Decision
Traditional firm
Ashlr
What you are buying
Confirm whether the engagement supplies engineering capacity, owns defined outcomes, or combines both.
Senior leverage: problem diagnosis, architecture, code, AI workflow design, security, and adoption from one close team.
Who touches the work
Sales, account management, project management, analysts, and delivery teams can create handoffs before code moves.
Founder-led delivery with the people shaping the answer close to the architecture, implementation, and client context.
AI implementation
Check whether AI delivery includes evaluation, permissions, operational integration, and adoption—not just model access.
AI is designed into the workflow: private knowledge, agents, permissions, evals, guardrails, data, and measurement.
Speed
Large teams can add coordination cost, onboarding drag, and slower decision cycles.
Accountable senior engineers, direct communication, and working software shown early enough to change direction.
Ownership
Clients can end up dependent on vendor staffing continuity, proprietary process, or incomplete handoff.
Ownership terms and handoff are explicit in the agreement, including source, documentation, deployment knowledge, and operating context.
Best fit
Match each vendor to the workstream scope, delivery capacity, procurement requirements, and operating responsibilities.
High-stakes workflows where business context, software, data, AI, security, and adoption all matter together.