Results from the Operations Center

Each one follows the same four parts: the business process, the AI automation applied to it, the Human Intelligence Layer supervising it, and the operational results. The structure is deliberate, because it makes the role of people explicit rather than leaving it implied.

In invoice processing they validate AI extractions, handle exceptions and update vendor records. In customer support they review every AI response, handle complex cases and update the knowledge base. In sales they verify data quality, review outreach and maintain CRM accuracy.

Financial services, covering accounts payable invoice intake and approval; insurance, covering policyholder inquiries and claims status; and manufacturing, covering lead qualification and CRM hygiene. The operating model is the same across all three, and only the workflow changes.

Results depend on the process, its volume and its current error rate, so Zawadie scopes them during an assessment rather than quoting them in advance. The assessment reviews where AI already runs and which workflows carry operational risk.