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January 6, 20267 min readReplay AI for

Replay AI for Logistics: Building Transportation Management Systems (TMS)

R
Replay Team
Developer Advocates

TL;DR: Replay uses AI to analyze video recordings of transportation management system (TMS) workflows and generate functional UI code, accelerating TMS development and customization.

From Screen Recording to Shipping Code: Replay AI for Logistics#

Building and customizing Transportation Management Systems (TMS) is notoriously complex. Traditional approaches involve lengthy requirements gathering, iterative design, and painstaking manual coding. This process is ripe for disruption. What if you could capture the essence of a desired TMS workflow simply by recording a video of it in action, and then let AI generate the code? That's the power of Replay.

Replay analyzes video – not just static screenshots – to understand user behavior and intent. This "Behavior-Driven Reconstruction" approach unlocks a new level of efficiency in TMS development. Instead of relying on abstract specifications, Replay uses the video as the source of truth, reconstructing a functional UI that mirrors the observed workflow.

The Problem: TMS Development Bottlenecks#

TMS solutions are essential for optimizing freight operations, but their development and customization often face significant hurdles:

  • Complex Requirements: Defining precise requirements for TMS functionality can be challenging, leading to miscommunication and rework.
  • Customization Costs: Tailoring off-the-shelf TMS systems to specific business needs is expensive and time-consuming.
  • Integration Challenges: Integrating TMS with other systems (e.g., ERP, WMS) requires specialized expertise and careful coordination.
  • Slow Iteration Cycles: Traditional development processes involve lengthy feedback loops, hindering agility and innovation.

Replay addresses these challenges by providing a faster, more intuitive way to build and customize TMS solutions.

How Replay Works: Behavior-Driven Reconstruction#

Replay's core innovation is its ability to analyze video recordings of user interactions and translate them into functional code. This process involves several key steps:

  1. Video Capture: Record a video of a user demonstrating the desired TMS workflow. This could involve tasks like creating a shipment, tracking a delivery, or generating a report.
  2. Behavioral Analysis: Replay's AI engine analyzes the video to identify user actions, UI elements, and data inputs. It understands the intent behind each interaction, not just the visual appearance of the screen.
  3. Code Generation: Based on the behavioral analysis, Replay generates clean, well-structured code for the UI. This code can be customized and integrated into existing TMS systems.
  4. Multi-Page Reconstruction: Replay can handle multi-page workflows, seamlessly reconstructing complex user journeys across multiple screens.
  5. Supabase Integration: Replay seamlessly integrates with Supabase for backend data storage and management, allowing you to quickly build complete, end-to-end TMS solutions.
  6. Style Injection: Replay allows for style injection, ensuring that the generated UI matches your brand's visual identity.
  7. Product Flow Maps: Replay generates product flow maps, providing a visual representation of the reconstructed workflow.

💡 Pro Tip: Focus on recording clear, concise videos that demonstrate the desired workflow step-by-step. The clearer the video, the more accurate the code generated by Replay.

Building a TMS Module with Replay: A Step-by-Step Guide#

Let's illustrate how Replay can be used to build a simple TMS module for creating new shipments:

Step 1: Recording the Workflow#

Record a video of yourself creating a new shipment in a hypothetical TMS system. This video should include the following steps:

  1. Clicking the "Create Shipment" button.
  2. Entering the origin and destination addresses.
  3. Selecting the shipping date and time.
  4. Choosing the carrier and service level.
  5. Entering the shipment details (e.g., weight, dimensions, contents).
  6. Clicking the "Save" button.

Step 2: Uploading the Video to Replay#

Upload the video to the Replay platform. Replay will automatically analyze the video and begin reconstructing the UI.

Step 3: Reviewing and Customizing the Generated Code#

Once Replay has finished processing the video, you can review the generated code. This code will include the UI elements, event handlers, and data bindings necessary to create a functional "Create Shipment" module.

typescript
// Example generated code (simplified) import React, { useState } from 'react'; const CreateShipment = () => { const [origin, setOrigin] = useState(''); const [destination, setDestination] = useState(''); const handleSubmit = async (e) => { e.preventDefault(); // Send data to Supabase const { data, error } = await supabase .from('shipments') .insert([{ origin, destination }]); if (error) { console.error('Error creating shipment:', error); } else { console.log('Shipment created successfully:', data); // Reset form setOrigin(''); setDestination(''); } }; return ( <form onSubmit={handleSubmit}> <label> Origin: <input type="text" value={origin} onChange={(e) => setOrigin(e.target.value)} /> </label> <label> Destination: <input type="text" value={destination} onChange={(e) => setDestination(e.target.value)} /> </label> <button type="submit">Create Shipment</button> </form> ); }; export default CreateShipment;

Step 4: Integrating the Module into Your TMS#

Integrate the generated code into your existing TMS system. You may need to adjust the code to match your system's architecture and data model.

📝 Note: Replay's generated code is designed to be easily customizable. You can modify the UI elements, event handlers, and data bindings to fit your specific needs.

Step 5: Styling with CSS Injection#

Use Replay's style injection feature to apply custom CSS styles to the generated UI. This ensures that the module seamlessly integrates with your TMS system's overall look and feel.

css
/* Example CSS for styling the Create Shipment form */ form { display: flex; flex-direction: column; width: 300px; padding: 20px; border: 1px solid #ccc; } label { margin-bottom: 10px; } input { padding: 5px; border: 1px solid #ddd; } button { background-color: #007bff; color: white; padding: 10px 15px; border: none; cursor: pointer; }

Replay vs. Traditional TMS Development#

FeatureTraditional DevelopmentScreenshot-to-CodeReplay
InputRequirements DocumentsScreenshotsVideo
Behavior AnalysisManualLimited
Code QualityVariableLowHigh
SpeedSlowMediumFast
CustomizationDifficultLimitedFlexible
Understanding User IntentLowLowHigh
Multi-Page SupportManualDifficult
Supabase IntegrationManualManual

Benefits of Using Replay for TMS Development#

  • Faster Development: Replay significantly reduces the time required to build and customize TMS solutions.
  • Improved Accuracy: By analyzing video recordings, Replay captures the nuances of user behavior and translates them into accurate code.
  • Reduced Costs: Replay eliminates the need for extensive requirements gathering and manual coding, reducing development costs.
  • Enhanced Agility: Replay enables rapid iteration and experimentation, allowing you to quickly adapt to changing business needs.
  • Increased Collaboration: Replay provides a common language for developers and business users, fostering better collaboration and communication.
  • Focus on User Experience: Replay prioritizes user experience by reconstructing UIs based on real-world user interactions.

⚠️ Warning: Replay is a powerful tool, but it's not a magic bullet. You'll still need to have a good understanding of TMS concepts and software development principles to effectively use Replay.

Real-World Use Cases#

  • Customizing TMS Workflows: Quickly tailor TMS systems to specific industry requirements or business processes.
  • Building New TMS Modules: Develop new TMS modules from scratch, such as shipment tracking, reporting, or analytics.
  • Integrating TMS with Other Systems: Create custom integrations between TMS and other enterprise systems (e.g., ERP, WMS).
  • Prototyping New TMS Features: Rapidly prototype new TMS features and gather user feedback.

Frequently Asked Questions#

Is Replay free to use?#

Replay offers a free tier with limited functionality. Paid plans are available for users who require more advanced features or higher usage limits.

How does Replay handle complex workflows?#

Replay's AI engine is capable of analyzing complex, multi-page workflows. Simply record a video of the entire workflow, and Replay will reconstruct the UI accordingly.

What code languages does Replay support?#

Replay currently supports React and TypeScript. Support for other languages is planned for future releases.

Can I use Replay to build mobile TMS applications?#

Yes, Replay can be used to build mobile TMS applications using frameworks like React Native.

How secure is Replay?#

Replay uses industry-standard security measures to protect your data. All videos are encrypted in transit and at rest.


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