Identify where a relevant recommendation or contextual response would help users complete their goals.
Connect approved customer and product information through suitable Microsoft services. Compare rules and model-based options, define user controls, and test quality against a baseline before expansion.
A personalization plan, data requirements, tested recommendations, experiment measures, and ongoing review responsibilities. Deliverables, timing, and support are agreed for the engagement.
We compare quality, current effort, implementation costs, and ongoing operation before recommending expansion. Important actions retain agreed approvals and a recovery path. Explore our related service, Microsoft technology stack, and delivery methodology, or discuss your workflow with WTA.
A personalization plan, data requirements, tested recommendations, experiment measures, and ongoing review responsibilities. The scope defines ownership, prerequisites, and acceptance criteria before delivery begins.
We agree on approved data, user permissions, and tool access before implementation. Important changes retain human approval where needed. Testing covers unusual requests, failed integrations, recovery, and attempts to exceed permissions. The business and technical owners remain responsible for the deployed workflow.
Compare pilot evidence with the current process and agreed acceptance measures. Review task quality, completion time, errors, and the full cost of operation, including human review and support. Expand only when results justify it, with clear ownership and a practical recovery plan.
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