Applied AI Services & Systems
From practical automations that save staff hours every week to custom model tuning and edge deployments, we build reliable AI solutions tailored to your operational constraints.
Engineering Across the AI Stack
Workflow & Operations Automation
Eliminate hours spent on manual digital friction. We design robust integrations that handle automated customer inquiry triage, invoice and PO parsing, scheduled report generation, and bidirectional data synchronization between existing business tools.
- • Customer email classification & draft generation
- • Structured document extraction (PDFs, forms, receipts)
- • Automated alerts and multi-system data sync
Enterprise RAG & Document Intelligence
We architect reliable Retrieval-Augmented Generation (RAG) pipelines that turn your PDFs, manuals, policies, and operational databases into secure question-answering systems with exact source citations and zero external model training.
- • Production RAG architectures with hybrid keyword & vector search
- • Plain-English query assistants with strict source verification
- • Secure on-premise or cloud deployment with complete data privacy
Custom Model Tuning & Edge Deployment
When public cloud APIs are too slow, expensive, or restricted by data privacy rules. We prepare training datasets, fine-tune open-weights models to your domain, optimize them with quantization, and package them for local workstations, private servers, or embedded hardware.
- • Domain-specific model alignment & parameter-efficient tuning
- • ONNX and quantized model packaging for local runtimes
- • Embedded execution and air-gapped system deployments
Systems Architecture & Asset Memory Integration
For software companies and creative teams building data-intensive products. We integrate Intelligent Asset Memory into your existing stack, design automated asset pipelines, and set up private retrieval infrastructure.
- • Sub-20ms multi-modal vector search and keyframe indexing
- • Legacy database middleware & ETL data planes
- • Private cloud or bare-metal container licensing[cite: 1]
Direct, Engineering-Led Delivery
Work directly with the principal engineer building your system. No account-manager layers or generic agency hand-offs.
We audit your operational bottlenecks, hardware perimeters, and data sets to specify a high-impact, realistic initial deliverable.
We build a working proof-of-concept against your actual operational files or media assets so performance is proven before rollout.
We deploy the code, configure monitoring telemetry, and ensure your team has complete documentation and operational autonomy.
Have a technical challenge or automation in mind?
Let's evaluate your project requirements and determine the right architecture for your team.