Product maturity
The public stage is development and governed homologation; architecture must become integrated, tested product evidence.
Enterprise adoption
Construction workflows are fragmented and change-resistant; integration burden and switching behavior must be measured.
Data and security
Sensitive technical, contractual and operational data increase the cost of identity, isolation, resilience and incident response.
Professional responsibility
AI assistance cannot blur engineering competence, accountable decisions, legal scope or human authorization.
Go-to-market concentration
Early traction can be distorted by founder access, one segment or bespoke delivery; repeatability needs cohort evidence.
Execution and capital
Hiring, product sequencing and governance must convert capital into measurable risk reduction rather than organizational complexity.