Define the operational problem, accountable owner, authorized boundary, intended benefit, exclusions, and stop conditions.
TCAA live clinic pathway
AI workflow clinic for humanitarian teams.
A facilitated seven-part clinic where a team maps one real workflow, designs a controlled AI-supported step, tests failure modes, runs a reversible pilot, and makes an evidence-based adoption decision.

Clinic modules
Move from AI curiosity to a safer operating workflow.
Trace purpose, users, inputs, systems, handovers, delays, workarounds, risks, decisions, outputs, and baseline evidence.
Control approved inputs, evidence rules, prohibited behavior, output, review, records, ownership, and escalation.
Define operators, reviewers, approvers, data owners, support, incident routes, separation of duties, and stop authority.
Limit users, data, duration, and outputs; preserve rollback; test realistic and adversarial cases; monitor controls.
Compare baseline and pilot evidence across usefulness, source accuracy, rework, incidents, equity, and staff experience.
Present evidence and decide to adopt, revise, restrict, pause, or stop, with residual risk and review triggers visible.
Practical outcomes
Teams should leave with something they can use immediately.
- Current-state workflow map.
- AI use-case and risk selection matrix.
- Prompt and review template pack.
- Role, approval, and upload-boundary rules.
- Testing checklist for common AI failure modes.
- First-month team implementation checklist.
Clinic evidence preview
See what a team should prepare before a serious AI workflow clinic.
A public outline of the workflow evidence, use-case controls, facilitation checks, and launch boundary. It does not include the private facilitator key or scoring decisions.
A practical workflow implementation task using anonymized or redacted examples only. Real sensitive records must never be submitted through public previews or unsafe tools.
Public clinic materials
Eleven resources make the clinic operational.
Delivery boundary
A clinic can improve a workflow, but it cannot certify an organization overnight.
This pathway should be marketed as practical implementation support, not as a formal audit, legal compliance certification, or guarantee that AI use is safe in every context. Paid clinic delivery should only begin after session intake, payment or invoice handling, participant onboarding, materials, data-protection boundaries, follow-up expectations, and admin review are fully tested.
Delivery options
Useful when teams need a real workflow fixed, not another generic AI talk.
Related learning
Use the clinic after teams know the basic safety boundaries.
Use this pathway first when a team still needs AI policy, acceptable-use rules, and risk controls.
Use this before the clinic when workflows involve sensitive documents, partner records, field data, or risky file sharing.
