Define the job
Start with a business state that should change. Agree the authority needed to change it.
RESOURCE LIBRARY
Think clearly about the work you give AI.
The resource hub is a set of frameworks for deciding what to give an AI employee, how to bound its authority, and what evidence proves the work is finished. Practical guidance for defining responsibilities, evaluating outcomes and operating an AI workforce. Start with a decision your team needs to make, not a deployment deadline.
THE UNLEASHX POINT OF VIEW
Autonomy is a responsibility with boundaries.
A useful AI employee does more than produce an answer. It has a defined job, permitted actions and a result someone can verify. Our resource library is organized around those decisions.
Establish the evidence
Check the destination record. Keep attempted, confirmed and unresolved work distinct.
Own the exceptions
Name the receiving person or queue and preserve the decision needed to continue.
CURATED READING & WORKSHEETS
Choose the decision you are working on.
Each resource states who it is for and what you should have when you finish. No assumed implementation timeline or performance guarantee.
GUIDES
Define an AI responsibility
Choose a bounded job, define its authority and agree what proves completion before selecting channels or tools.
- Start with a change in business state
- Separate knowledge from authority
- Define the exception as part of the job
For: Business and product owners
Takeaway: A reviewable responsibility brief
GUIDES
Evaluate outcomes, not confident replies
Build a case-level evaluation that distinguishes attempted actions, verified results and unresolved work.
- Choose the unit of evaluation
- Inspect the destination
- Keep outcome dimensions separate
For: Operations, product and evaluation teams
Takeaway: A defensible pilot scorecard
PLAYBOOKS
Recover an uncertain system action
Handle timeouts without turning a retry into a duplicate booking, return or account update.
- Recognize uncertainty
- Reconcile before retrying
- Assign an owner when automation stops
For: Integration and operations owners
Takeaway: An owned recovery path
PLAYBOOKS
Make a human handoff useful
Pass the decision, not the entire problem, to the right person, with enough context to act.
- Name the reason to hand off
- Prepare a compact decision packet
- Verify ownership
For: Service and workforce operations teams
Takeaway: A tested exception handoff
TEMPLATES
AI responsibility brief
A copyable worksheet for scope, system access, authority and completion evidence.
- How to use this worksheet
- Make the boundary concrete
- Describe the evidence
For: Workflow sponsors and implementation teams
Takeaway: A draft scope ready for joint review
TEMPLATES
Pilot evidence scorecard
A case-level worksheet that keeps verified outcomes, exceptions and unknown results distinct.
- Fix the evaluation rules first
- Complete one record per case
- Review disagreement
For: Pilot reviewers and business owners
Takeaway: A reusable evidence review record
HOW TO USE THIS COLLECTION
Find the resource that matches your decision.
Different questions need different material. A strategy discussion should not start with a connector configuration, and a production incident should not wait for a new strategy document. Use the library to produce a concrete decision or artifact.
Choosing the first responsibility
Read the responsibility guide before selecting an employee. Bring a real request, the destination record and the team that owns it. The output is a bounded job with exclusions, not a list of channels to enable.
Read the responsibility guidePreparing a pilot review
Use the scorecard to agree eligibility, success criteria and the observation window. Capture unknown and failed cases alongside successful ones so the release decision reflects the whole tested population.
Open the pilot scorecardDesigning operational ownership
Use the handoff playbook to decide who receives exceptions and what they need to act. Check assignment failures and unavailable reviewers, not only the case where everyone is online.
Read the handoff playbookA practical starting point
A renewal team wants fewer unresolved cases. Start by defining whether the role owns reminders, intent capture or issuance reconciliation. Use the brief to record the boundary, the playbook to define servicing exceptions and the scorecard to verify the resulting policy state.
What to leave with: Before building, the team should agree the source of truth, permitted actions, exception owner and evidence of completion. If those answers differ between business and engineering, the scope is not ready yet.
PUT THE THINKING TO WORK
From a clear brief to a scoped pilot.
Check deployment readiness
Review ownership, integration requirements and the conditions needed to evaluate a real workflow.
Open the readiness frameworkExplore an AI responsibility
See pre-built employees and their operating boundaries, or design a custom role for your process.
Explore the workforce
CUSTOMER REVIEWS ON G2
From conversations to completed work.
4.9/ 5
1 / 7
BRING THE OPEN QUESTIONS
What does your team need to decide next?
Bring a responsibility brief, a difficult exception or a pilot scorecard. We’ll use the actual workflow to make the discussion concrete.