Before you deploy agents in high-stakes contexts, prove they can be governed.
Design, stress-test, and maintain contestable, reversible, and accountable AI systems — before failures become incidents. For agencies, health systems, and regulated AI teams stewarding high-stakes services.
We design recourse pathways, reversible deployments, and maintenance guardrails so systems stay stoppable under load.
- Failure-mode stress tests
- Stoppability & rollback engineering
- Burden & recourse audits
Pick the path that answers your question.
Operational safety & controls
Stress tests, stoppability engineering, and burden audits.
Visit offeringsField practice studio
How we prototype methods with partners and publish what we learn.
Explore the studioWho we work with
Agencies, health systems, founders, and policy teams.
Find your fitResults from accountable work in practice.
Teams using these methods see measurable improvements in containment speed and on-call burden.
38% faster incident containment
Teams with mapped escalation paths identify owners and trigger rollback 38% faster than teams relying on ad-hoc pages.
32% fewer after-hours pages
Structured maintenance rhythms reduce the firefighting mode that drives operator burnout and turnover.
Evidence packages that pass review
Regulators and boards accept structured evidence logs over narrative summaries. Partners pass audits without last-minute document scrambles.
Clarity, reversibility, and safety for the people running your system.
Three focus areas, one question each.
Accountable AI
Can the operator stop this decision before it executes?
Health & safety-critical services
When the system fails, does the fallback protect the patient?
Resilience & governance
Who owns the maintenance burden a year from now?
Diagnose, rehearse, roll out.
Three phases, two to eight weeks total.
Diagnose (week 1)
Map one workflow. Identify where burden lands and who holds stop-the-line authority.
Rehearse (weeks 2-4)
Tabletop failure scenarios. Practice escalation, override, and rollback before launch.
Roll out (weeks 4-8)
Deploy with instrumentation, documented escalation paths, and maintenance rhythms your team can run independently.
Tell us about the system you steward.
Share your context for a recommendation on the best starting point.