What we build, and what we will tell you not to

AI agent development services

AI agent development services scope the workflow, connect agents to approved tools and APIs, enforce permissions, evaluate actions against representative tasks, and deploy monitoring and human approval paths. Production agents need idempotency, authorisation and audit trails.

Custom RAG development services

Custom RAG development services build retrieval-augmented generation around your own content: a system that searches your material for passages relevant to a question, then composes an answer grounded in those passages with sources attached. The engineering is mostly retrieval quality, not the language model.

Intelligent document processing services

OCR is character recognition: it turns pixels into text. Document intelligence adds classification, structure recovery, field extraction and validation on top, answering what a document is and which values it contains. Most projects described as OCR are document intelligence projects.

AI chatbot development services

AI chatbot development services define the assistant’s users and workflows, connect it to approved data and systems, enforce permissions, and test answer quality and escalation behavior. A domain-grounded chatbot cites relevant company content and says when it cannot find a reliable answer.

Business process automation services

AI workflow automation replaces a manual multi-step loop, typically intake, verification, routing and sign-off, with a system that completes the routine cases end to end and escalates exceptions with context attached. The value is in handling the whole loop, not one step of it.

Speech-to-text development

Speech-to-text development covers transcribing audio and, more importantly, what happens next: separating speakers, extracting the structured facts that matter, and routing them somewhere useful. Transcription is close to a commodity; the extraction layer is where the value is.

AI medical scribe development

AI medical scribe development is building an ambient clinical documentation system that turns a clinical encounter into completed paperwork. It transcribes the consultation, separates speakers, extracts clinical facts as structured data, and populates the specific forms a chart requires, with every field confidence-scored for clinician review before anything is written.

• Deepgram Nova-2
• LangGraph
• GPT-4o
• FastAPI
• PostgreSQL

KYC and KYB automation

KYC automation is replacing manual identity checks with a pipeline that classifies an identity document, extracts and validates its fields, matches the portrait against a submitted selfie, and escalates only the cases it is unsure about. Done well it removes roughly 90% of a manual review queue.

• PaddleOCR
• DeepFace
• YOLOv8n
• OpenCV
• FastAPI

Generative AI development services

Generative AI development services build applications on top of large language models: retrieval over your own content, agents that call your tools, and document intelligence that turns unstructured input into structured data. The engineering is mostly grounding, evaluation and integration rather than the model itself.

• GPT-4o
• Claude
• LangGraph
• pgvector
• FastAPI

Invoice processing automation services

A pipeline that takes an invoice from whatever channel it arrived on, reads its header and line-item fields, validates them against your purchase orders and supplier master, then posts the result into your ERP. Anything below confidence goes to a review queue with the document and the flagged fields shown together.

• PaddleOCR
• LayoutLMv3
• YOLOv8
• FastAPI
• PostgreSQL