Project Context
Meta is preparing a 10-week launch of a new AI-powered comment moderation workflow for Threads that routes high-risk content to human review and applies policy-based actions. The project involves 16 people across Product, Engineering, Integrity, Data Science, Legal, and Operations, and it has executive visibility because leadership wants the feature live before a major global events period.
In week 5, new information emerges: policy review finds that the current model has materially lower precision for two non-English markets, and Legal requires an additional audit trail before launch. At the same time, the VP of Product still wants to preserve the original launch date to support Threads trust and safety goals.
Key Stakeholders
The Integrity PM wants broad market coverage at launch. Legal prioritizes auditability and would rather delay than launch with compliance gaps. Engineering wants to avoid a last-minute architecture change that could destabilize existing moderation systems. Operations needs enough lead time to train reviewers and staff queues.
Constraints
- Launch deadline remains 5 weeks away
- Remaining budget is $180,000
- Team size is fixed at 16; no additional headcount
- The model retraining dependency requires 2 weeks minimum
- Reviewer training for new workflows takes 10 business days
- Existing moderation infrastructure on Threads can tolerate no more than 3 hours of launch-day degradation
Complications
- The language quality issue affects Brazil and Spain, two of the top five Threads growth markets.
- A parallel Instagram integrity initiative is competing for the same ML engineer and policy counsel.
- Sales and Comms have already socialized the original launch window internally.
Deliverables
- Propose a revised execution plan that addresses the new information without losing control of scope.
- Recommend what to launch on time, what to defer, and why.
- Define stakeholder communication and escalation steps for conflicting priorities.
- Identify the top risks, mitigations, and decision checkpoints for the remaining 5 weeks.
- Specify launch success metrics, guardrails, and rollback criteria.
