Insights
Commercial research on AI systems: what the international evidence actually measures, where adoption stops, and which workflow transitions decide revenue in high-value businesses.
Flagship research
The commercial thesis and the evidence behind it, published in both languages.
The AI Revenue System for High-Ticket Local Businesses
Adoption is no longer the constraint. The economic losses in high-value local businesses happen at the transitions — missed call, weak qualification, ignored capacity, unfollowed quote — and that is the layer to own and measure.
Read the research ↗Le système de revenu IA des entreprises locales à forte valeur
L’enjeu passe de l’accès à l’IA à son intégration dans les workflows qui produisent un résultat économique. La version française s’appuie sur les mesures INSEE et le marché français.
Lire l’analyse ↗International evidence
How to read adoption statistics that range from 16% to 75% without averaging away the only information they contain.
AI Adoption Is Rising. Workflow Integration Is the Real Bottleneck.
Six surveys across the US, UK, France, Canada and 26 international markets report adoption between 16% and 75%. They measure different populations. Asked the second question — is it inside the workflow — they converge.
Read the research ↗L’adoption de l’IA progresse. L’intégration aux workflows reste le goulot d’étranglement.
Six enquêtes, six populations. La France affiche 18 % d’adoption et 54 % de non-utilisatrices citant le manque de compétences — elle nomme le véritable goulot d’étranglement.
Lire l’analyse ↗From research to a running system
Compound Pulse AI Systems builds the operating layer these articles describe: identity resolution, qualification schemas, capacity state, and a receipt for every transition.
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