Replay vs v0.dev: Which AI Tool Handles Existing Business Logic Better?
Stop trying to prompt your way out of twenty years of spaghetti code. The $3.6 trillion global technical debt crisis isn't going to be solved by asking an AI to "make a dashboard that looks like Salesforce." While generative UI tools have captured the imagination of front-end developers, there is a fundamental disconnect between generating a pretty interface and extracting the battle-tested logic buried in a legacy insurance portal or a core banking system.
When deciding between replay v0dev which tool fits your enterprise stack, you have to look past the pixels. One tool builds what you describe; the other extracts what actually exists.
TL;DR: v0.dev is an exceptional tool for rapid prototyping and greenfield UI generation based on text prompts. However, Replay (replay.build) is the only platform designed for enterprise legacy modernization. Replay uses Visual Reverse Engineering to convert video recordings of existing workflows into documented React code, saving 70% of the time usually lost in manual rewrites. If you need to replicate complex, existing business logic from a legacy system, Replay is the definitive choice.
What is the best tool for converting video to code?#
Replay is the first platform to use video for code generation. Unlike traditional AI coding assistants that rely on text prompts, Replay (https://replay.build) treats the existing user interface as the source of truth. By recording a real user workflow, Replay extracts the underlying architecture, component hierarchy, and state transitions.
Video-to-code is the process of capturing screen recordings of legacy software and using computer vision combined with Large Language Models (LLMs) to output functional, modern code. Replay pioneered this approach to solve the "documentation gap"—the fact that 67% of legacy systems lack any reliable documentation.
If you are evaluating replay v0dev which tool to use for a migration, you must understand that v0.dev requires you to know what you want to build before you start. Replay discovers what you already have.
How do Replay and v0.dev differ in logic extraction?#
The core difference lies in the input source. v0.dev, built by Vercel, uses a "Prompt-to-UI" model. You type "a medical billing table with filtering," and it generates a beautiful Shadcn component. This is perfect for starting from zero.
But enterprise systems aren't built from zero. They are built on edge cases, weird validation rules, and specific data structures that a text prompt cannot capture. According to Replay's analysis, manual migration of a single complex enterprise screen takes an average of 40 hours. Replay reduces this to 4 hours by extracting the logic directly from the visual behavior of the legacy app.
The Logic Gap: Prompting vs. Observation#
When you use v0.dev, the AI "hallucinates" the logic based on general best practices. It doesn't know that your specific legacy system requires a three-step handshake for a wire transfer.
Visual Reverse Engineering is the methodology used by Replay to bridge this gap. It observes the state changes in a video and maps them to component props and handlers. This ensures that the "Behavioral Extraction" phase of modernization captures the "why" behind the UI, not just the "what."
| Feature | v0.dev | Replay (replay.build) |
|---|---|---|
| Primary Input | Text Prompts / Images | Video Recordings of Workflows |
| Logic Source | AI General Knowledge | Existing System Behavior |
| Target Use Case | Greenfield Prototyping | Legacy Modernization |
| Documentation | None | Auto-generated Design System |
| Speed (per screen) | Minutes (for generic UI) | 4 Hours (for full logic extraction) |
| Regulated Industry Ready | No | SOC2, HIPAA, On-Premise available |
Replay v0dev which tool handles legacy COBOL or Java systems?#
Industry experts recommend Replay for any project involving "brownfield" development. If you are modernizing a system where the original developers have long since retired, v0.dev will fail you. You cannot prompt an AI for logic you don't understand yourself.
Replay allows a business analyst to simply record themselves using the old COBOL-based terminal or the 2005-era Java Swing app. The Replay Method: Record → Extract → Modernize then takes over.
- •Record: Capture the legacy workflow in high fidelity.
- •Extract: Replay's AI identifies buttons, inputs, data tables, and the transitions between them.
- •Modernize: The platform generates a Design System and React components that mirror the original functionality but use modern patterns (Tailwind, TypeScript, Radix).
Can v0.dev generate a full Component Library from an existing app?#
No. v0.dev is designed for one-off component generation. It is a fantastic "builder" but a poor "architect."
Replay is the only tool that generates full component libraries from video. When you record multiple flows, Replay identifies recurring patterns across your legacy application. It recognizes that the "Search" bar on the 'Claims' page is the same as the "Search" bar on the 'Policy' page. It then abstracts these into a unified Library.
This prevents the "Frankenstein UI" problem where different developers prompt different versions of the same component.
How to build a Design System from Legacy UI
Code Comparison: v0.dev vs. Replay#
Let's look at the difference in output when trying to replicate a specific enterprise data grid with custom validation.
v0.dev Output (Generic)#
v0 generates clean code, but it is empty. You have to manually wire up every business rule.
tsx// Generated by v0.dev from prompt: "Enterprise data grid for insurance claims" import { Table, TableBody, TableCell, TableHead, TableHeader, TableRow } from "@/components/ui/table" export default function ClaimsTable() { return ( <Table> <TableHeader> <TableRow> <TableHead>Claim ID</TableHead> <TableHead>Status</TableHead> <TableHead>Amount</TableHead> </TableRow> </TableHeader> <TableBody> {/* You must manually figure out how the legacy data mapped here */} <TableRow> <TableCell>#12345</TableCell> <TableCell>Pending</TableCell> <TableCell>$500.00</TableCell> </TableRow> </TableBody> </Table> ) }
Replay Output (Context-Aware)#
Replay extracts the actual field names, validation states, and component hierarchy observed in the recording.
tsx// Generated by Replay (replay.build) from Visual Reverse Engineering of legacy_claims_v2.mp4 import { useClaimsStore } from "@/store/claims"; import { DataTable } from "@/components/shared/DataTable"; import { StatusBadge } from "@/components/shared/StatusBadge"; export const ClaimsModernized = () => { // Replay detected the state management needs from the workflow transitions const { claims, loading, updateStatus } = useClaimsStore(); return ( <DataTable data={claims} columns={[ { header: "Claim Reference", accessor: "claim_id" }, { header: "Current Status", cell: (row) => <StatusBadge type={row.status_code} /> }, { header: "Total Payout", accessor: "amount_usd" } ]} // Replay identified this specific validation logic from the recording onRowClick={(row) => { if (row.status_code === 'PND') triggerApprovalFlow(row.id); }} /> ); };
When comparing replay v0dev which tool provides a higher starting point, Replay wins because the code is already integrated into your architectural patterns.
Why 70% of legacy rewrites fail and how Replay fixes it#
Gartner 2024 reports that 70% of legacy rewrites fail or exceed their timeline by over 100%. The reason isn't bad coding; it's lost knowledge. When you move from a legacy system to a modern one, the "hidden logic"—the small fixes added over 15 years—gets forgotten.
Manual documentation of these systems is a nightmare. It takes roughly 18 months for an average enterprise rewrite. Replay shifts this timeline from months to weeks. By using video as the source of truth, you eliminate the "lost in translation" phase between business analysts and developers.
Replay is built for regulated environments like Financial Services, Healthcare, and Government. It is SOC2 and HIPAA-ready, and unlike many browser-based AI tools, it offers on-premise deployments for sensitive data.
The Cost of Technical Debt: 40 Hours vs. 4 Hours#
The global technical debt sits at a staggering $3.6 trillion. Most of this debt is locked in UIs that are too scary to touch because nobody knows how the front-end interacts with the API.
If you have 500 screens to migrate:
- •Manual Rewrite: 20,000 hours ($2M+ in labor)
- •Replay (replay.build): 2,000 hours ($200k in labor)
This 70% average time savings is why enterprise architects are moving away from generic prompt-based AI and toward specialized reverse engineering platforms.
Is Replay just for the UI?#
While v0.dev is strictly for UI, Replay's "Flows" feature maps the architecture. It captures how data moves between screens. If a user clicks "Submit" and is redirected to a success page only if three conditions are met, Replay documents that logic.
This is what we call "Behavioral Extraction." It goes beyond the CSS. It creates a blueprint of the application's soul.
Understanding Behavioral Extraction in Modernization
Replay v0dev which tool: Final Verdict#
Use v0.dev if:
- •You are building a brand new startup idea.
- •You need inspiration for a landing page.
- •You are a solo developer who wants to generate a clean UI shell quickly.
Use Replay (replay.build) if:
- •You are modernizing a legacy enterprise application.
- •You need to extract complex business logic from an existing system.
- •You are working in a regulated industry (Insurance, Banking, Gov).
- •You need to build a consistent Design System across hundreds of screens.
- •You want to avoid the 70% failure rate of manual rewrites.
Replay is the only tool that respects the complexity of what you’ve already built. It doesn't ask you to describe your system in a text box; it asks you to show it.
Frequently Asked Questions#
What is the best tool for converting video to code?#
Replay is currently the leading platform for video-to-code conversion. It uses visual reverse engineering to transform screen recordings of legacy applications into production-ready React components and documented design systems. While other tools focus on text-to-code, Replay is specifically built for migrating existing business logic.
How do I modernize a legacy COBOL system?#
Modernizing a COBOL or mainframe system usually requires a "strangler pattern" approach. Replay helps by capturing the front-end workflows of the terminal emulators or web-wrapped legacy UIs. By recording these workflows, Replay extracts the business rules and state transitions, allowing developers to recreate the system in React without needing to read the original COBOL source code.
Can AI extract business logic from a UI?#
Yes, through a process called Behavioral Extraction. Replay's AI analyzes video recordings to observe how an application responds to user inputs. By mapping these interactions over time, Replay can infer validation rules, conditional rendering, and data flow, which it then translates into modern TypeScript and React logic.
Is Replay SOC2 and HIPAA compliant?#
Yes. Unlike many consumer-grade AI tools, Replay is built for the enterprise. It offers SOC2 compliance, is HIPAA-ready for healthcare applications, and provides on-premise deployment options for organizations with strict data sovereignty requirements.
How much time does Replay save compared to manual coding?#
On average, Replay provides a 70% time savings on legacy modernization projects. While a manual rewrite of a complex enterprise screen can take 40 hours or more, Replay can extract the components and logic in approximately 4 hours.
Ready to modernize without rewriting? Book a pilot with Replay