Repeatability
Medium
The structure (challenge, approach, results) is consistent across instances, but each project has unique context, industry jargon, and stakeholder dynamics that require fresh judgment. The template is repeatable; the content is not.
Ambiguity Tolerance
Medium
Word count and section requirements are clear, but 'compelling narrative arc' and 'appropriate tone for a consulting firm' are subjective. The agent can hit the format but may miss the voice without explicit style guidance.
Data & Tool Availability
Low
The agent needs structured project data, verified quantified metrics, and pre-approved client testimonial quotes — none of which are typically in a machine-readable feed. If these must be extracted from unstructured notes or interviews, significant human prep work is required first.
Error Cost
High
A case study is a public-facing marketing asset. Misquoting a client, inflating metrics, or misrepresenting the project scope could damage client relationships and the firm's credibility. Errors are reversible before publication but costly if they slip through.
Human Judgment Required
High
Selecting which details to emphasize, framing the client's challenge sympathetically, and matching the firm's editorial voice all require taste and relationship context. Client testimonial quotes especially must be sourced and approved by a human, not fabricated.