Specialist AI agents

Hire an agent for one job. Coordinate a team for the whole workflow.

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

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

Review a contract and flag risky clauses
Summarize a meeting
Answer from a knowledge base

Complex work at scale

Grid Agent

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

Analyze 500+ companies, then generate one slide per company
Build an investment memo across financials, product, and news

Chat Agents

One specialist, configured for one focused task.

Each agent is designed around a precise job and keeps the instructions, context, sources, and output standards needed to perform it consistently.

01

Job

A clear responsibility and an expected outcome.

02

Context

The approved files, emails, CRM records, Memory, and market sources required for the assignment.

03

Skills

Task-specific skills for research, browsing, document vision, calculations, slides, and structured data.

04

Professional outputs

Every answer, table, memo, slide, or brief is structured for professional review and reuse.

Grid Agents

Turn a complex workflow into a coordinated multi-agent system.

A Grid breaks expert work into specialist steps, runs those steps across every input, and keeps the full workflow in one familiar, reviewable workspace.

01

Each column is a specialist

Research, extraction, analysis, scoring, and writing are assigned to agents trained for that step.

02

Each row is an input

Run the same controlled workflow across companies, documents, transactions, or portfolio assets.

03

Context moves with the work

Marc coordinates dependencies so every specialist receives the right sources, Memory, and prior outputs.

04

Every result stays reviewable

Inspect sources, challenge conclusions, edit individual cells, and approve outputs before delivery.

Agents>
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Agent Pitch - Market, Company, Comparables & Transaction
Company
Industry
Market - Overview
Market - Evolution
Market - Drivers
Market - Trends
Market - Barriers
Market - Competitive Advantage
Company - Co-founders
Company - CEO
Company - Headquarters
Company - Founded Year
Company - Description Activity
Company - Employees
Company - Financing History
Company - Customer Review
Company - Financial Analysis
Company - Product Differentiators
Company - Latest News
Process - Phases (AI sugg.)
Process - Execution Method (AI sugg.)
Process - Process Overview (AI sugg.)
Process - Process Timeline (AI sugg.)
Comparables - Public comp.
Comparables - Transactions
HELSING
Defense Technology
Historical Evolution

The European defense technology market has undergone significant transformation since the end of the Cold War. For decades, the region experienced a "peace dividend," resulting in reduced military expenditure and a slowdown in modernization.

However, persistent geopolitical instability—especially Russia's invasion of Ukraine—has reversed this trend, prompting European nations to rearm, replenish weapons stockpiles, and prioritize defense innovation.

Recent years have seen a shift from legacy hardware-centric approaches to the adoption of disruptive technologies, including artificial intelligence, autonomous systems, and advanced cyber defense capabilities.

  • Post-Cold War Decline and Early 2000s Underinvestment
    • After the Cold War, European defense spending shrank significantly, with expenditures falling from €132 billion in 1990 to €84.2 billion in 2000.GGoogle Search
    • The number of soldiers in EU national militaries also halved between 1995 and 2020, leading to a decline in defense readiness.
  • 2014-2017: Geopolitical Tensions and First Steps
    • Russia's annexation of Crimea in 2014 marked a turning point, reviving concerns over European military readiness.
  • Geopolitical Instability and Security Threats
    • Russia's invasion of Ukraine and heightened tensions in other regions have fundamentally altered Europe's security calculus, driving governments to increase defense budgets.
    • This has created an unprecedented sense of urgency and catalyzed both public and private investment in defense technology.
      GEuropean Defense Tec...
  • Surge in Defense Spending and Fiscal Flexibility
    • EU member states' total defense spending rose by over 30% between 2021 and 2024, reaching approximately €326 billion in 2024.
  • Surge in Defense Spending and Market Growth
    European defense spending has increased dramatically, driven by geopolitical factors and a reassessment of defense readiness. EU member states' defense expenditure reached €381 billion in 2024.
    GGoogle Search Europe...
  • Rapid Expansion of Defense Tech Startups
    There has been an explosive increase in venture capital and private investment in European defense tech startups. Investment in these startups grew by more than 2x between 2021 and 2024.

Recruit or build

Start from proven expertise. Adapt everything to your firm.

Start ready-to-go

Recruit an agent already trained for the job.

Choose a specialist from the Lampi library, connect the approved context, and start working without rebuilding the process.

Lampi marketplace of specialist AI agents for finance

Create your own

Explain the job. Marc builds the agent with you.

Describe the objective, inputs, expert steps, review rules, and expected output. Every part remains visible and editable.

AI Grid Agent

Create an AI Grid agent to make a competitive review of all my competitors

Turn your best process into shared firm capability.

Save agents and Grids as reusable templates, improve them with your team, and deploy the same standard across every deal.

Hire your first agent