Lampi AI Review 2026: The Confidential AI Agent Platform Reshaping Finance

While most AI agents target developers or marketers, Lampi AI has carved out a powerful niche: confidential AI agents built specifically for finance professionals. Think investment bankers, private equity analysts, M&A advisors, and corporate lawyers — the people who spend their days buried in 400-page reports, data rooms, and IC memos.

We explored Lampi AI's platform, reviewed their public case studies, and spoke with users in the finance space. Here's our honest assessment.

What Is Lampi AI?

Lampi AI is an AI agent platform that replicates and orchestrates complex financial workflows. Instead of general-purpose chatbots, Lampi provides specialised agents that can:

• Screen 1,000+ companies in minutes using AI Grid Agents
• Generate 80–100 page IC memos automatically from structured data
• Review hundreds of documents in a single click — extracting, cleaning, and analysing structured and unstructured data
• Create pixel-perfect decks directly in your firm's templates
• Monitor portfolios with live dashboards and automated alerts

It's co-built with feedback from employees at firms like Lazard, J.P. Morgan, Rothschild & Co, KPMG, BCG, Société Générale, and CMS Law — which speaks volumes about its credibility in the space.

Key Features That Stand Out

AI Grid Agents

This is Lampi's killer feature. AI Grid Agents are intelligent spreadsheets that process, enrich, and analyse data across thousands of inputs. Imagine a spreadsheet where every cell can run an AI agent — screening companies, benchmarking financial metrics, mapping competitive landscapes, and scoring targets. One user reported processing 200 reports of 400–600 pages each, extracting 600+ data points into a clean, auditable table.

Document & Deck Studio

Lampi doesn't just analyse documents — it creates them. The Document Studio lets you write, edit, and complete reports, memos, or agreements with AI that understands professional structure, tone, and standards. The Deck Studio transforms data and insights into pixel-perfect PowerPoint presentations built inside your own templates. Users report 5x faster creation of corporate slides.

AI Cockpit & Visual Dashboards

A command centre for monitoring deal flow, portfolio metrics, and market intelligence. You can schedule AI agents to continuously scan and refresh data, build visual dashboards with real-time analytics, and get alerts when key events happen across your watchlist. Think Bloomberg Terminal meets AI agents.

Knowledge Hub

Lampi unifies all your firm's intelligence — documents, databases, meeting notes, CRMs, financial models, deal room files — into a single searchable knowledge base. It connects to Google Drive, SharePoint, and via MCP (Model Context Protocol) to external sources like Capital IQ, Seeking Alpha, Yahoo Finance, FactSet, Crunchbase, and Apollo. Every AI agent can query this unified layer.

Meeting Assistant

Invite Lampi AI to your meetings for transcripts and AI-generated summaries. But it goes further — you can organise "alpha knowledge" from meetings in playlists, analyse and compare hundreds of meetings using AI Grid Agents, and transform meeting insights into data sources for agent workflows.

Trust & Performance

In finance, trust isn't optional. Lampi addresses this with several mechanisms:

• Advanced Citation Mechanism — Every AI insight is traceable to the exact data source, ensuring transparency and auditability
• Multi-Model Intelligence — Access GPT, Claude, Gemini, Grok (proprietary) and Mistral, DeepSeek, Qwen (open-source, deployable in your private environment)
• Advanced Processing — Handles structured, unstructured, and multimodal documents (tables, charts, PPTs, PDFs, audio)
• Multi-Agent Orchestration — Run 100+ agents in parallel with full visibility and control
• Deep Reasoning — Cross-analyses, validates, and synthesises across heterogeneous sources

Security — Built for Regulated Industries

This is where Lampi truly differentiates. Security isn't an afterthought — it's the foundation:

• Private deployments available (VPC and on-premises, including offline for highly sensitive environments)
• Flexible LLM selection — choose proprietary or open-source models hosted in France/Europe
• Enterprise-grade encryption — AES-256 at rest, TLS in transit
• Zero data retention — your data is never used to train models
• SSO, role-based access, and granular data selection

For finance firms handling confidential deal data, this level of security is non-negotiable. Most general-purpose AI tools can't match this.

Real-World Impact

The numbers from Lampi's case studies are impressive:

• 80% reduction in manual data handling
• 5x faster creation of corporate slides
• 70% of due diligence automated
• 4x more deals analysed per analyst

User testimonials back this up. A Private Equity analyst described an AI agent that "consistently analyses over 1,200 data points and delivers an 80–100+ page structured IC memo in just hours — instead of days manually." An M&A lawyer said what "once took days is now ready in 30 minutes."

Use Cases by Practice

Lampi has 150+ AI agents across six practice areas:

• Private Equity: Deal screening, investment memos, financial model data, LP reporting
• Investment Banking: Market & sector research, target/buyer mapping, due diligence, CIM and teasers
• M&A Advisory: Target identification & scoring, competitive landscapes, integration roadmaps, board & IC slides
• Legal: Contract clause analysis, compliance reports, due diligence Q&A, risk & obligation review
• Strategy & Consulting: Competitive benchmarking, expert interview synthesis, transformation plans, industry trend tracking
• Asset Management: Lease terms analysis, ESG & compliance, market comparables, investor reporting

Who's Behind It?

Lampi AI is backed by notable industry partners including NVIDIA (Inception Program member), Oracle (available on Oracle Cloud Marketplace), Google (Google for Startups Cloud Program), Scaleway, Microsoft, and France Fintech. They're also part of the AI Platform Alliance and backed by Ampere Computing and France Digitale. This is serious institutional backing for a European AI startup.

Pricing

Lampi AI uses a request-access model typical of enterprise finance software. Pricing is custom based on deployment type (cloud vs private/on-prem), number of users, and usage volume. There's no self-serve free tier — this is built for firms, not individuals.

The Verdict

Rating: 9/10

Lampi AI is one of the most impressive vertical AI agent platforms we've reviewed. It doesn't try to be everything for everyone — instead, it goes deep on finance workflows with security, citations, and enterprise compliance that general-purpose agents can't match.

Best for: Private equity firms, investment banks, M&A advisors, corporate law firms, and strategy consultancies that handle confidential data and need production-grade AI agents.

Not ideal for: Individual users looking for a free AI tool, or companies outside finance/professional services.

If you work in finance and you're still doing due diligence, deal screening, or memo writing manually — Lampi AI is the agent platform you should be evaluating. The ROI numbers are hard to ignore.

Visit lampi.ai to request access.