Use cases.

Explore practical workflows for knowledge assistants, job search, agency research and venture diligence. Use the readiness method to choose a first pilot.

On this page

Knowledge assistant

Find an answer in prepared documents and continue with retained context. Follow a fictional Atlas question through retrieval, tools, and conversation state.

Follow the example

Job search and continuous learning

Connect targeting, applications, outreach, interviews, and self-learning. Keep an opportunity pipeline, stage briefs, and a learning record connected.

Explore the career cycle

Client research and agency workflow

Start with a ten-account shortlist, choose three for focused briefs, and prepare tailored pitch packages. Explore the account-learning loop after the conversation.

Explore the agency workflow

AI and data readiness

Rank opportunities, review data and integration gaps, and define one pilot with a baseline, owner, and evaluation plan.

View the assessment

AI Harness Landscape

Compare seven public AI products through workflow, integration, review, adoption, and economics. Develop a source-linked research brief.

Read the research

Have a similar workflow in mind?

Discuss a scoped workflow project with Michael Lvov. Independent work at Nora SuperIntelligence Lab informs his engineering services: readiness assessments, architecture reviews and scoped prototypes with an evaluation plan.

Discuss a workflow with Michael

michael.lm00@gmail.com