Document intelligence

Extract, classify and structure complex documents, so the rest of the engine can work with the information inside.

  1. 1.1Text and structure extraction
  2. 1.2Document classification
  3. 1.3Personal-information redaction

DocumentsStructured information

Knowledge intelligence

Connect information to authoritative, domain-specific sources, with references that can be traced back to their origin.

  1. 2.1Domain-specific knowledge retrieval
  2. 2.2Approved source selection
  3. 2.3Source and quotation verification

InformationGrounded understanding

Contextual intelligence

Understand information in relation to the reader, the situation and the surrounding documents. Connect details, dependencies and changes between versions.

  1. 3.1User role and domain context
  2. 3.2Document version comparison
  3. 3.3Cross-document relationships

Individual detailsA connected picture

Risk intelligence

Highlight potential risks and uncertainties, explain their relevance and show where professional judgment is needed.

  1. 4.1Impact-based risk assessment
  2. 4.2Citation and language checks
  3. 4.3Expert-review boundaries

Connected informationPrioritized findings

Workflow intelligence

Turn findings into clear explanations, structured reports and useful next steps for the people who need to act.

  1. 5.1Plain-language explanations
  2. 5.2Structured analysis and reports
  3. 5.3Correspondence and expert handoff

FindingsActionable output

Embedded intelligence

Bring specialized intelligence into existing products, customer experiences and operational processes through APIs and tailored integrations.

  1. 6.1Reusable intelligence foundation
  2. 6.2Domain-specific applications
  3. 6.3Integration into existing workflows

The Layman engineYour product

One engine. Intelligence, connected.

From complexity to clarity. From information to intelligence. A modular foundation for specialized AI solutions.

Built on the engine

See where it can go

One intelligent layer. Multiple domains.

The same architectural approach, shaped around the knowledge and workflows of each domain.

Legal IntelligencePowering Lakitulkki.ai

Understand contracts, legal obligations, complex cases and legal documentation. Identify relevant provisions, potential risks and relationships between documents.

Lakitulkki.ai demonstrates the engine in document understanding and preliminary case assessment.

Explore Lakitulkki.ai
Tax IntelligenceAn extension of the architecture

Interpret tax-related information, reporting requirements, regulatory rules and supporting documentation to enable more informed financial and tax-related processes.

The reusable foundation can be adapted to tax-specific sources, documents and professional workflows.

Regulatory IntelligenceAn extension of the architecture

Navigate complex regulatory frameworks, identify applicable requirements and support compliance-related analysis across industries.

Domain-specific knowledge and contextual analysis can support information-intensive regulatory processes.

Financial IntelligenceAn extension of the architecture

Transform financial documents, statements and business data into understandable insights, structured analysis and meaningful decision support.

The same approach can support financial analysis with the relevant knowledge and domain-specific checks.

Due diligence, with every contract read.

In a transaction, the risk sits in the documents: contracts, obligations and the links between them. The engine behind Lakitulkki.ai reads them as a whole and shows the deal team where to look first.

  1. Layers 1–2 · Document, Knowledge

    Every contract, structured

    Agreements are extracted, classified and linked to the provisions that govern them, so key terms are easy to find and compare.

  2. Layer 3 · Context

    Connections across documents

    Relationships, dependencies and differences between documents and their versions come together in one picture.

  3. Layer 4 · Risk

    Risks in order of impact

    Findings are ranked by their impact, with clear marks where legal or financial judgment is needed.

  4. Layers 5–6 · Workflow, Embedded

    A report the team can use

    Results arrive as a structured report with references traceable to their sources, or inside the tools advisers already use.

Contract and legal-document analysis is what the engine does today in Lakitulkki.ai. Analysis of financial statements is an extension of the same architecture.

Bring intelligence into your platform.

For software providers, including financial-management and accounting platforms, financial institutions, professional service organizations and enterprises making complex information easier to understand and use.

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