Turn recruiting operations into a measurable, human-reviewed workflow
Designed for teams that need faster sourcing, consistent screening, ATS automation and auditable decisions without handing final judgment to an AI agent.
Discuss a pilotNo fake ROI claims. Pilot scope is tied to a real workflow, current stack and measurable baseline.
1. Source
Ingest candidates from approved sources and normalize profile data.
2. Screen
Apply explicit criteria and evidence-backed scoring with rejection reasons logged.
3. Route
Push qualified candidates into the ATS and create deterministic next actions.
4. Review
Keep human approval at high-impact decisions and preserve an audit trail.
What a first pilot includes
One end-to-end recruiting flow, current bottleneck, baseline handling time and failure points.
API/webhook integrations, scoring rubric, ATS routing, retry/error handling and logging.
Test cases for false positives, false negatives, missing data and escalation.
Human approval points, kill switch, observability and rollback plan.
Fixed-scope pilot
One production workflow, bounded integrations, evaluation and handover.
Ongoing optimization
Monitoring, QA, scoring-rule refinement and workflow maintenance after a successful pilot.
Best fit
Recruiting, staffing or sales teams with repeated admin work, clear decision rules and an existing ATS/CRM.
Implementation principles
deterministic rules firstAI only where usefulhuman approvalaudit logserror recoverymeasurable baselineThis page is a proposal framework, not a claim that every recruiting process should be automated. Final architecture depends on the buyer's approved data sources, ATS permissions and compliance requirements.
Why this is easier to evaluate than a generic AI automation engagement
We keep the first engagement bounded: a defined workflow, explicit deliverables, acceptance checks, human-review boundaries, and documented handoff. Expansion is considered only after the pilot produces evidence worth scaling.
- Clear before you buy: scope, exclusions, acceptance criteria, and commercial range are visible up front.
- Lower implementation risk: start with the smallest credible pilot rather than a broad transformation project.
- Operational handoff: documentation and review points are part of the deliverable, not an afterthought.
- No hype-based promise: we do not promise ROI and do not automate high-risk decisions; results are measured against agreed acceptance criteria.
Price logic: the final pilot price depends on integration count, data handling, workflow complexity, review requirements, and support. If a smaller scope can answer the business question, we prefer the smaller scope.