AI Evolves Fast! Understanding Large Action Models in Construction
Welcome to today's exploration into the world of Large Action Models (LAMs), specifically tailored for the construction industry. Now, I know what you're thinking - "That sounds complicated!" But don't worry, I promise to break it down as if we're talking about building the coolest LEGO set, step by step.
The Foundation: What Are Large Action Models?
First off, let's understand what we mean by Large Action Models. Imagine you have a super smart robot that can learn from its experiences. The more it does something, the better it gets at it. LAMs are like these robots, but for computer programs. They look at tons of information from past construction projects, learn from them, and then use what they've learned to make smart decisions about new projects.
These aren't just any decisions, though. They're the kind that can help construction companies save money, finish projects faster, and even make safer buildings. Pretty cool, right?
The Bricks and Mortar: How Do LAMs Work?
To get a bit more technical, LAMs use something called machine learning. This is where the computer program tries out lots of different things to see what works best. It's kind of like when you're learning to play a new video game. At first, you might not know the best way to beat a level, but the more you play, the better you get. LAMs do this with construction projects.
For example, a LAM might look at all the times a construction project went over budget. It learns from those mistakes and can then warn a company if they're about to make a similar mistake. It's like having a super smart assistant that's always looking out for you.
The Blueprints: LAMs in Action
# 1. Procurement to Payment (Including AP)
Scenario: Imagine managing the procurement process, a complex dance of selecting suppliers, placing orders, receiving goods, and managing payments. It's a process fraught with opportunities for delays, errors, and inefficiencies.
LAMs at Work: Here, a Large Action Model can transform the procurement to payment process by automating and optimizing each step. By analyzing historical data, LAMs can predict the best suppliers in terms of cost, quality, and reliability. They can automate order placements when inventory levels reach a specific threshold, ensuring projects never run out of essential materials.
Moreover, LAMs can streamline the Accounts Payable (AP) process by automatically matching purchase orders, delivery receipts, and invoices, flagging discrepancies for human review. This not only speeds up the payment process but also significantly reduces the risk of overpayments or fraudulent claims.
# 2. Project Initiation Across Multiple Systems
Scenario: Starting a new construction project often means setting up project details in several systems - from project management software to financial tracking tools. This duplication of effort is not just inefficient; it's prone to errors.
LAMs at Work: A LAM can act as a central brain, automating the setup process across multiple systems. Once the initial project details are inputted into the LAM, it can populate all necessary systems with the relevant data, ensuring consistency and saving valuable time. This seamless integration means that project managers can hit the ground running, focusing on the project itself rather than administrative setup.
# 3. Turning an Estimate into a Budget
Scenario: One of the first steps in project management is converting an initial estimate into a detailed budget. This process requires a deep understanding of the project scope, materials needed, labor costs, and potential risks.
LAMs at Work: Leveraging historical data and learning from past projects, a LAM can provide highly accurate budget projections. It can analyze the estimate, break it down into detailed cost components, and adjust for current market conditions. This results in a budget that's not only accurate but also realistic, providing a solid financial foundation for the entire project.
# 4. From Project Forecast to WIP Report to Cash Flow Analysis
Scenario: Managing the financial health of a construction project requires ongoing forecasting, Work In Progress (WIP) reporting, and cash flow analysis. Each of these tasks is complex and requires a deep dive into the project's financials, often under tight deadlines.
LAMs at Work: Here, LAMs can truly shine by automating and enhancing the financial management process. They can continuously analyze project data to update forecasts in real-time, ensuring that WIP reports reflect the current state of the project. Furthermore, LAMs can project future cash flows based on current and forecasted financials, helping managers make informed decisions about resource allocation, financing, and risk management.
The Blueprint for Tomorrow
These examples illustrate just a fraction of what's possible when integrating Large Action Models into the construction industry. By automating complex processes, enhancing decision-making with data-driven insights, and optimizing operations, LAMs can lead to significant improvements in efficiency, accuracy, and profitability.
The Final Inspection: Why This Matters
You see, LAMs are more than just a fancy piece of technology. They're a way to make the construction industry smarter, safer, and more efficient. For a world that's constantly building and growing, that's incredibly important.
So, there you have it - a deep dive into the world of Large Action Models in construction. It's a complex topic, but at its heart, it's about using technology to make building things a little bit easier, a little bit safer, and a lot more efficient. And that's something worth building towards.
Technology Leader at Fortis Construction, Inc.
10moHow does the idea of a LAM in construction relate to the current use of RPA? A potential future replacement? Does RPA become a function of a LAM? Or are they completely independent?
Bassem Hamdy good post. But who is working on LAMs for construction? LAMs are still very new. LLM are like old tech vs LAMs. :)