We Name What Matters
Risk:
Deliberate purchasing timelines.
Mitigation:
Results-based monetization and free adoption while under legacy contracts.
Risk:
Resistance to automation in regulated environments.
Mitigation:
Human-in-the-loop architecture with auditability and permissions.
Risk:
Incumbents layering AI features.
Mitigation:
Structural agentic architecture rather than bolt-on copilots.
Risk:
Scaling agentic infrastructure in mission-critical systems.
Mitigation:
Founder-led architecture, durable execution, structured governance.
We believe transparency around risk is a strength, not a weakness.
These challenges are real, and we address them head-on.