DEFENSIBILITY
Make workforce decisions you can explain — and stand behind.
Workerbee makes the standards, evidence, logic, changes, and human judgment behind consequential workforce decisions explicit — so they can be reproduced, reviewed, governed, and defended.
TRUST & GOVERNANCE
A decision you can explain is a decision you can defend.
AI can help make talent decisions. Companies still need to understand how those decisions were made.
- One explicit standard for the role
- Every person evaluated against the same criteria
- Changes versioned, governed, and recorded
DECISION ARCHITECTURE
Built for decisions that need to hold up.
Workerbee evaluates every person deterministically against the same Success Profile. The criteria, weights, evidence, and scoring logic are explicit, so the same inputs and rules produce the same result.
- Deterministic scoring and ranking
- Full population evaluated against one standard
- Same inputs and rules, same result
- Every ranking reproducible and explainable
BUILT FOR A NEW GENERATION OF ENTERPRISE AI
This required new architecture from the ground up.
Workerbee is built around persistent, graph-based company knowledge and deterministic decisioning — not temporary context reconstructed for every request.
We are working directly with Google Cloud engineering teams across BigQuery Graph, Spanner Graph, and DeepMind on the infrastructure required to make this practical at enterprise scale.
The Breakthrough: full-population decisions that return in seconds and remain reproducible, explainable, and governed.
DECISION RECORDS
Every ranking has a lineage.
Workerbee preserves the population evaluated, the standard applied, the evidence and sources behind each result, and the ranking produced — creating a permanent record of how the recommendation was reached.
- Standard and version applied
- Evidence and source provenance
- Ranking history and changes
- Recommendation and human decision recorded separately
CONSISTENCY & BIAS CONTROLS
Bias controls are built into how the decision is made.
Workerbee applies one explicit standard across the full relevant population, excludes protected attributes from decision logic, and preserves the evidence and changes behind every ranking so the process can be reviewed for consistency and bias.
- Full relevant population evaluated
- Same standard applied to every person
- Protected attributes excluded from decision logic
- Changes and evidence remain visible and reviewable
Consistency alone does not guarantee fairness. The quality of the standard still matters, which is why Success Profiles remain reviewable and manageable by your team.
HUMAN OVERSIGHT
Workerbee recommends. Your people decide.
Workerbee produces a ranked, explained recommendation. Your people can inspect and challenge the result and remain accountable for the final decision.
- Human review remains part of the process
- Recommendations can be inspected and challenged
- Accountability stays with your organization
SECURITY & DATA
Your company data builds your company understanding — no one else's.
Workerbee uses your organization’s data and knowledge to build your Work Graph, Success Profiles, and decision records. That company-specific information remains isolated to your environment and is not used to build another customer’s intelligence.
- Customer data and Work Graphs kept separate
- Company-specific intelligence is not shared across customers
- Access controlled by customer and user
- Data retained and deleted according to agreed policies
BUILT FOR THE DECISIONS AHEAD
Trust should come from what you can inspect and reproduce.
Make the standard explicit. Apply it consistently. Keep the evidence, logic, and decision record attached.