AI & Data Innovation

We deploy all models within single-tenant, private VPC boundaries on AWS Bedrock or Azure OpenAI. We sign strict enterprise agreements guaranteeing that your proprietary datasets and queries are never logged, cached, or utilized for public training.

We support a wide array of architectures, ranging from compact, edge-ready open-weights models (like Llama-3 8B, Mistral 7B) to massive state-of-the-art closed enterprise models (like GPT-4o, Claude 3.5 Sonnet, Gemini Pro).

We build automated extract-transform-load (ETL) pipelines that ingest PDFs, Word docs, HTML, and audio recordings, normalize them to clean JSON, slice them using semantic chunking, and run them through high-throughput embedding models.

We deploy dual guardrails: structured prompt templates with strict system instructions, and real-time validation layers (such as LangChain Guardrails) that score model outputs against source database facts before rendering them.

Initial proof-of-concepts are ready in 3-4 weeks. Fully integrated production agents featuring self-healing retry logic, database syncs, and human-in-the-loop validation dashboards typically take 8-12 weeks.

Yes. We configure dedicated GPU clusters and set up training scripts for parameter-efficient fine-tuning (PEFT) using Low-Rank Adaptation (LoRA) and QLoRA to align open-weight models with your corporate voice.

We configure semantic caching layers (like Redis or GPTCache) that intercept matching queries, preventing redundant LLM calls. We also set up token-bucket rate limiters per user to keep monthly API costs predictable.

Yes. We construct secure semantic query layers that translate natural language into SQL queries. These queries are audited against schemas and run inside read-only sandbox database connections to protect database state.

We insert toxicity classifiers, prompt injection detectors, and output filters to intercept and block any policy-violating queries or replies before they affect end users.

We provide 24/7 active runtime monitoring, model performance tracking, and incident escalation protocols. For critical production blockages, our engineers guarantee a response within 15 minutes.