Concepts
Clear explainers for new terms before they become crowded search terms.
Latest coverage
Fresh explainers, trend notes, and practical opportunity briefs in this lane.
What Is Outlook IT?
A guide to Outlook IT: what we track, who we write for, and how to use the site to spot early AI, software, SaaS, and web growth signals.
Context Engineering: The New Layer Between Prompts and Products
Context engineering is becoming a practical discipline for building reliable AI workflows, agents, and assistants.
Key themes
Themes Outlook IT tracks as search demand, product behavior, and buyer language change.
What is generative engine optimization?
A plain-language explanation of how AI answer surfaces choose, cite, and summarize sources for users.
What is context engineering?
A guide to the systems work behind prompts: retrieval, memory, tool use, instructions, and evaluation.
What is an AI agent workflow?
A practical breakdown of when an agent is useful, what steps it can own, and where human review still matters.
What is model context protocol?
An explainer for why tool and data connections matter as AI products move beyond isolated chat windows.
What is answer engine optimization?
A comparison of classic SEO, AI search visibility, and the content signals that help engines trust a source.