aion is an applied AI research lab. We build, deploy, and improve production-grade AI systems for enterprises. This includes custom model development, agent orchestration, fine-tuning, inference optimization, and ongoing system improvement. We work across fintech, health-tech, retail, e-commerce, telecom, and insurance.

How is aion different from other AI companies?

Most enterprise AI companies orchestrate third-party models (OpenAI, Anthropic) into workflows. We build custom models, fine-tune foundation models to your domain, and optimize inference and training performance through our in-house research team. We also deploy forward-deployed engineers who embed directly inside your organisation, and we ship everything on our proprietary Nexus platform.

Nexus is aion's proprietary AI platform. It includes five modules: Nexus Agents (orchestration and workflows), Nexus Models (model routing and evaluation), Nexus FDEs (human-in-the-loop governance), Nexus Optimise (continuous feedback and refinement), and Nexus Shield (enterprise security and compliance). It's the software layer our engineers use to ship production AI fast, cheap, and reliably.

What are forward-deployed engineers (FDEs)?

FDEs are aion engineers who embed directly inside your organisation. They work alongside your team to design, build, and deploy AI systems that integrate with how your business actually operates. They stay until the system runs without them.

What industries do you work with?

We work with enterprises that have domain expertise and proprietary data but need help building production AI systems. Most of our customers operate in fintech, health-tech, retail, e-commerce, telecom, and insurance.

What is the free AI audit?

Before we write a single line of code, our FDEs assess your AI maturity, infrastructure readiness, and highest-impact use cases, benchmarked against industry peers. It's completely free, no commitment required, and gives you a clear view of where the real ROI opportunities sit.

What is the 14-day bootcamp?

This is where most partnerships start. In two weeks, our FDEs embed with your team and build a working MVP on the Nexus stack, scoped to a real business problem, running on your data, evaluated against your success metrics.

How fast can aion deliver results?

Most enterprises go from first conversation to a working MVP in under a month. The free audit takes a few days, the bootcamp runs over two weeks, and production deployment follows from there. We move in weeks, not months.

Does my data leave my environment?

No. Our FDEs deploy directly into your infrastructure. Your data never leaves your control plane. Nexus Shield provides role-based access control, multi-tenancy, full audit trails, and data residency controls.

Do you build custom models or just use off-the-shelf APIs?

Both, depending on what the use case requires. We build custom models from scratch when off-the-shelf isn't good enough, fine-tune foundation models to your domain and data, and optimize inference and training for speed and cost. This is a core differentiator: we develop models, not just workflows around other people's models.

What does aion Research do?

Our in-house research team works on the hardest problems in production AI: evaluation and reliability, custom model development, agent architecture, feedback loops and self-improvement, governance and auditability, and fast inference and efficient training. Every method we develop gets pressure-tested in live enterprise deployments before it becomes part of the Nexus platform.

How does pricing work?

The AI audit is free. The 14-day bootcamp is a paid engagement scoped to one use case. Ongoing deployments are priced based on scope, complexity, and duration. We structure engagements so you see ROI before committing to a longer partnership.

How do I get started?

Book a free AI audit. Our FDEs will assess where you are and where the highest-impact opportunities sit. No commitment required.

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aion Nexus

The software layer for enterprise AI that scales

Nexus is aion's proprietary platform for building, deploying, and continuously improving production-grade AI agents, models and workflows. Designed so we can ship faster, cheaper, and make your systems smarter over time.

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OVERVIEW

One Platform

Build to Production in Days.

Enterprise AI fails when teams spend more time stitching infrastructure together than solving actual business problems. Nexus eliminates that overhead. Our forward-deployed engineers use Nexus to deliver a complete, production-grade AI stack, from agent orchestration to model evaluation, so your team gets working systems, not another toolkit to figure out.

FREE AI AUDIT

What Nexus Does

The Full Stack, End to End.

Enterprise AI fails when teams spend more time stitching infrastructure together than solving actual business problems.

Agent Orchestration

Multi-step workflow pipeline

Live Pipeline

Document Intake

0.8s

Entity Extraction

1.2s

Classification

—

Human Review Gate

—

Resolution & Response

—

5 steps

Agent Pipeline

99.7%

Completion Rate

HOW IT WORKS

What Nexus Does

Four Steps to Production.

Enterprise AI fails when teams spend more time stitching infrastructure together than solving actual business problems.

Your SOPs, documents, tools, and domain expertise are ingested into Nexus and structured into AI-ready primitives.

HOW IT WORKS

Why Nexus

The Difference That Compounds.

Enterprise AI fails when teams spend more time stitching infrastructure together than solving actual business problems.

Compounding, Not Static

Most AI deployments decay after launch. Nexus is built around feedback loops. Every production interaction makes your models sharper, your agents more reliable, and your ROI harder to argue with.

Your Stack, Not Ours

Nexus isn’t a rip-and-replace. It plugs into the infrastructure, data systems, and tooling you already run, so your team adopts it in days, not after a six-month migration.

Governed at Every Layer

Compliance isn’t a checkbox at the end. Nexus FDEs and Nexus Shield are embedded across the entire workflow, from agent design to production monitoring, so regulated industries can move fast without moving recklessly.

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Ready to turn AI ambition into operational reality?

We embed with your team, build to your domain, and deploy systems that run on your data — end to end.

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