One focused task
Chat Agent
A specialized AI agent with its own instructions, knowledge, and capabilities.
Use it when one agent can own the task from request to review-ready answer.
Examples
Specialist AI agents
Most AI tools either wait for a prompt or make your team build the workflow. Lampi agents are hired for specific jobs, coordinated by Marc, and connected to the context, tools, and review controls needed to deliver usable work.
One focused task
A specialized AI agent with its own instructions, knowledge, and capabilities.
Use it when one agent can own the task from request to review-ready answer.
Examples
Complex work at scale
A sequence of specialist AI agents that reproduces complex, multi-step work at scale.
Use it for predictable steps, many inputs, and reviewable outputs throughout the workflow.
Examples
Chat Agents
Each agent is designed around a precise job and keeps the instructions, context, sources, and output standards needed to perform it consistently.
A clear responsibility and an expected outcome.
The approved files, emails, CRM records, Memory, and market sources required for the assignment.
Task-specific skills for research, browsing, document vision, calculations, slides, and structured data.
Every answer, table, memo, slide, or brief is structured for professional review and reuse.
Grid Agents
A Grid breaks expert work into specialist steps, runs those steps across every input, and keeps the full workflow in one familiar, reviewable workspace.
Research, extraction, analysis, scoring, and writing are assigned to agents trained for that step.
Run the same controlled workflow across companies, documents, transactions, or portfolio assets.
Marc coordinates dependencies so every specialist receives the right sources, Memory, and prior outputs.
Inspect sources, challenge conclusions, edit individual cells, and approve outputs before delivery.
Recruit or build
Start ready-to-go
Choose a specialist from the Lampi library, connect the approved context, and start working without rebuilding the process.

Create your own
Describe the objective, inputs, expert steps, review rules, and expected output. Every part remains visible and editable.
Create an AI Grid agent to make a competitive review of all my competitors
Save agents and Grids as reusable templates, improve them with your team, and deploy the same standard across every deal.