A 30-day pilot framework for AI in healthcare staffing

A proposed 30-day pilot is a way to organize an evaluation. Its dates, deliverables, access, charges, and continuation terms need a written agreement. Choose one recruiting workflow whose completed output can be counted and reviewed consistently.

Days 1 to 5: define the work and baseline

Name the starting event, accepted output, participating team, reviewer, and exclusions. A candidate-reply review might end when a recruiter has checked the original interaction and recorded a supported next action. It should not count every generated summary as completed work.

Record baseline dates, accepted output counts, and recruiter hours, including review and correction time. Keep private records in the agency's approved workspace. If the baseline cannot be reconstructed, use this period to collect it and revise the evaluation schedule before promising a comparison.

Days 6 to 10: prepare the setup

Identify the records, accounts, communication channels, and connections needed for the selected workflow. Agree who approves access and who will handle missing or conflicting evidence. Use labeled sample data to check the process before introducing authorized live records.

Write the proposed deliverables: the scoped workflow, access plan, baseline definition, acceptance checks, issue log, and final decision record. Assign each to an agency or InferOwl owner in the agreed scope. These are planning recommendations, not an included service package.

Days 11 to 25: run and inspect

Have the named team perform the workflow and review AI-assisted output against its sources. Record accepted outputs, corrections, incomplete work, time spent, and reasons for holding an action. Log changes in job mix, staffing, training, or process that could affect the comparison.

Agree stop conditions before work begins, such as an unresolved access issue or output that cannot be supported by the available evidence. For healthcare examples, use the rules relevant to the actual jurisdiction and facility; the pilot does not replace their review requirements.

Days 26 to 30: decide from the records

Compare output per recruiter-hour using the same definition and quality criteria as the baseline. Include sample size, workload differences, and unresolved issues. Keep placements, revenue, and costs separate unless their own records support a result.

The owner can discuss continuing, changing scope, extending measurement, or stopping. Record the reason and any further work or charges that require agreement. Confirm what happens to access, outstanding work, and data under the applicable agreement.

Prepare the commercial questions

Ask how pricing depends on participating users, usage, implementation work, data preparation, and the required connections. These are inputs to discuss, not a statement of InferOwl's pricing model. Request written confirmation of the inputs that apply to your proposal.

InferOwl is production-ready with active agency pilots. Bring one workflow and its owners to a workflow review. Use the published KPI scorecard to prepare your measurement questions.

Write the acceptance record before access is granted

Turn the proposed workflow into a short acceptance record. Include the starting event, completed output, required evidence, reviewer, and condition that would prevent completion. The team should be able to apply the record to an unfamiliar case without relying on the person who designed the demonstration.

Use one labeled sample case to test the definition. If two reviewers reach different conclusions, clarify the criteria before measuring speed. A disputed output definition can make a numerical comparison look precise while the team is counting different kinds of work.

Agree how exceptions affect the schedule

Some pilot work may depend on data access, a client response, or confirmation from an external system owner. Record those dependencies with an accountable person. If a necessary condition is not ready, update the schedule and explain what can still be evaluated during that period.

Do not treat elapsed calendar days as evidence that the workflow received a meaningful test. Record when the participating team actually had the required access and a suitable workload. A pilot can reach its planned end date while still lacking enough comparable work for a result.

Separate preparation from operating effort

Track one-time setup and ongoing recruiter effort separately. Data cleanup, configuration, and training may be necessary before the workflow becomes usable. Review, correction, and routine administration remain part of operation. The agency needs both categories to understand what the proposal requires.

If work moves from recruiters to managers or technical staff, record that change. A reduction in recruiter time can be useful while still creating a cost elsewhere. The continuation decision should consider the complete operating arrangement rather than only the most favorable denominator.

Review the pilot while it is running

Set review points appropriate to the agreed scope. Inspect representative accepted outputs and the exceptions that required additional work. Ask whether the source was available, whether the correct context was used, and whether the next person could act on the result without reconstructing the case.

Use findings to make controlled changes. Record the date and reason for a changed instruction, configuration, or process. If the change materially alters the workflow, decide whether the comparison needs to be separated into phases. Combining different versions can hide which arrangement produced the observed result.

Prepare the final decision packet

Bring the agreed objective, actual operating dates, measurement definition, counts, effort, quality findings, and unresolved issues into one review. Include implementation work still needed and the responsibilities attached to it. Keep customer records private and use safe references where the reviewers need to inspect evidence.

The packet should make several decisions possible: continue within the tested scope, change the workflow, collect more evidence, or stop. Record what the owner approved and what remains a proposal. Confirm commercial terms and access arrangements in writing through the responsible parties.

Plan a controlled continuation

If the agency continues, identify what changes after the pilot. More users, different roles, another client, or an external connection can introduce work that was not included in the evaluation. Name the checks needed before that expanded use begins.

Use What happens at the end of a pilot? to prepare the continuation questions. A favorable pilot result can support the next decision without proving the outcome of every future workflow or establishing a standard service package.