Multimodal Processing Architecture & Auditability
Effective document automation requires blending Computer Vision for structural recognition with advanced NLP for contextual understanding. We build robust, multimodal pipelines optimized for accuracy, enterprise scale, and strict internal audit requirements.
Format Agnostic Ingestion
Architecting the system to seamlessly ingest and normalize data from diverse inputs: complex PDFs, low-quality scanned images, faxes, emails, and multi-page corporate reports.
Visual Structure Analysis
Utilizing computer vision to identify and adapt to document structure (tables, forms, signatures, nested data) regardless of template variation or document quality.
Semantic Validation
Implementing NLP models to cross-reference extracted entities, ensuring logical and mathematical consistency (e.g., date ranges, total amounts) before final system entry.
Enterprise Security
Ensuring all extracted data, processing steps, and model decisions are logged securely, providing a transparent and verifiable history necessary for legal and regulatory audits.
Human-in-the-Loop (HIL) Design
Designing verification interfaces that route low-confidence extractions or critical exceptions to human reviewers efficiently, maximizing accuracy while minimizing manual time.
Core Pillars of Document Intelligence
Automated document processing is a convergence of language models for comprehension, vision models for digitization, and secure system design for reliable, enterprise-wide deployment.
Generative AI & NLP Development
Using LLMs and custom NLP models to extract complex entities, summarize legal clauses, and manage unstructured data fields like detailed contract terms.
Computer Vision Solutions
Training the precise OCR and layout analysis models that visually analyze scanned documents and accurately digitize handwriting or complex table structures.
Custom AI Model Development
Developing classification models necessary to automatically categorize incoming documents (e.g., invoice vs. contract) and route them to the correct, system-integrated workflow.
Project & Product Management
Providing expert governance to define the scope, manage integration with existing ERP/CMS systems, and ensure high-security deployment across the entire organization.
Case studies
Go beyond the obvious. Co-create with teams who value impactful experiences and products.
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Automating mortgage underwriting with multi-agent AI
Friday Harbor
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Helping candidates perform better at job interviews using AI
Monster AI
Helping students learn and understand basic math using artificial intelligence
Fibo — AI Math Tutor
Leveraging AI to build a content summarization app for better knowledge retention
taim
Creating a personalized audio listening experience with content curated by artificial intelligence
Audioburst
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