Custom AI & Knowledge Assistants
AI that knows your business, your documents, and your images.
Answers with sources, evaluated on your data
Instead of searching through manuals and contracts, you ask a question in plain language and get an answer that names the document it came from. Access to each document is enforced in the search itself and not only in the instruction to the model. Before opening it to more people, we measure the search against reference questions written by the people who know the answers.
Beyond text, we work with image, audio, and video. Computer vision enables visual inspection, defect detection, and reading of handwritten or printed documents. We start with a proof of concept on your own images, collected in the real environment, and a test set from a different day or shift; no part is rejected automatically until the system has proven itself.
We choose the model for each task after testing it on your documents, and test again when new versions come out. When the data cannot leave your premises, we use local models and tell you the hardware cost at the start.
What we deliver
- Knowledge assistant over internal documents with hybrid search (semantic and keyword)
- Natural-language queries over structured databases (Text-to-SQL)
- Answers with citations to the source document and paragraph
- Reference questions and separate measurement of retrieval and answer quality, with tests for instructions hidden inside documents
- Multimodal processing: text, image, audio, and video in a single system
- Computer vision: visual inspection, defect detection, document reading, and OCR, with acceptance criteria written with you
- Model choice per task, with cost controls
- Local deployment when data must remain on your premises
- Fine-tuning, only if a measured gap remains after retrieval
TechnologyFor the technically curious
Inference
vLLM · SGLang · llama.cpp
Model integration & tuning
Hugging Face Transformers · PEFT
Retrieval
Qdrant · pgvector
Computer Vision
Vision-language models (VLM) · NVIDIA DeepStream · TensorRT
Document AI
Docling · PaddleOCR
Guardrails
NeMo Guardrails