Ubiqwe — Intelligence
Ubiqwe
The AI brain of the automobile
An intelligence platform that understands the automobile at large: vehicles, models, market, regulation, content. A canonical knowledge base and a reasoning layer that power valuation, comparison and decision support — and media, which is only one expression of it.
Canonical knowledge
An evergreen reference of makes, models, versions and specifications — the backbone of any automotive intelligence.
Market intelligence
Prices, trends, valuations, volumes: a continuous read of the market, by segment and geography.
Valuation & pricing
A dynamic, contextual valuation to price a vehicle, set a fair price and measure a margin.
Comparison & decision support
Compare, recommend, explain: reasoning that guides both the purchase and the resale.
AI-augmented media & content
Editorial production, technical sheets, podcasts — multilingual and multi-country. An expression of the brain, not its purpose.
Open knowledge
Intelligence exposed via API that feeds the whole ecosystem, starting with Occalink.
Knowledge architecture
Three layers, one truth
Ubiqwe organizes automotive knowledge in complementary layers — from the stable referential to the living intelligence of the market.
Canonical referential
Brands, families, models, versions: a stable taxonomy with durable keys, serving as the common language of the whole ecosystem.
Generation-level knowledge
Reliability, known failures, running costs, watch points: a structured, versioned sheet per generation and per powertrain, reviewed by humans.
Multi-source reconciliation
OEM catalogues, supplier referentials, parts marketplaces: external taxonomies are aligned to the referential, so one query reaches every source.
B2B integration
Knowledge exposed, ready to integrate
Ubiqwe is built as a product: every organization gets its keys, quotas and webhooks.
Versioned REST API
Stable, documented endpoints, with per-organization keys and plans that scale from pilot to enterprise integration.
Signed webhooks
Every referential or knowledge update is pushed through signed webhooks — your systems stay in sync without polling.
Semantic search
Query the knowledge in natural language — “a reliable city car under €15,000” — and get argued model suggestions.
Native multi-tenancy
Strict per-client isolation, usage logging, consumption-based billing: the infrastructure of a data product, not an internal project.
Responsible data
Ethical collection, sovereign data
Ubiqwe's value rests on the quality and legitimacy of its data — both are built by design.
Respectful collection
Limited crawl rates, site directives honoured, opt-out respected: public data is collected cleanly, or not at all.
Immutable audit log
Every outbound request is traced in an append-only log kept for years: traceability is evidence, not a promise.
Sovereignty
EU hosting, GDPR and international-standard compliance, no data resold: the knowledge belongs to the ecosystem.
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