AI-native intelligence. Human-above-the-loop.
Hugiin runs with a specialist AI agent team behind the scenes. Each agent has a clear job. Together they draft, monitor, verify, and build so Måns can focus on judgment, clients, and final decisions.
20 years Tier-1. ExO 3.0 methodology.
Måns brings two decades of automotive leadership and OpenExO Pro methodology to every engagement. Former Product Line & Marketing Director at Forvia/Faurecia and Global Customer Director at Adler Pelzer Group.
Tier-1 experience meets ExO 3.0 architecture. Every engagement starts from industrial reality, not generic consulting.
From signal to shipped output
SENSE
Agents watch markets, competitors, regulations, and client signals continuously.
INTERPRET
Raw signals become assessments, dossiers, and scored opportunities.
DECIDE
Options arrive prepared. Human judgment still makes the call.
ORCHESTRATE
Approved work moves to the right agent: deck, tool, draft, or report.
ASSURE
Outputs pass fact-check gates before they leave the system.
Specialist agents. One cluster.
Måns Pettersson
Founder and Human LeadMåns leads the client work, makes the final calls, and carries accountability for every external commitment.
Oscar
System HealthOscar coordinates the agent team, routes work, and handles escalation when a task needs a different owner.
Alex
TransformationAlex turns strategy into working operating models, agent specifications, and clear transformation steps.
Nova
EngineeringNova builds the internal tools, automations, dashboards, and integrations the team needs to move faster.
Vaulter
IntelligenceVaulter keeps the automotive intelligence base current, verifies company facts, and feeds each engagement with sourced context.
Vera
NarrativeVera turns verified research into boardroom-ready decks, sharp action titles, and client narratives that hold up under scrutiny.
Aurora
PublishingAurora runs the Hugiin Intelligence publishing flow, from topic triage to drafting, fact-checking, preview, and send-out.
Sofia
DiscoverySofia finds the companies worth speaking to, builds the dossiers, and clarifies why the conversation matters.
Emma
PipelineEmma watches the pipeline, tracks follow-ups, prepares proposal drafts, and keeps relationship notes in order.
Kai
FinanceKai tracks invoices, overdue items, reporting, and tax-advisor preparation so the commercial side stays clear.
Agents draft. Måns decides.
Every agent operates within a defined permission envelope. Agents can draft, monitor, verify, and build. They cannot commit Hugiin to client deliverables, approve spending, or make external decisions.
Client commitments and external decisions go through Måns Pettersson. The agents increase speed and coverage. The human lead stays accountable.
Want to see how the team works?
Start with the MIURA-KO Quick Check, or get in touch directly.