A working agent
Voice, chat, or a combined experience available through a demo, staging environment, or reliable interaction interface.
Launch Evidence Sprint
A focused, founder-led engagement that turns observed agent failures into reproducible evidence, engineering priorities, and a bounded launch recommendation.

Best fit
The strongest fit has a working agent, a consequential workflow, a named decision owner, and access sufficient to reproduce the behavior safely.
Voice, chat, or a combined experience available through a demo, staging environment, or reliable interaction interface.
A bounded task with operational consequences—not a generic fluency demo or an open-ended chatbot benchmark.
A launch, expansion, or remediation decision that needs more than a polished conversation transcript.
The engagement
Align on the workflow, success criteria, policy boundaries, tools, access, and the decision the evidence must support.
StartRun localized normal, edge, recovery, and adversarial scenarios across the agreed voice or chat surface.
EvaluateAdjudicate failures, connect each finding to business impact, and identify an engineering owner or control.
DecideRe-run the agreed critical scenarios after fixes and update the bounded readiness recommendation.
VerifyWhat you receive
The scoped core, edge, recovery, and adversarial scenarios with expected behavior and evaluation notes.
Reproducible traces tied to observed behavior, authoritative tool state, and operational consequence.
Engineering directions ranked by severity, recurrence, and relevance to the launch decision.
What may proceed, what should pause, what remains untested, and what evidence could change the decision.
Boundaries
Scenario design, interaction execution, human adjudication, annotated evidence, prioritized findings, launch recommendation, and one agreed retest.
The sprint is not regulatory certification, legal advice, penetration testing, continuous production monitoring, or proof of universal reliability.
Next step
Share the agent, decision, and concern. Fadli will review whether a bounded Launch Evidence Sprint is the right next step.