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Live artifacts

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From Chaos to System

Build Notes · 7 min
What a Live Artifact Reveals Before You Automate
A working artifact can disprove the assumption that a workflow is ready for automation by exposing the context and judgement people still need.

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Automate repetition
Expose exceptions
Keep judgement human

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Proof

Workflow Analyzer
Inbox Intelligence
Data Auditor

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Automation
Data visibility
Integrations
From chaos to system

Operational systems for repetitive work, unreliable data, broken handoffs, and the decisions that should stay with a person.

Founded by Jonas Andersson and Johan Vartanian

Independent systems practice

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Mannvit Labs - 2026