AI and Machine Learning Solutions
We bridge cutting-edge artificial intelligence with reliable software engineering. Rather than unbounded experimental prompts, we construct deterministic state machines, typed schemas, and human-in-the-loop oversight.
Commercial & Technical Benefits
Elimination of hallucinations through strict JSON schema validation
Complete data privacy — zero customer data used for public model training
Reduced cognitive bottlenecks across support, research, and analysis
Transparent execution traces and latency benchmarking in CI
What We Build
- Autonomous multi-agent swarms (LangGraph / Temporal)
- Hybrid dense & BM25 retrieval-augmented generation (RAG)
- Intelligent document parsing, OCR, and invoice extraction
- Predictive analytics, lead scoring, and demand forecasting
What You Receive
- Dockerized AI microservice with FastAPI endpoints
- Vector database setup (Qdrant / pgvector) with automated sync
- Eval test harness for regression testing model outputs
- Admin control room for live trace telemetry and escalation
Engineering Process for AI and Machine Learning Solutions
Feasibility Benchmark
Testing model accuracy, latency, and token burn on sample data.
Schema Engineering
Constructing Pydantic guardrails and state machine graphs.
Integration & Cache
Setting up vector search, semantic caching, and tool endpoints.
Evaluation in CI
Automated regression testing against gold-standard datasets.
Hardened Frameworks & Tooling
AI and Machine Learning Solutions FAQs
Ready to architect your ai and machine learning solutions?
Book a direct technical scoping consultation with OXELVO Solutions Architects. We provide an architectural RFC and fixed-timeline sprint breakdown.
Schedule Scoping Call