Transforming unstructured information (like PDFs and emails) into "living" data that triggers real-time business decisions.
| Pitfall | Symptom | Mitigation | |---------|---------|------------| | | Users can’t find anything because the schema is too granular. | Start with a lean core set of tags; expand iteratively based on usage analytics. | | Treating AI as a black box | Mis‑classifications go unnoticed, causing compliance risk. | Deploy a feedback loop: users can correct tags, feeding supervised‑learning updates. | | Ignoring legacy integrations | Legacy ERP or line‑of‑business apps keep pulling from old file shares. | Build adapters that expose the new content APIs to legacy systems. | | One‑size‑fits‑all workflow | A single flow doesn’t meet the needs of sales, HR, and legal. | Design modular workflow components that can be recombined per department. | | Skipping governance early | Retention policies are applied retroactively, causing legal exposure. | Define retention rules before ingesting the first batch of documents. | | Failing to measure | No clear proof of value; budget gets cut. | Establish baseline metrics before go‑live, then report quarterly improvements. |