01
Workflow Integration
How deeply AI tools sit inside the day-to-day work — not as a side errand, but as part of the core pipeline.
AI-Nativeness 2026
How AI-native is your workflow?
A high-fidelity diagnostic of human + machine execution. Move beyond generic prompting into role-specific delivery benchmarks, governance signals, and proof of how you actually ship.
15–20 minute benchmark
Role-specific rubric
Individual assessment
Assess your level.
A 12-question diagnostic plus one practical prompt submission. No fluff. Just execution metrics, a tier, and next steps emailed to you in minutes.
15–20 minutes · Free · No account required
Assess my workflowarrow_forwardTeam benchmarking
Benchmark the whole team.
Map capability across engineering, product, design, QA, ops, and AI-agent teams. See exactly where velocity is strong and governance is thin.
Setup ~5 min · Each member 15–20 min · Free
Benchmark my teamThe operating philosophy
AI-native work is now a delivery capability.
WKforce assesses the behaviors that show whether AI is actually changing how work gets shipped: how people frame problems, govern outputs, and apply machine intelligence inside the artifacts of their role.
The rubric methodology
01.
Responses are scored against role-specific rubrics across five dimensions.
02.
Scenario answers and the practical prompt are reviewed for evidence of depth and governance.
03.
The result becomes a tier, a shareable profile, and concrete next steps for the next operating level.
Diagnostic framework
The Five Dimensions
02
Prompting Depth
Whether prompts are iterated, contextual, and evidence-driven — not single-shot or generic.
03
Output Governance
How rigorously AI output is reviewed, evaluated, and constrained before it reaches a user or a teammate.
04
Iteration Velocity
Speed and confidence of moving from a problem to a shipped artifact when AI is in the loop.
05
Role-Specific Application
Whether AI use manifests in the high-leverage artifacts and strategic decisions specific to your professional discipline.
The critical filter
Ready to execute?
Join the network of AI-native builders, or benchmark your existing core team to ship faster with more confidence.
Builders
For individuals
Get proof of your execution level and high-leverage workflow briefs for your role.
Founders
For teams
Benchmark your team and identify the sprint that raises the floor of execution.
Growth
Ongoing growth
Workflow briefs and operating plays for AI-native delivery are coming soon for assessment participants.