What the work includes
Choose repeatable tasks with inspectable inputs and outputs. Limit the information available to the model and keep drafting separate from publishing.
Delivery and review
Use a self-hosted model endpoint with access control, rate limits and review logs. Evaluate factual errors and accepted drafts rather than counting generated words.
How progress is evaluated
- Draft acceptance
- Reviewer time
- Error and failure rates
Scope and expectations
Open-source software still requires compute. A model is not a verified live product feed and shared hosting is not assumed to run large models.
Before starting
Share the business objective, current customer journey and evidence you already have. Identify the person responsible for access, subject review and commercial decisions. The proposal should distinguish deliverables, review rounds, operational dependencies and costs.
We can coordinate with an internal team or own a defined workstream. Campaign briefs, implementation tasks and review decisions should remain connected so that responsibility is clear.
From report to decision
Agree the source system and reporting window before the work begins. Each review should identify whether to continue, revise, stop or investigate. When evidence is insufficient, record that uncertainty rather than manufacture a success claim.