The problem and why it matters
Creator marketing starts with a client brief. Operators source creators, examine profiles and content, then prepare a shortlist for review. Client descriptions often need clarification, and platform tags alone cannot determine whether a candidate meets business requirements.
- Requirement clarity
- Incomplete briefs must become actionable, checkable sourcing criteria.
- Screening effort
- Operators inspect content individually; duplicate candidates and decision reasons need to be retained.
- Using feedback
- Client feedback is scattered across chats and shortlist versions, forcing the next delivery round to reconstruct its basis.
Keeping criteria and feedback useful allows sourcing, review and shortlist changes to build on existing work. This project explored early screening and workflow validation around that handoff problem.
Delivery and validation scope
| Delivered scope | Exploration and validation completed | Value addressed |
|---|---|---|
| Early search and screening | Exploration of requirement interpretation, creator discovery and content evaluation | Turn unclear requirements into a screening direction |
| Delivery workflow | Validate the connections between requirements, candidates, reviews, shortlists and feedback | Associate each decision with a shortlist version |
| Collaboration demonstration | Responsibilities across confirmation, operational sourcing and agent review | Give sourcing and review a shared basis |
Current materials cover exploration, workflow validation and a collaboration demonstration. Candidate coverage, long-term use, human review effort and a complete real-project workflow remain to be validated; expected efficiency is not treated as a measured result.
My scope of work
- Mapped the business process from client briefs to creator sourcing, content verification and shortlist feedback.
- Explored requirement interpretation, search decomposition, creator verification, deduplication and feedback organization.
- Defined inputs, outputs and handoffs for project managers, operators and agents.
- Organized clients, briefs, candidates, shortlist versions and feedback into related project context.
Business staff confirm requirements, assess ambiguous candidates, approve client-facing shortlists and handle external communication. Agents assist verification and organize recommendation and feedback reasons.
Deliverables and key decisions
A confirmed sourcing brief that operators can use
The manager communicates with the client while AI organizes requirements. Manager review and client confirmation produce the brief, which goes to the project's operators. Confirmed requirements become the shared basis for sourcing and review.
A shortlist workflow that preserves review reasons
Operators source and submit creators against the brief; the agent checks them against criteria. Accepted candidates are added with reasons, while specific rejection reasons help operators adjust the next submission.
- Clarify and confirmProject manager and client
- Create the sourcing briefConfirmed criteria
- Source and submitProject operators
- Review and give feedbackAgent-assisted evaluation
- Confirm shortlistBusiness staff review
The process above reflects the confirmed collaboration demonstration. The complete real-project workflow still needs validation.
Project context that can accommodate change
Requirements, candidates, shortlist versions and feedback belong to the same project. New client criteria are confirmed before updating the active requirements, preventing sourcing and review from using different versions.
What this project demonstrates
The ability to turn unclear client requirements into executable criteria, connect operational work with AI-assisted review, and design collaboration that retains evidence and feedback.
This suits delivery teams whose screening depends on business judgement and changing client requirements. Real use still needs observation of shortlist rework, duplicate candidates and human review effort.
Sources
Based on the enterprise AI productivity presentation (page 13) and project background materials.
View the original presentation · View project background and delivery scope
Thanks for reading.