What it does
Workforce AI manages attendance, biometric/device events, secure mobile check-ins, GPS/photo evidence, schedules, exceptions, permissions, overtime, absences and pre-payroll review.
Product hardening
Workforce AI
Attendance, mobile check-in, pre-payroll, tenant-aware RBAC and deterministic reporting for real workforce operations.
Current hardening
The product is being hardened around server-side identity, tenant-aware RBAC, pending user approval, deterministic reporting, import preview/validation and no fake security claims.
Hardware bridge
It connects to ZKTeco and Hikvision attendance/access-control contexts, plus mobile check-ins for remote or field teams.
AI role
AI helps classify anomalies, explain exceptions and assist review; structured payroll math and filtering should remain deterministic.
Access
The current public access surface is workforce.pcdoctor.ai, with public build evidence on Devpost and GitHub and proposal material available for review.
Architecture Diagram
From conversation to governed action.
01Human / Voice / UI
Operators ask, approve and supervise.
02RalphiIA
Persistent operational intelligence.
03InnerOS
Memory, agents, models, tools, tasks, guards and devices.
04Local + Cloud Compute
Local-first when control matters; cloud when capability matters.
05Business Systems
Quotes, workforce, field service, security, documents and evidence.
AMDIntelOpenAIGoogle CloudGeminiQwenClaudeDockerMongoDBGitHubCloudflareSupabaseReactTypeScriptPythonFastAPIMCPWhatsAppNotionZKTecoHikvisionUiPathDevpostlablab.ai