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Confidential AI Agents
for Finance Professionals

AI agents that replicate and orchestrate complex financial workflows — delivering structured, high-quality analysis in minutes instead of weeks.

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Co-built with feedback from employees of

Lazard
Freshfields
KPMG
J.P. Morgan
Rothschild & Co
Société Générale
CMS Law Tax Future
BCG

BUILD AI AGENTS

AI agents for
Private Equity Analysts

Turn hours of work into minutes with custom AI agents that handle tasks end-to-end across your organization—scaling teams with consistent results and clear ROI.

Explore our AI agents
Capabilities

AI GRID AGENTS

Execute tasks at scale with AI Grid Agents.

Deploy intelligent grids that process, enrich, and analyze data across thousands of inputs — so your team can focus on decisions, not data wrangling.

Review hundreds of documents in a click

Extract, clean, augment, and analyze structured and unstructured data from hundreds of documents, across the web or your data warehouse — all in one AI-powered Grid.

Create AI Grids for large-scale processing

Easily create custom grid with AI assistance — screen and score 1,000+ companies, benchmark financial metrics across markets, map competitive landscapes, and more.

DOCUMENT & DECK STUDIO

A new way to create documents—interactive, iterative, and production‑grade.

Chat with AI, run multi‑step workflows, and continuously refine your materials — just like a Canva‑style experience, but built for professional‑grade PPT and DOC outputs.

AI‑powered document writing & editing

Write, edit, and complete reports, memos, or agreements — and fill in templates with AI that understands structure, tone, and professional standards.

Pixel‑perfect decks in your templates

Transform analyzed data and insights into pixel‑perfect decks built directly in your templates.

CreateEditTranslate

Estimated Company Value

0m+12.4% ↑

Based on latest funding round / comparables

Key Financial KPIs

Gross Margin72%
Burn Rate€2.1M/mo
Runway18 months
EBITDA-€8M

Live Intel Feed

Feb 27 • TechCrunch

Company X raises Series C...

Feb 20 • Reuters

CEO speaks at Web Summit

Feb 15 • PR Newswire

New product launch announced

Risk & Alert Score

0Moderate Risk

Factors: Market volatility, Cash runway, Competition intensity

AI COCKPIT & VISUAL DASHBOARD

Monitor, orchestrate, and act — from a single command center.

Turn hundreds of data sources and AI reasoning processes into live dashboards with analytics and orchestrated action tools.

Automate custom market intelligence

Schedule AI agents to continuously scan, collect, and refresh data — so your market maps, competitive landscapes, and sector analyses are always up to date without manual effort.

Monitor portfolio & deal flow in real time

Build visual dashboards that surface the metrics that matter — track company valuations, flag risk score changes, and get alerted when key events happen across your watchlist.

Unleash Your Knowledge, With Granularity

Securely interact with your firm's intelligence.

Analyze, interpret, translate, compare, or summarize across files and data sources.

Targeted Document Search

Select the exact files and documents you want to include before asking your question. With the context strictly scoped to your chosen sources, answers stay grounded and hallucination‑free.

Complex Cross-Comparisons

Ask multi-step questions to find subtle variations in contracts, track metric changes across quarterly reports, or synthesize findings across years of transaction history.

USE CASES

+150 AI Agents used, driving real ROI

Explore thousands of use cases

Private Equity

Deal screening

Investment memo

Financial model data

LP reporting

Investment Banking

Market & sector research

Target and buyer mapping

Due diligence

CIM and teaser

M&A Advisory

Target identification & scoring

Competitive landscape

Integration roadmap

Board & IC slide

Legal

Contract clause

Compliance report

Due diligence Q&A

Risk & obligation

Strategy & consulting

Competitive benchmarking

Expert interview synthesis

Transformation plan

Industry trend tracking

Asset Management

Lease terms analysis

ESG & compliance

Market comparables

Investor & client reporting

WE FOCUS ON REAL IMPACT

Accelerate and amplify human expertise.

Break Data Silos

Unify fragmented data sources for continuous, connected insights.

Collaborative Intelligence

Humans and AI co-create, fact-check, and refine insights together.

Real ROI, Fast

Pre-built financial agents and prompt-to-agents deliver measurable value in minutes.

Scale Expertise

Replicate your best analysts' logic across your organization.

Agents>
avatar
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.

KNOWLEDGE HUB

All your company’s knowledge in one place — instantly actionable

Unify documents, data, and insights into a single intelligent layer your teams and AI agents can act on.

Connect & sync your data

Embed and index every document, dataset, and file into a unified, instantly searchable knowledge base your AI agents can query with precision.

Google DriveGoogle Drive
Microsoft SharePoint
+ and more

Orchestrate actions via MCP

MCP

Retrieve live insights and data directly from your external sources — and trigger actions where relevant — all from a single control layer powered by Model Context Protocol.

Capital IQCapital IQ
Seeking AlphaSeeking Alpha
Yahoo FinanceYahoo Finance
FactsetFactset
ApolloApollo
DropcontactDropcontact
GmailGmail
CrunchbaseCrunchbase
DDealroom
PPappers
+ and more

Bring every source you use daily

Internal Databases
Meeting Notes
All Files
CIMs
Market Reports
Financial Models
Deal Room Files
CRM
News
Agreements
Emails
Memos
Internal Databases
Meeting Notes
All Files
CIMs
Market Reports
Financial Models
Deal Room Files
CRM
News
Agreements
Emails
Memos

TRUST AI OUTPUTS

Performance with observability at scale

Lampi combines transparent citations, secure multi-model intelligence, and advanced multimodal processing to deliver results you can trust — at scale.

Advanced Citation Mechanism

Trustworthy, Observable, and Verifiable AI — Total Transparency.

Advanced Citation Mechanism

Every AI insight is traceable to the exact data source, ensuring transparency, auditability, and trust.

Access best and latest LLMs

Multi-Model Intelligence

Access best and latest LLMs

Leverage the best proprietary models — GPT, Claude, Gemini, and Grok — and open-source models — Mistral, DeepSeek Qwen and more (OS deployed securely within your private environment).

Advanced Processing

Proprietary processing adapted to the most complex documents

Advanced Processing

Process all your documents with precision: structured, unstructured, multimodal (tables, charts, PPTs, PDFs, slides, audio).

Deep Reasoning Across All Your Intelligence

Deep Search in all your data and/or the web

Deep Reasoning Across All Your Intelligence

Cross-analyzes, validates, and synthesizes insights across heterogeneous sources to produce decision-grade conclusions.

Multi-Agent Orchestration

Run +100 agents in a click

Multi-Agent Orchestration

Coordinate specialized AI agents working in parallel — from data collection to final reporting — with full visibility and control.

ADD-ON

Your AI meeting assistant everywhere

From AI meeting assistant to AI agents, securely leverage all the insights from your meetings.

Invite Lampi AI to your meetings
Invite Lampi AI to your meetings

Receive transcripts and AI-generated summaries

Never lose your alphas
Never lose your alphas

Organize alpha knowledge from meeting in playlists.

Analyze and compare 100s of meetings in a click
Analyze and compare 100s of meetings in a click

Bring all your meetings to your AI Grid Agents

Interact with your transcriptions
Interact with your transcriptions

Retrieve precise information, draft mails, prepare for meetings, etc.

Transform meeting insights into data sources
Transform meeting insights into data sources

Bring meeting's insights into AI agent workflows

SECURITY

Designed to handle your most sensitive data

We've made security our core focus from day one to safeguard your company data.

Private deployments

Private deployments available on-request (VPC and on-premises - offline for highly sensitive).

Flexible LLM selection

Pick the models you want - proprietary or open-source hosted in France/Europe.

Enterprise-grade Security

End-to-end encryption (AES-256 at rest, TLS in transit), zero data retention, Single Sign-On (SSO), etc

No Model Training

Your data is never used to train models.

Role-Based Access

Assign user roles and permissions based on data sensitivity levels

Granular Data Selection

Fully control which data Lampi accesses from each source

Win with
Confidence

We give you the tools to win, every time.

80%

reduction in manual data handling

faster creation of corporate slides

70%

due diligence automated

more deals analyzed per analyst

Lampi AI - Image of Finance Professionals

Success stories

"We faced 200 reports, each over 400-600 pages, with more than 600 precise data to capture. Lampi automated the extraction and analysis, and structured the results in its AI grid, giving us a clean, auditable table that was fast and easy to review."
Pierre S.

Director - Consulting Strat

"We co-built with Lampi the most impressive AI agent: it consistently analyzes over 1,200 data points and delivers an 80–100+ page structured IC memo in just hours — instead of days manually. Every section follows our template and is fully sourced."
Estelle A.

Analyst - Private Equity

"Our team can now screen hundreds of potential targets in minutes. AI agents highlight key metrics, allowing us to identify companies that deserve our attention immediately. A process that used to require 2–3 juniors feels like the work of one analyst moving at lightning speed."
Victor C.

Analyst, Growth Equity

"With Lampi, we built dedicated due diligence agents that run first-level checks across financial, legal, and ESG information. It flags risks immediately before we send to counsel for final review. This layered approach makes diligence faster and cheaper."
François R.

Senior Analyst - Private Equity

"I often face data rooms with hundreds of agreements and reports to review. Lampi analyzes and summarizes them in a click, giving me the essentials immediately. What once took me days is now ready in 30 minutes, letting me focus on strategy and client advice."
Tom B.

M&A Lawyer - Law Firm

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with an AI workforce