Custom AI that does the work — reliably, in production.
Multi-agent systems, computer vision, and generative AI, with the guardrails to run for real.
Overview
Most AI never leaves the demo — impressive in a slide, unpredictable the moment real data hits it.
Pilots stall without guardrails, and no one trusts an output they can't check.
We design, build, and operate custom AI that automates real workflows — shipped with the monitoring, guardrails, and MLOps it takes to run every day.
What we deliver
Custom models & multi-agent systems
AI built for your workflow and data — not a generic wrapper.
Computer vision & real-time inference
Turn live video and images into decisions in the moment.
Generative AI with validation
Create content and assets at scale, with checks that keep them on-brand and compliant.
Retrieval & document intelligence (RAG)
Answer questions and extract structure from your own documents and knowledge — grounded, not guessed.
Intelligent workflow automation
Take the repetitive, rule-heavy work off people's plates, end to end.
MLOps & evaluation
Models that stay accurate — evaluated, watched for drift, and refreshed on schedule.
How we work
Outcome-first and compliance-ready. We set the acceptance bar, keep humans in the loop where judgment matters, and instrument every model for accuracy, drift, and cost.
Anchor to the metric
We start from the business outcome and the acceptance bar, then choose the simplest model that clears it.
Keep humans in the loop
Safeguards, approvals, and confidence thresholds wherever judgment matters.
Prove it in production
Shadow-run against real workloads and evaluate on real cases before it makes a single live call.
Watch and improve
Accuracy, drift, cost, and latency instrumented from day one, with a path to retrain.
Tech we use
A pragmatic, best-of-breed stack — chosen per project, not by default.
Models & Providers
- Gemini
- OpenAI
- Anthropic Claude
- Llama
- Qwen-VL / LLaVA
Agents & Orchestration
- CrewAI
- LangGraph
- LiteLLM
- Model Context Protocol
Computer Vision
- YOLO
- OpenCV
- Vision Transformers
- Veo
Retrieval & Knowledge (RAG)
- FalkorDB
- pgvector
- LlamaIndex
- Embeddings
Serving & Inference
- FastAPI
- vLLM
- Triton
- Ray Serve
Data & Backend
- Python
- MongoDB
- PostgreSQL
- Databricks
MLOps & Evaluation
- MLflow
- Weights & Biases
- LangSmith
- Ragas
Cloud & Infra
- Vertex AI
- Azure ML
- AWS
- Docker
- Kubernetes
Results
Case studies powered by AI Automation.
Industries we apply this in
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