Technical Domain

Multimodal AI

Cross-Modal Understanding & Information Synthesis

Real-world business knowledge doesn't live solely in neat text fields. It lives in scanned PDF contracts, complex engineering blueprints, audio calls, CCTV footage, and structured databases. Alector Lab builds multimodal systems that align diverse data modalities into unified semantic vector spaces and reasoning pipelines.

Systems Architecture & Methodology

Our multimodal architecture combines high-resolution visual encoders with state-of-the-art vision-language models and hybrid sparse-dense vector indices. Every extracted entity is tied to exact spatial bounding boxes or temporal video timestamps for complete verification and compliance.

Architectural Building Blocks

Document Graph Intelligence

Parse multi-page unstructured enterprise documents into validated, structured schemas with zero loss of spatial layout semantics.

Cross-Modal Vector Retrieval

Search visual archives using natural language queries, or search document stores using image snippets and diagrams.

Verifiable Pixel Grounding

Eliminate hallucinations by forcing models to supply exact bounding coordinates and citation anchors for every extracted fact.

Cost-Optimized Model Routing

Route simple OCR tasks to lightweight edge models and reserve large VLMs for nuanced, high-complexity multi-modal reasoning.

Full Technical Coverage Areas

Vision-Language Model (VLM) fine-tuning & routing
Complex document intelligence (tables, stamps, handwriting)
Cross-modal semantic search & vector retrieval
Dense video understanding & temporal grounding
Multimodal reasoning & structured JSON extraction
Audio transcription & acoustic event recognition
Technical diagram & schematic parsing
Unified multimodal evaluation frameworks
Verified System Specifications
Document Accuracy> 99.2% on nested financial tables
Modalities SupportedPDF, TIFF, Audio, Video, CSV, CAD
Context WindowUp to 1M+ tokens with needle recall
Grounding PrecisionExact pixel & character coordinate attribution
Deployment Model

All Multimodal AI systems are delivered as production code, custom microservices, or fully managed appliances with complete IP transfer to clients.

Request an Architecture Assessment for Multimodal AI

Speak directly with our senior systems architects regarding your latency, throughput, and data requirements.

🔒 Private data boundary. Non-Disclosure Agreement (NDA) supported upon request.