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Insights

Practical perspectives.

We share practical lessons from real automotive projects, applied AI use cases and the gradual modernisation of business-critical systems. Our focus is not technology for its own sake, but measurable business outcomes, controlled implementation and systems that continue to work throughout the transition.

The hybrid organisation: people and agents on one team Lab Brief The hybrid organisation: people and agents on one team A look ahead from the Nebula Lab: hybrid teams built on Datacore — a local-first, open-source shared memory — where agents keep notes, registers and drafts moving, and people keep the decisions. Who owns the memory agents will work from? September 2026 · 4 min read AI that works where the work is Automotive Tech Brief AI that works where the work is Four Nebula AI use cases now run as prototypes in development on real dealer data — an assistant that answers from the official manuals with citations, natural-language search over new-vehicle stock and two pipelines a manager confirms, with three more use cases planned — plus the Nebula perspective on three industry developments. August 2026 · 5 min read From sign-up to certificate: the Academy Automotive Tech Brief From sign-up to certificate: the Academy System-governed training and certification of the authorised sales and service network: the Academy, a standalone module within GAIA — one calendar of sessions, clear roles from importer to dealer employee, assessment with a signature sheet, and compliance with a full audit trail. August 2026 · 3 min read Modernisation without disruption Automotive Tech Brief Modernisation without disruption Two examples from our current work — the middleware backbone for controlled modernisation and changing a core CRM data source without interrupting daily operations — plus a short Nebula perspective on three industry developments. July 2026 · 3 min read An AI that remembers the project Lab Brief An AI that remembers the project AI assistants forget everything between sessions. In the Nebula Lab we are introducing PLUR — a persistent, open memory layer for AI agents — into the development of information systems: corrections become durable knowledge, conventions live with the project, and the team keeps control of what is remembered. May 2026 · 2 min read Key accounts: the importer’s view Automotive Tech Brief Key accounts: the importer’s view Fleet and business customers carry sales volumes and tomorrow's service revenue — yet across a network they are often invisible as a whole. The new Key Accounts module in GAIA aggregates every account's activity across all dealers and service partners, tracks potentials by tax number, and gives the relationship a governed record. May 2026 · 2 min read oddo: from joint design to independence Startup Brief oddo: from joint design to independence The story of oddo, an appointment-scheduling platform: Nebula and the oddo team designed the system together, we helped with early development and host it fully in the Nebula private cloud — and cross-border collaboration brought the project to independence and financial sustainability. April 2026 · 2 min read Everyone will get their own AI assistant Lab Brief Everyone will get their own AI assistant A month of daily testing of OpenClaw, an open-source personal AI assistant, since its first release: the direction of personal AI is clear — everyone will have a general-purpose helper. Where they will be embedded is an open research question; for teams and companies, hybrid organisations with expert agents are the likely destination. March 2026 · 2 min read From records to execution: Nebula in the years ahead Strategic Brief From records to execution: Nebula in the years ahead Where automotive business systems are heading — and how Nebula will transform with them: the CRM becomes an intelligent operational layer that understands context, detects opportunities and safely executes; product lines evolve above the systems our partner-clients already run. February 2026 · 4 min read From quota to production: vehicle orders in VEGA Automotive Tech Brief From quota to production: vehicle orders in VEGA Systematic support for ordering new vehicles: VEGA separates ordering from selling — dealers order against quotas, restrictions and production months with a live view of what is available, while change requests live as status-tracked comments on the order itself, keeping the network and the importer in the same rhythm. October 2025 · 3 min read

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