Introducing AI Grid Agents: our Advanced Multi-Agents Spreadsheet

Imagine a world where the simplicity of a spreadsheet meets the limitless power of AI agents. That's exactly what AI Grid Agents offer.

At Lampi AI, we’ve been focusing on developing state-of-the-art AI agents, able to automate end-to-end complex tasks and workflows. Our agents are designed to gather knowledge from internal knowledge or public data, and synthetize and condensate all the information gathered from multi-step workflows into structured reports – from few pages to more than 50-100 pages of fact-based and grounded information, saving countless hours of market and equity research and drafting memorandums or reports.

However, while AI agents execute end-to-end processes and provide complete documents with citations to sources, it turns out that for most tasks (e.g., portfolio analysis, agreement review, etc), users need to:

• understand the agent’s though-process; 
• verify – not only with citations and sources – and compare every single data retrieved step-by-step by the agents;
• receive an exhaustive analysis of all documents through parallelized data analysis (i.e., each file needs to be analyzed completely independently in the same workflow).

We built AI Grid Agent to answer these requirements - a multi-agents system that tackles the most complex tasks, powered by the best and latest models – DeepSeek R-1, Qwen2.5, Claude Sonnet 3.5, OpenAI’s o1, etc. and available through private deployment (on-cloud or on-premise).

Lampi’s AI Grid Agents are designed to automate data and insights retrieval and analysis at scale that would take analysts days of work. 

We made the decision to provide a familiar grid view that allows users to visualize, manage, and follow each step of data retrieval and analysis in a structured table format. With the flexibility to customize each column, organizing, interpreting and analyzing complex data has never been simpler. 

In a single grid, AI agents can gather and interpret thousands of complex documents, including with graphics, charts and tables with state-of-the-art accuracy and an infinite context window, which overcomes one of the main limitations of Retrieval-Augmented Generation (RAG) systems (i.e. to answer nuanced questions whose answers are not explicitly mentioned in the documents, but rather require reasoning and analysis of the document).

For each task, Lampi’s AI automatically completes all the cells of the grid by extracting and analyzing insights from all the documents - powered by an advanced and proprietary citation mechanism that allows to easily fact-check every answer.

Watch as your table transforms into a dynamic and intelligent tool with in-depth research and analysis!

Grid view 

The Grid view is the central feature of AI Grid Agents. It represents all the steps the agent will execute and allows you to visualize, manage, and analyze both internal and external data in a structured table format.

With the flexibility to customize each column, organizing, interpreting, and analyzing complex data has never been simpler.

Lampi’s AI Grid Agents are designed to automate end-to-end workflows. Lampi’s AI automatically complete cells by extracting and analyzing insights from your files or external data.

Column understanding

Columns are the building blocks of your AI Grid. They define all the steps of the workflow and determine what information is retrieved and analyzed for each row through prompting. 

In each column, you can prompt your agent to execute a specific function.

Each one can be customized to capture specific types of data, ensuring your data is accurate and efficiently structured (text, date, number, boolean, etc.). 

AI settings and tools

Lampi’s AI capabilities bring your columns to life, enabling them to automatically gather and enrich data based on your specific needs, including MCPs.

For each column, you have a list of tools that can be used to answer the task. 

How are AI Grid Agents already being used by financial analysts, bankers, and consultants?

Financial analysts, investors, bankers, and consultants spend endless hours retrieving, interpreting and analyzing data. AI Grid Agent is set to change that. 

The following use cases illustrate how AI Grid agents are transforming work processes by enabling users to conduct deeper research and analysis faster and with greater accuracy, that usually take days or weeks to complete. 

Here's a look at some key ways AI Grid Agents are already being put to work:

Competitive Analysis

From a list of companies, AI Grid Agents can provide a complete comparison of companies' fundamentals — products, market positioning, financial performance, customer base, pricing strategies — through deep search for relevant information across the web. The result is a detailed, multi-faceted view of competitors, all structured in a grid that allows for instant comparison. In just a matter of minutes, what would typically require days of manual research is condensed into actionable insights.

NDA Review

AI Grid Agents take on the exhaustive task of assessing dozens of NDAs simultaneously, parsing through each document to identify potential gaps in protection, clarity, and enforceability. The AI ensures that your NDAs not only comply with legal standards but also safeguard your interests with precision. 

Market Comparison

With AI Grid Agents, professionals can now assess dozens of markets in minutes, enabling the kind of comprehensive comparison that would otherwise take weeks. Whether analyzing trends, financials, or competitive landscapes, the AI swiftly pulls together all the necessary data from a wide range of sources. The result is an in-depth, region-by-region or sector-by-sector view that helps analysts identify shifts, opportunities, and risks, allowing for faster decision-making with unparalleled clarity.

Customer Agreements Review

In the context of due diligence, checking and analyzing all a company's agreements can be an extremely tedious task. AI Grid Agents is the perfect tool for analyzing hundreds of these agreements in parallel, offering detailed insights into risks, inconsistencies, and opportunities for renegotiation and highlighting key areas of concern.

Portfolio Monitoring

For private equity firms and institutional investors, AI Grid Agents make this process scalable by analyzing and comparing performance data across entire portfolios. With the ability to track key metrics such as growth, risks, and governance in real-time, the AI provides a clear, structured overview of each company in the portfolio. Whether you’re managing a dozen companies or hundreds, AI Grid Agents deliver insights that help you stay ahead of market trends, spot potential issues early, and make more informed investment decisions faster.

Sustainability Practice Assessment

Understanding a company’s environmental, social, and governance (ESG) practices has become essential for making informed investment decisions. AI Grid Agents facilitate the comprehensive evaluation of sustainability reports, gathering insights on emissions, renewable energy usage, waste reduction initiatives, and corporate social responsibility efforts. With just a few clicks, users can receive a thorough assessment of a company’s ESG performance, enabling them to make decisions that align with their values and mitigate potential reputational or financial risks.

Earnings Call Analysis

Earnings calls are rich with insights into a company or industry, yet sifting through hours of transcripts to extract meaningful data can be incredibly time-consuming. AI Grid Agents speed up this process by automatically scanning earnings call transcripts, extracting key insights on a company or market trends. 

These use cases are just a glimpse of the vast capabilities AI Grid Agents offer. The possibilities are endless. 

Through AI Grid Agents, early adopters have already saved countless hours of manual research or contract review - up to 80% for some use cases. 

We’re already adding new features to AI Grid Agents to ensure it stays the top choice for professionals seeking cutting-edge AI capabilities.

Security and confidentiality

Since the beginning, our primary focus has always been to ensure security and privacy by design. We provide a solution that is completely independent of third-party and offer private deployments, including on-premise to ensure and a complete control of data, with enterprise-grade security measures and adherence to industry best practices.

Multimodal

Lampi AI’s agent platform (including AI Grid Agents) is natively multi-modal, including state-of-the-art and proprietary mechanism to process text, graphs, audio, tables, images, allowing to use any document type (PDFs, PPTs, Word, etc). 

Models

Lampi AI, including AI Grid Agents, is designed to work with every foundation model, so that our users can always leverage the latest and state-of-the-art models. 

Ready to transform how you work with AI? Contact us to request a demo.

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