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Systemartis
// case · 2026

How we built an AI operational brain to reduce founder friction

An internal operational system we built to remove the founder bottleneck, onboarding, approvals, exception handling, knowledge retrieval, all coordinated by a small fleet of AI agents wired into our real backend, not a Zapier flow.

Built for ourselves (internal), then offered to clients.

iMac and Pro Display XDR showing the Systemartis dashboard
  • 70%
    Reduced founder dependency
  • 20h+
    Saved per week
  • 99.9%
    Availability
// challenge

Where the founder became the bottleneck

Like most growth-stage companies, we hit a point where the founder was the bottleneck. Onboarding decisions, approval routing, exception handling, knowledge lookups, every meaningful path eventually ended at a single inbox. The team grew, but the bottleneck didn't move.

// approach

How we designed the operational brain

We built the system we'd want to sell. A custom backend that holds operational state. A vector store that captures institutional knowledge from documents, conversations, and prior decisions. A small fleet of LLM-driven agents, qualifier, router, summariser, scheduler, coordinated by an explicit router with guardrails and retry-loops. A dashboard the team actually uses every day.

// architecture

The architecture behind the agent fleet

Postgres for operational state. A vector index for knowledge retrieval. An agent orchestrator we wrote ourselves rather than a chain framework, this gave us explicit control over routing, retries, and human-in-the-loop checkpoints. n8n handles a subset of integrations where low-code is genuinely faster. Everything observable, everything debuggable.

stack
  • Custom backend
  • Custom dashboard
  • LLM orchestration
  • Vector store
  • n8n
// outcome

What changed: 70% less founder dependency

70% of the operational decisions that previously ran through the founder are now handled or pre-routed by the system. About 20 hours per week reclaimed. Availability tracked at 99.9% over the first six months. Most importantly: the team can answer 'why did the system do that' from the audit log, which is what makes the trust real.

// other cases

Other systems we've shipped.

// ready when you are

Bring us the workflow that keeps breaking.

Free 30-minute scoping call. We'll listen, ask the awkward questions, and tell you honestly whether we're the right fit and what a real engagement would look like.

work_with_usOr email us// contact@systemartis.com