- Company sizes
- Likely best fit today (inference):
- Individual developers and very small teams comfortable with alpha tooling
- Mid-market engineering teams piloting agentic workflows in non-critical repositories
- Industries and verticals
- Software product companies, developer tooling teams, and research labs
- Roles and personas
- Decision makers
- Head of Engineering
- Developer Experience (DevEx) / Platform Engineering leads
- Security Engineering leadership (for approvals)
- End users
- Senior software engineers and developers experienced with agentic tooling
- Pain points and challenges the product addresses
- Coordinating multiple agents and maintaining evidence of what changed, why, and how changes were validated
- Preserving some local functionality when cloud services are unavailable (local-first workflows)
- Qualification criteria: what makes a GREAT fit
- Mature software development lifecycle (tests, code review, CI)
- Teams willing to pilot alpha or early-access tooling
- Clear internal policies for agent permissions and secrets management
- Deal disqualifiers: what makes a POOR fit
- Regulated environments that require immediate formal compliance documentation
- Buyers requiring published pricing, procurement collateral, and mature enterprise IAM features
- Teams without strong tests/CI, where agent-driven changes could outpace validation practices