Enterprise AI consulting

Enterprise AI Architecture & High-Impact Systems Consulting

Bridging the gap between raw AI capabilities and production-grade reality. We build secure, compliant, and cost-optimized AI infrastructure that drives measurable ROI.

Specialized expertise

Architecture for the hardest parts of production AI.

Focused engineering support across orchestration, model efficiency, retrieval quality, security, and modernization.

01

Enterprise AI Agent Architecture & Orchestration

Custom multi-agent workflows, state machine design, latency reduction, and deterministic execution boundaries using frameworks like LangGraph and AutoGen.

02

SLM Fine-Tuning & LLM Cost Reduction

Model distillation and domain-specific fine-tuning (Llama, Mistral). Migrate from expensive third-party APIs to self-hosted, high-efficiency Small Language Models.

03

Enterprise RAG & Vector Database Tuning

Advanced document parsing (OCR + layout analysis), hybrid search (BM25 + dense vectors), re-ranking, and role-based access control (RBAC) security layers.

04

AI Security, Guardrails & Prompt Injection Defense

Penetration testing for LLM pipelines, indirect prompt injection mitigation, Data Loss Prevention (DLP) filters, and SOC2/GDPR alignment.

05

Legacy Codebase Modernization Engines

Automated, deterministic AI-assisted migration pipelines to refactor legacy codebases, generate unit tests, and safely upgrade core infrastructure.

Fixed-scope engagements

Start with a measurable outcome.

Focused sprints and audits designed to expose risk, improve performance, and create a practical implementation path.

1-Week Sprint

Enterprise RAG Audit & Precision Sprint

Fix hallucination rates, clean document ingestion pipelines, and double retrieval precision on enterprise knowledge bases.

Request RAG Audit
Guaranteed ROI

LLM Cost Reduction Sprint

Audit your LLM API spend, implement prompt caching, fine-tune open-weights SLMs, and cut monthly inference bills by up to 60%.

Reduce Inference Costs

How we work

Production discipline from first decision to deployment.

  1. 01

    Security-First Architecture

    Zero untrusted data leakage to public models.

  2. 02

    Deterministic Pipelines

    AI handled as part of software engineering, not magic.

  3. 03

    Measurable Business Outcomes

    Clear metrics on API cost, accuracy rates, and time-to-market.

Build with confidence

Ready to deploy production-grade AI infrastructure?

Bring us the system, bottleneck, or risk you need to resolve. We’ll define the shortest credible path to production.

Book an Architecture Review