If you're an operations director being pitched on AI workforces, here's what the vendors probably aren't telling you.
Ask about failure modes, not just success metrics. Every vendor shows 95% automation rates. Ask what happens to the other 5%. How many hours per week does your team need to spend managing agent outputs?
Ask about the pilot period. A responsible vendor deploys in shadow mode first, then supervised mode. If a vendor promises "go live in one week with full automation," be skeptical.
Calculate ROI honestly. Use the framework in our ROI guide. Assume 40% utilization of recovered hours, not 100%. Assume 70% automation rate, not 95%.
Understand the integration reality. AI agents need API connections, credentials, and data access permissions. If the vendor handwaves with "we connect to everything," push harder.
Plan for change management. Budget time for training and expect a 2-4 week adjustment period.
Start small. One agent, one workflow, one team. Validate that it works. Any vendor pushing a 6-agent deployment on day one is optimizing for their revenue.
For accounting: start with bookkeeping or client queries. For healthcare: start with scheduling.
A workforce discovery session gives you the operations map, prioritized agent list, and honest ROI estimate you need.