vendor selection

Pick by the skills your backlog needs, verified credentials and interviews of the actual people. Salesforce roles, evaluation steps, what to keep in-house and how to set augmented staff up for success.

Most agencies leave cleanly, but admin access creates real risk. What an agency could do, what Google says about negative SEO, and the ownership and access checklist to complete before giving notice.

Heavy for 60 to 90 days, then sampling and exceptions if tasks are well chosen. Which insurance tasks to outsource, data security obligations under NAIC and NY DFS rules, and metrics that cut supervision.

Keep investment edge in-house, buy or partner for commodity workflows, and design recordkeeping, vendor oversight and human sign-off in from day one. Reg S-P, AI-washing and architecture principles.

Most PI firms do best with a hybrid: outsource structured record review and chronologies, keep strategy and expert opinion in-house. Models compared, ABA 08-451 duties and how to vet a provider.

SIEM, EDR and XDR overlap but solve different problems. What each does, five questions that decide the architecture, three common patterns and how to control cost.

Most organisations should not build an LMS from scratch. What an LMS must do, off-the-shelf vs open-source vs custom, when a custom build is justified, and how to protect the project.

Build in-house for deep expertise, sensitive data or fast-changing guidelines; outsource for volume with measurable quality. Hidden costs, quality controls, EU AI Act Article 10 and a hybrid model.

Buy a specific outcome with a path to production, not an open-ended strategy. Why AI pilots stall, which engagement types are worth it, and questions that separate strong firms from slide factories.

There is no single best AI agent framework. LangGraph, OpenAI Agents SDK, Claude Agent SDK, Google ADK, Microsoft Agent Framework and others compared by design, with five questions that decide it.