AI that makes sense.
We find where AI helps. Then we build it.
Documents · Decisions · Approvals

Find. Build. Operate.
Automation Opportunity Audit
We map workflows, score potential, and surface fast wins.
Agent & Workflow Automation
We build agents and orchestrations that remove repetitive work.
Document, Billing, Back-office
Intake, classify, extract, validate, approve. End-to-end.
Support & Knowledge Assistants
Answers with sources. Policy-aware. Human in the loop.
Data & Integration
Clean inputs. Solid connectors. No vendor lock-in.
LLMOps & Oversight
Evaluation, monitoring, guardrails, rollback, and logs.
Outcome, not decks. Working systems. Faster cycles.
Why Now?
The opportunity window is closing
Busywork exploded
Less copy-paste. More progress.
Agents matured
Follow rules. Escalate. Log.
Governance matters
Access. Audit. Oversight.
Cross-industry. Deeply practical.
Banking & Insurance
KYC, claims triage, document flows, internal knowledge.
Architecture & Engineering
BIM/CDE handoffs, submittals, approvals, version control.
Professional Services & Marketing
Proposals, reporting, approvals, internal Q&A.
Different sectors. Same promise: faster, cleaner workflows.
Three steps. Clear deliverables.
Audit
We study your processes, systems, and data. We define success.
Deliverables:
- Prioritized backlog
- Risks
- KPI baselines
- Pilot brief
Pilot
We build a scoped solution with your data. We validate together.
Deliverables:
- Working prototype
- Evaluation report
- Rollout plan
Operate & Scale
We deploy, monitor, and improve. Retainer or handover.
Deliverables:
- Runbooks
- Dashboards
- Training
- Change plan
Timelines and investment depend on scope and data readiness.
Tool-agnostic. Outcome-driven. Safe by design.
Tool-agnostic
OpenAI, Claude, Gemini, Azure; n8n, Make; LangChain. We pick what fits.
Outcome-driven
Small start. Measured results. Scale what works.
Safe by design
Access control, audit logs, escalation, rollback.
We keep promises small. And delivery strong.
Automation engineers. LLM specialists.
We design, integrate, and operate agentic workflows. No hype. No lock-in. Just useful systems.

Stefan Mau
Founder & Lead, Automation + Integration
Maps workflows, designs integrations, and orchestrates automation. Focus: document flows, approvals, and system connections.

Per Niemann
Founder & Lead, Agents + LLM Systems
Designs agent workflows, builds RAG systems, and implements guardrails. Focus: knowledge assistants and safe AI outputs.
We use what works. Not what's trendy.
Examples: OpenAI · Claude · Gemini · Azure · n8n · Make · LangChain · Custom APIs
LLM platforms — OpenAI, Claude, Gemini, Azure
Automation — n8n, Make, custom workflows
Agent frameworks — LangChain, custom builds
Infrastructure — cloud‑agnostic deployment
Examples only. Tool-agnostic by design.
FAQ
Common questions
Yes. It's consulting.
No. Pilots are scoped, paid builds.
Repetitive, rule-based work with clear inputs and outputs.
Depends on scope, data, approvals. We agree ranges.
Usually no. APIs, webhooks, light glue.
Evaluation. Guardrails. Audit logs.
We stop, document findings, and don't push rollouts.
We build with access control, logging, and human oversight.
Ready? Let's talk automation.
Book your paid audit or ask a question