AI Agents for Real Businesses

What we do

Three disciplines. One stack.

TURION.AI is a specialist shop for companies betting on AI. We work across the three layers that decide whether a project becomes a line item or a demo that dies in staging.

Applied AI

AI strategy that ships

We translate LLM capabilities into concrete systems — RAG pipelines, fine-tuned models, evaluation harnesses, and secure API gateways wired into your existing data.

Use-case discovery & ROI modelling
Model selection: open, frontier, on-prem
Evaluation and red-teaming

Explore

AI Agents

Autonomous systems, not demos

Production agents with tool use, memory, and guardrails. We build on LangGraph, CrewAI, AutoGen, and custom orchestrators — or plug into Claude, OpenAI, and Gemini assistants.

Multi-agent orchestration
Tool-calling and MCP integrations
Human-in-the-loop workflows

Explore

AI Infrastructure

The stack that keeps agents alive

GPU scheduling, inference serving, vector stores, caching, observability and cost control — the boring, load-bearing pieces that make AI actually work in production.

Inference serving & autoscaling
Vector DBs, feature & prompt stores
Tracing, guardrails, FinOps

Explore

Our Stack

Integrated with the tools you already run

Technology stack

Production-grade tools, opinionated choices.

We pick components that have survived real traffic. Here are the layers we reach for first when wiring a modern AI system.

Unified AI Gateway

LiteLLM, Portkey, or Cloudflare AI Gateway as the routing layer — retries, fallbacks, per-team budgets, prompt caching, and cost attribution in one place.

LiteLLM Portkey Cloudflare AI

Agent Orchestration

LangGraph for graph-based flows, CrewAI for role-based crews, Temporal or Inngest when you need durable workflows that survive restarts.

LangGraph CrewAI Temporal

Inference Stack

vLLM and SGLang for self-hosted LLMs — PagedAttention, continuous batching, FP8/FP4 quantization, multi-LoRA serving when you need per-customer tuning.

vLLM SGLang TensorRT-LLM

Context & Retrieval

Hybrid search (BM25 + dense + rerank) over Qdrant, Pinecone, or pgvector — plus the working, short-term, and long-term memory layers that real agents need.

Qdrant pgvector Cohere Rerank

Observability & Evals

OpenTelemetry for tracing, Langfuse for LLM-specific UX, CI-gated eval harnesses so prompt changes don't silently break production.

OpenTelemetry Langfuse Promptfoo

Security & Governance

Guardrails for PII redaction and prompt-injection defense, audit logging, and jurisdiction-aware deployment for EU AI Act or DPDP workloads.

Lakera NeMo Guardrails MCP

The stack

The AI infrastructure layer, end to end.

Modern AI products depend on six load-bearing layers. TURION.AI designs, builds, and operates each of them — so your team can focus on the product above the line.

L1 · Application