Agentic AI Consulting

Agentic AI is here to stay.
We'll help you lead the way.

We help organisations — from ambitious startups to established enterprises — architect, build, and scale production-ready AI agents, agentic workflows, and multi-agent ecosystems that transform how work gets done.

👥CRM 📦ERP & inventory 🧾Orders & sales Customer reviews
Ask anything about your business…

Agents that reason, decide, and act across your CRM, ERP, and customer data.

The model is commodity.
The system around it is the product.

Anyone can call an LLM API — the same raw intelligence is one HTTP request away for every company on earth. The advantage isn't access to the model. It's what you build around it.

Harness Engineering

Raw LLM intelligence is raw material — powerful, but unreliable on its own. The harness around it — context design, tool access, guardrails, memory, evaluation loops — is what turns that raw material into a system reliable enough to run a business on.

Agentic Workflows, Not Prompt Chains

A prompt is a single instruction with a fixed script. An agent runs a loop — perceive, plan, act, observe, adapt — with real tools and enough autonomy to pursue a goal, handle exceptions, and decide its own next step.

Multi-Agent Orchestration

Complex, real-world work is rarely one generalist agent. It's a coordinated team of specialists — each scoped narrowly, handing off work, sharing state, and supervised by an orchestration layer that keeps the whole system accountable.

What we build with you

Every engagement turns the philosophy above into a working, production-grade system inside your business.

Harness Engineering & AI Systems Design

The scaffolding that makes an LLM dependable in production.

  • Context & memory architecture
  • Tool & function design
  • Guardrails & safety layers
  • Evaluation & observability pipelines

Agentic Workflow Development

Goal-driven agents that replace brittle, scripted automation.

  • Planning & reasoning loops
  • Tool use & task execution
  • Long- and short-term memory
  • Error recovery & self-correction

Multi-Agent Orchestration

Systems of specialized agents coordinating on real business processes.

  • Agent role & hand-off design
  • Shared state & supervision layers
  • Cross-agent communication protocols
  • Failure containment & escalation

Integration & Production Deployment

Wiring agents into the systems you already run — and keeping them running.

  • CRM, ERP & data-stack integration
  • Monitoring & observability
  • Scaling & cost management
  • Ongoing support & iteration

Working alongside your team, not apart from it

We don't parachute in with a black box and disappear. We work as an extension of your team — bringing deep agentic AI expertise to help you design, build, and ship, together.

01

Understand

We start by learning your business, your systems, and your team's ways of working — sitting down with the people who'll own this day to day, not just the stakeholders who commissioned it.

02

Design Together

We work with your engineers and architects to design the agent system — architecture, guardrails, evaluation criteria — so it fits how your team actually builds and maintains software.

03

Build Side-by-Side

We pair with your team through implementation, contributing hands-on expertise in agentic systems while your people lead on domain knowledge and ownership of the codebase.

04

Transfer & Support

The goal is a system your team can run and extend without us. We stay engaged for tuning and support as it moves into production and beyond.

Provider-agnostic, production-grade tooling

We're not tied to a single model vendor or framework — we select the right tools for your systems, your constraints, and your scale.

LLM Providers & Foundation Models

Model-agnostic by design — chosen for your use case, not ours.

OpenAI (GPT-4o / o-series)Google GeminiVertex AIAWS BedrockOpenRouter

Agentic Frameworks & Orchestration

The harness layer — reasoning, tools, and autonomy working together.

LangChain / LangGraphOpenAI Agents SDKGoogle ADKMCPCrewAICustom agent loops

Retrieval & Knowledge Infrastructure

How agents ground themselves in your real, current business data.

PineconeWeaviateQdrantpgvectorCloud SpannerGraph databases

Cloud & Deployment Infrastructure

Where the system runs, scales, and stays reliable in production.

AWSGoogle CloudDockerKubernetesCloud RunGKELambda / Cloud Functions

Simple, flexible pricing

Two ways to work with us. Both scoped in advance. No lock-in contracts. Cancel any time.

Scoped Engagement · Defined In Advance

Scoped Engagement

Ideal for an initial audit, an architecture review, or a well-defined build — an assessment, a proof of concept, or a first agent shipped into production. We agree the scope and hours upfront, so you know exactly what you're getting before we start.

  • Scope and hours agreed before work begins
  • Ideal for audits, architecture reviews, first builds
  • One-off or ad hoc — no ongoing commitment
  • Clear, predictable invoicing
Book a scoping call →

No lock-in

No contract that traps you. Stop when it's right for you.

Scoped first

Hours and scope agreed before we start. Clear, predictable invoicing.

Continuous value

We deliver every cycle. You see the work, not just the promise.

Ready to put agentic AI to work in your business?

Tell us where you are today — we'll help you figure out the fastest, safest path to a production-grade agent your team actually trusts.

Tell us about your AI roadmap

Send us a few details about where you're at. We'll read every enquiry and reply honestly with whether — and how — we can help.

What to expect

  • A reply from a senior engineer, not a salesperson
  • A candid read on whether agentic AI fits your problem right now
  • A clear next step — scoped engagement, retainer, or "not yet"

Prefer email?

hello@nean.ai