Don't just deploy AI agents. Hire ones that know the consequences.

Vancel builds enterprise AI agents that reason with context, act with restraint, and stand accountable for every decision — so your team, your board, and your customers can all trust the work.

Industries we serve

Manufacturing
Logistics & Supply Chain
Financial Services
Healthcare
Travel & Hospitality
Recruitment & HR Tech
Industrial Operations
B2B SaaS

AI without responsibility is a liability.

Most AI deployments fail not because the technology doesn't work — but because no one planned for what happens when it works wrong.

Bias

Unchecked AI inherits the prejudices in your data. Hiring agents that discriminate. Pricing models that exclude. Decisions that can't be explained to a regulator.

Opacity

Black-box models make decisions no one can trace. When something goes wrong — and it will — you can't explain what happened, why, or how to fix it.

Misalignment

AI optimising for the wrong metric looks like success until it isn't. Cost reduction that degrades quality. Speed that creates compliance gaps. Automation that alienates customers.

Our Approach

Four phases. Clear deliverables. No scope creep.

01

Assess

Map your processes, data landscape, and risk profile. Identify where AI agents create real value — and where they don't. Deliver a go/no-go recommendation with honest tradeoffs.

Deliverable: Assessment report + prioritised opportunity map

2–3 weeks

02

Design

Architect agent logic, decision boundaries, escalation paths, and integration points. Define success metrics and failure modes before writing code.

Deliverable: Agent specification + governance framework

2–4 weeks

03

Build & Deploy

Develop, test, and deploy agents in your environment. On-premise or private cloud — your data never leaves your perimeter unless you want it to.

Deliverable: Production-ready agents + integration layer

4–10 weeks

04

Monitor & Govern

Ongoing observability, drift detection, and compliance reporting. We stay accountable for agent performance against agreed outcomes.

Deliverable: Monitoring dashboard + quarterly governance review

Ongoing

Outcome-based tiered pricing — pay against outcomes, not effort.

Solutions

Every engagement is scoped to your problem. Here's what we build.

AI Agent Design & Architecture

Purpose-built agents that reason before they act.

For: Operations leads deploying autonomous workflows

EU AI Act risk classification built into agent design

Responsible AI Governance

Policies and tooling that scale with your agent fleet.

For: Legal, compliance, and IT security teams

Aligned with ISO 42001, NIST AI RMF, EU AI Act

Enterprise System Integration

Agents that fit your stack, not the other way around.

For: IT teams with SAP, Salesforce, Oracle, or custom ERP

GDPR-compliant data routing, no data leaves your perimeter

Agent Monitoring & Observability

Know what your agents are doing — and why.

For: Operations and engineering teams running agents in production

Full audit trail for regulatory reporting

AI Strategy & Readiness

A clear roadmap before a single line of code.

For: CXOs and board members evaluating AI investment

Risk assessment included in every strategy engagement

Data Privacy Engineering

Your data stays yours. Full stop.

For: Companies with strict data sovereignty requirements

GDPR, BDSG, Schrems II compliant by design

Tech Stack

What we build with. No vendor lock-in.

LLM & Agent Frameworks
ClaudeGPT-4Llama 3LangGraphCrewAIAutogen
Infrastructure
AWSAzureGCPOn-premise / air-gappedDockerKubernetes
Data & Integration
PostgreSQLPineconeWeaviateSAP connectorsREST / GraphQLApache Kafka
Observability
LangSmithWeights & BiasesGrafanaCustom dashboardsOpenTelemetry
Compliance & Governance
ISO 42001 alignedEU AI Act toolingGDPR pipelinesAudit trail loggingModel cards

Responsible AI Framework

Six principles built into every engagement. Click to expand.

Mission

Responsible AI in every business.

We exist to make AI adoption safe, measurable, and accountable. Every agent we build, every system we integrate, every framework we design starts from the same premise: the technology should serve the business and the people it affects — not the other way around.

Vision

“AI-powered” and “trustworthy” in the same sentence.

We're working toward a future where responsible AI is the default, not the differentiator. Where every boardroom that says “we're AI-powered” also means “we're transparent, fair, and accountable.” That's the standard we hold ourselves to.

Frequently Asked Questions

What Mittelstand buyers ask us most.

Let's build responsibly.

30 minutes. No pitch deck. We listen, assess fit, and give you an honest recommendation — even if it's “you don't need us yet.”