what you get
A practical map for deciding what work stays human and what work can move to machines.
Download the LaborMap™ strategy guide to see how regulated operators can identify labor bottlenecks, score roles across 15 factors, and build a workforce plan that protects margin without compromising quality or compliance.
Spot the bottleneck
Find the roles, handoffs, and repetitive obligations that slow throughput and create hidden labor cost.
Score the work
The framework evaluates where human judgment is required and where machine execution fits.
Plan the mix
Build a Human + Machine staffing recommendation for healthcare, energy, and manufacturing teams.
LaborMap — 15-factor job evaluation framework
InputThe job's capacity to answer
F1Knowledge & skills
F2Answerability & compliance
F3Communication & influence
F4Problem-solving capacity
F5Resources & tools
ThroughputHow the job processes obligations
F6Decision-making
F7Information processing
F8Creativity & innovation
F9Coordination & workflow
F10Adaptability & learning
OutputWhat the job answers for
F11Deliverables
F12Service & support
F13Decisions & recommendations
F14Performance & impact
F15Knowledge transfer
why it matters
Effective human and machine labor allocation involves strategically distributing tasks between human workers and technology—AI, software, or robotics—to optimize productivity, reduce costs, and enhance overall operational ROI.
download the LaborMap™ guide
Enter your work details and get the framework operators use to identify bottlenecks, protect margin, and design the right Human + Machine workforce mix.