Start with a responsibility. Follow it through to a result.
Explore illustrative custom AI workforce workflows for sales operations, delivery reporting and partnership research, with inputs, handoffs, approval boundaries and...
The right starting point has a real owner, accessible information and a work product your team can judge. Explore three examples, then bring your own process.
Explore a workflow.
Illustrative workflows, not customer case studies. Inputs, permissions and acceptance checks are agreed for each implementation.
Turn a meeting into a proposal your team can review.
Meeting notes, CRM records and solution details live in different places. Someone still has to reconcile them before a useful follow-up can leave the business.
Approved inputs: Approved meeting notes, opportunity records, service information and commercial rules.
- Meeting coordinator
Extract commitments, owners and missing information from the supplied notes.
- Account researcher
Check the approved account sources and attach evidence to the opportunity brief.
- Solution preparer
Draft the scope, dependencies and open questions using the agreed service material.
- Human approver
Confirm the price, commitments and recipients before any external send.
Expected deliverable: A proposal draft, source references, unresolved questions and an approval request.
Measure: Accepted briefs, missing commitments, correction effort and elapsed time per opportunity.
The human boundary: No autonomous discount, customer commitment or outbound campaign enrollment.
Prepare a weekly delivery brief from the actual commitments.
Status reports look healthy while overdue decisions and blocked dependencies remain buried in project records.
Approved inputs: Approved project records, due dates, owners, current blockers and reporting rules.
- Commitment checker
Reconcile supplied commitments against owners, due dates and recorded progress.
- Exception analyst
Flag conflicting status, missing updates and dependencies that need a decision.
- Brief writer
Prepare a source-linked delivery brief and draft the client update.
- Delivery lead
Review the exceptions and approve any change to scope or client commitments.
Expected deliverable: A delivery brief with evidence, an owner for each exception and a draft update.
Measure: Commitment coverage, missed blockers, reviewer corrections and report preparation effort.
The human boundary: No staff reassignment, deadline change or client message without the agreed approval.
Keep a partnership review grounded in current evidence.
Programme information changes, account plans go stale and a useful research finding never reaches the person who can act on it.
Approved inputs: Approved programme sources, internal account notes, review questions and access permissions.
- Source researcher
Gather relevant updates from approved sources and record when each was checked.
- Account analyst
Map the findings to the supplied account context and retain unknowns.
- Review coordinator
Prepare the decision brief, next checks and owner-specific follow-ups.
- Programme owner
Validate eligibility and approve submissions, commitments or external contact.
Expected deliverable: A dated research brief, source links, explicit unknowns and a proposed follow-up list.
Measure: Source accuracy, freshness, actionable findings and correction effort.
The human boundary: No promised funding, assumed eligibility or partner-portal submission without validation.
Good candidates have a useful boundary.
A recurring task does not automatically need an AI workforce. Sometimes a simpler rule, script or existing product is enough.
A recurring piece of work
A weekly delivery brief or repeatable opportunity handoff provides a concrete process to evaluate.
Approved, accessible inputs
The workflow needs an agreed source of truth and permission to read it. Missing records must stay visible.
A named acceptance owner
Someone can judge whether the output is useful and identify what needs correction.
An acceptable failure path
A draft can wait for review. A consequential write or external promise needs stricter controls.
Measure the work product, including the corrections.
Sales operations
Accepted briefs, missing commitments, correction effort and elapsed time per opportunity.
No autonomous discount, customer commitment or outbound campaign enrollment.
Delivery operations
Commitment coverage, missed blockers, reviewer corrections and report preparation effort.
No staff reassignment, deadline change or client message without the agreed approval.
Research and partnerships
Source accuracy, freshness, actionable findings and correction effort.
No promised funding, assumed eligibility or partner-portal submission without validation.
Your workflow may look different.
Bring the recurring responsibility, source systems, expected volume and the result you want. We will assess where AI helps, where ordinary software fits and where a person should retain the decision.
Discuss your workforce