Trustless Verification
Verify the verifier across requirements, architecture, build, and quality audits.
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Manufacturing Software
Transform Your Organization To A Software Factory
Use the Augie™ Software Factory and the Dee Agentic Platform to manufacture enterprise-class applications that are built to operate and scale. Company founders, software companies, businesses and investors, all will consider a transformation to manufactured software. Come join the software reformation.
How To Leverage The Factory
Software Audits
Optimize your software with a 400+ point review of your solution and determine your readiness for factory transformation.
Manufacturing Software
Manufacture software in record time at low cost and with high quality built in. Change from craft-coding to manufactured software.
Manufacture DSA Agents
Manufacture Deterministic Software Agents to automate a range of operational tasks within your organization.
Operating Software
Let Vibin Labs help you operate your software and your DSAs with 24x7 support, backup and recovery services, and fully instrumented operations.
Target Client Segments
Software Companies
Transform your organization and legacy code base to a software manufacturing model and benefit from the advanced economics of running a factory.
Businesses & Founders
Build your product, transform your early stage platform or deploy DSA agentic agents all with the software manufacturing model. Leverage software factory cost structures to revolutionize your competitive space and internal operations.
Portfolio Investors
Analyze your portfolio companies and determine which ones are best suited to start manufacturing software. Audit new potential investments, and ensure your companies are becoming software manufacturing forward.
Get In Touch
Ready to join the reformation? Let's talk.
Have questions about Augie™ or the Dee Agentic Platform or want to learn more about the Software Reformation?
Drop us an email and we'll get back to you.
Augie™
Software Factory
Manufacture Software With Natural Language
Companies and regular people can now manufacture software apps using natural language and a software factory all enabled by Prompt Driven Development. Create enterprise-grade applications guided by human instructions and coded by the LLM machine.
Meet the Deterministic Software Agents (DSAs)
The software agents that humans orchestrate to run the factory
Reba the Research Agent
Reba works with the factory orchestrator and performs any research needed to help shape the requirements and factory build spec for the new product. Reba organizes the research that feeds the subsequent requirements definition process.
Robbie Requirements Agent
Robbie facilitates the process of getting the Domain Expert and orchestrator to document everything. From basic requirements, to defining a use case inventory, Robbie makes sure the product is well thought out and well documented.
Dash the Design Agent
Dash works with the orchestrator on a Design Brief that defines the look and feel of the app and to establish design standards used throughout the build process. Dash also assembles a logo design brief and helps create any graphic images and files needed for the software build including logos, app icons and internal app graphics.
Paula the Prototyping Agent
Paula creates working HTML prototypes. Paula takes all of the requirements and design briefs and creates a first-cut of the product’s user interface. Factory prototypes are one of the key assets in driving software factory success.
Vicky the Verifying Agent
Vicky does validation! Vicky drives verification at various stages of the manufacturing process from verifying the plan to verifying the final product. Vicky also uses a unique technique of secondary validation using separate LLM sessions and separate LLM models.
Angie Storefront Agent
Angie is the Storefront of the factory. Angie makes sure the software you developed with Augie gets deployed to the world. Angie manages the loading dock and gets software to market — manage your app portfolio, review the factory pipeline from app store submission, content preparation, to live deployment. Angie has a built in content prep engine for managing the marketing process in over 20 languages. Prepare multi-language content and get your apps noticed globally.
Oppy Ops Agent
Oppy manages the hour-by-hour operations of the manufactured software deployed into production. Oppy includes full instrumentation and real time reporting to ensure the framework and software stay in operations.
Why Manufacture Software?
I
Fast Production Times & Low Cost
Software manufacturing builds apps rapidly and at low cost. The largest cost is the domain expert orchestrator. The LLM costs are negligible as the software manufacturing process uses tokens very sparingly. And time to market is measured in hours and days not months and quarters. By several measures, manufacturing time to market is achieved faster than in a hand-coded effort.
II
Easy To Customize
Companies and people get their stack back with dedicated infrastructure, no more sharing of bloated SaaS infrastructures. That's right, the bloat is not a moat!!! Factory-manufactured code is built to make it easy to change and modify the app. This all leads to huge flexibility and allows the app builder to go at their own preferred pace. Roadmaps are reduced to nothing, as domain expertise becomes the new bottleneck.
III
High-Quality Standards
The factory has high-quality standards enforced at multiple stages in the process. Verification is a cornerstone of the factory method. Quality standards are built into the requirements and specifications. The software is audited continuously against stringent industry quality guidelines. Lastly all manufactured software has built-in coverage for automated regression testing. Every change is tested in minutes across the stack. This testing approach is an outcome of the factory and can be hard to replicate with hand-crafted applications.
IV
Ease Of Operations
Manufactured software is built to operate. Testing is automated and deployment is carefully managed. All elements of the architecture are proactively monitored and instrumented into control panels and operations dashboards. Backup and recovery and 24x7 support are standard outputs of the factory.
V
Standardized Architecture
Manufactured software is developed using a standard, well-documented process that enforces consistency. Everyone follows the same process. The architecture is built to optimize the LLM-coding machine's capabilities and modularized for scale and ease of support.
VI
Documented & Auditable
All software factory output is fully documented and auditable. In highly regulated industries, the software factory creates a very high level of transparency for all stakeholders and regulators. Everything is tracked and every activity can be reported on. Software manufacturing lends itself to highly regulated environments that demand repeatable structure.
VII
Efficient LLM Usage
Software manufacturing uses the LLM efficiently. The emphasis on upfront thinking and standard factory protocols allows the LLM to compile the spec and build an app using minimal LLM metered tokens. Iterations are minimized and surgical editing allows for the LLM to become an efficient factory machine-partner. As LLM costs fluctuate, the factory can provide a buffer as efficiency is an outcome of the software manufacturing process.
Software Factory Raw Materials
Software manufacturing is comprised of 3 key raw ingredients, together they create complex, enterprise-class applications.
Domain Expert
LLM Coding Machine
Manufacturing Methodology
Prompt Driven Development
A structured software manufacturing process that emphasizes thinking before implementation
1
Research
Research
Explore the problem space, study existing solutions, and gather domain knowledge. Understand the landscape before building.
2
Requirements
Requirements
Capture detailed specifications through natural language prompts. Define what the software must do, not how.
3
Design
Design
Architect the solution structure, define data models, and plan user interfaces. Create the blueprint for implementation.
4
Prototype
Prototype
Build rapid working models to validate concepts. Test ideas quickly before committing to full implementation.
5
Refine
Refine
Iterate based on feedback and testing. Polish the design, improve prompts, and optimize the specification.
6
Code
Code
LLM generates production code from refined specifications. The factory transforms prompts into working software.
7
Verify
Verify
Test, validate, and ensure quality. Confirm the software meets requirements and performs as specified.
Augie & Angie Enterprise Governance
Ready to Start Building?
Join the Software Reformation today.
Dee
The Agentic Platform
Deploy Deterministic Software Agents
Companies can now harness the power of AI and deploy software agents to solve the real work of an organization, all on an enterprise class agentic management and operations platform.
Meet Dee and the Deterministic Software Agents (DSAs)
Dee manages the software agents that humans manufacture and orchestrate to tackle internal tasks
Reba the Research Agent
Reba works with the factory orchestrator and performs any research needed to help shape the requirements and factory build spec for the new product. Reba organizes the research that feeds the subsequent requirements definition process.
Robbie Requirements Agent
Robbie facilitates the process of getting the Domain Expert and orchestrator to document everything. From basic requirements, to defining a use case inventory, Robbie makes sure the product is well thought out and well documented.
Dash the Design Agent
Dash works with the orchestrator on a Design Brief that defines the look and feel of the app and to establish design standards used throughout the build process. Dash also assembles a logo design brief and helps create any graphic images and files needed for the software build including logos, app icons and internal app graphics.
Paula the Prototyping Agent
Paula creates working HTML prototypes. Paula takes all of the requirements and design briefs and creates a first-cut of the product’s user interface. Factory prototypes are one of the key assets in driving software factory success.
Vicky the Verifying Agent
Vicky does validation! Vicky drives verification at various stages of the manufacturing process from verifying the plan to verifying the final product. Vicky also uses a unique technique of secondary validation using separate LLM sessions and separate LLM models.
Angie Storefront Agent
Angie is the Storefront of the factory. Angie makes sure the software you developed with Augie gets deployed to the world. Angie manages the loading dock and gets software to market — manage your app portfolio, review the factory pipeline from app store submission, content preparation, to live deployment. Angie has a built in content prep engine for managing the marketing process in over 20 languages.
Oppy Ops Agent
Oppy manages the hour-by-hour operations of the DSAs deployed into production. Oppy includes full instrumentation and real time reporting to ensure the DSA framework and DSAs stay in operations.
Dee The Enterprise Class Agentic Platform
Central Policies
One Manufacturing Process
Full Entitlements
100% Auditable
Built To Operate
The DSA platform is made for the enterprise. Dee runs on a powerful central server and contains an entire environment for manufacturing, deploying and operating DSAs.
Dee includes a central policy infrastructure, drives user-level entitlements and records everything from how DSAs were developed to how they operate in production.
Dee is a complete platform for enterprise DSA deployment.
Dee Agentic Platform Enterprise Governance
DSA Agent Visibility Becomes Essential
Organizations must maintain real-time visibility into their DSA agent ecosystem — including usage, compliance posture, operational health, and business impact — to safely operate agents at scale.
Factory Blueprints
Solutions Built On The Software Factory
Blueprints drive the software manufacturing process. Partners of Vibin Labs have access to software factory blueprints, and the blueprint source code is free. The blueprints cover comprehensive products and platforms, enabling a business or software company to speed up their transformation and lower their overall cost of production. A few common blueprints are described below and the code can be made available upon request.
Augie Bank
The Digital Bank Platform of the Future — DBP3000
Augie Bank is the future of digital banking, delivering Credit Unions and Banks over 75% savings when compared to traditional digital bank platforms.
A full digital banking platform for consumers and businesses combining over 50 different modules and features.
Augie Bank represents the unbundling of digital banking enterprise platforms — a revolutionary new pricing model where the code itself is free and the value is in development and operations.
What You Pay For
✓ Source code is free to FI customers
✓ Pay for the Augie Software Factory tool
✓ Pay for Augie Bank Maintenance & Support
✓ Pay for the data center (FI contracts with AWS/Azure)
DO NOT pay for the software. No subscriptions.
Desktop Digital Banking
The next great opportunity for digital banking
Desktop digital is the next great opportunity for digital banking. For two decades the entire industry has been focused on the cloud and the browser. We all know desktop apps are better. On the mobile device native apps won, and yet still we never challenged browser supremacy on the desktop. Until now. Desktop Digital Banking is coming to a bank or credit union near you.
More Secure
Desktop digital introduces 4-factor login authentication, creating the safest space in banking.
Better Experience
Desktop versions of our favorite apps are simply better than browser versions.
Easier to Maintain
Desktop apps represent about 10% of the platform code and are reused by all device-specific native apps. Reuse is real with Augie Bank.
Faster to Distribute
App stores make app distribution as easy as one, two, three.
Technology Stack
SWIFT · C# · Kotlin
VAPOR · RUST · HTML/CSS
View Details →
How To Start
Augie Bank is ready for full deployment — there are many ways to start. You can complement your existing digital bank platform so you don't need to replace it — augment it.
Desktop Launch
Launch the stand-alone desktop digital banking app for selected or all customers/members. Plug into existing infrastructure for rapid implementation — the APIs are ready.
Catalog Module
Pick from the Augie Bank catalog and launch an app or feature module in your digital banking platform vendor marketplace or equivalent.
Open Banking
Solve the Open Banking challenge giving members and customers full control over which vendors access their accounts. Stay compliant with the new regulatory environment.
Build New Modules
Build a new module using the Augie™ Factory and launch directly via your digital marketplace, the App Store, and Google Play.
The New Deployment Model
Powered by Oppy — intelligent operations that monitor datacenters, software, and interfaces around the clock. Proactively manage backups, system recovery, and deployment management so your team stays in charge and informed.
Meet Oppy
Oppy is the operations backbone of Augie Bank. It monitors your datacenters, software, and interfaces 24x7. From automated backup & recovery to deployment management, Oppy keeps everything running so you can focus on banking.
Key Features
DBP 3000 — A complete digital banking platform reimagined
Desktop Apps
Supports traditional native apps and browser access plus adds exciting new capability to launch digital banking on the desktop. Businesses and consumers thrive using responsive desktop applications for Mac and PC.
Source Code Ownership
With Augie Bank, you own the source code. No more monthly subscription fees and software rental charges. The entire digital banking code base is free to all customers.
Custom, Roll Your Own Software
Using the Augie Software Factory, a financial institution can build their own digital banking software using natural language. No hand-coders — just you, Augie, and the ability to create production-ready apps.
Fully Integrated Platform
Consumer, business, mobile, desktop, and browser all share the same code base. One platform, every channel.
Full Business Suite
From cash management to invoicing to payroll processing, Augie Bank lets a business do everything in one place. The dream of a single digital bank dashboard for businesses, realized on the desktop.
Explore Augie Pay →
Native vs Browser
Desktop Digital Banking is here. It will provide a long-term superior experience for businesses and consumers. The challenges of desktop software have been solved.
Entitlements Driven
All aspects of Augie Bank for both consumers and businesses are driven by a powerful entitlements engine. Any feature can be turned on or off for any user, with built-in workflow tools for approvals.
Augie Business
An Integrated Suite For Today's Agile Business
The Augie Business Suite is a fully integrated application for today's agile business. The suite is centered around the business — getting paid fast and keeping tabs on finances in real time.
The Modules
Five fully integrated modules for running the business
CRM Module
Keep track of all your clients and associated sales activities. Set up reminders and drive revenue and new customers.
Estimates & Invoices
Send prospects estimates and get paid quickly with e-invoicing. Simplify the process and make it easy for customers to pay.
Cash Flow
Estimate your cash flow including your most recent purchases and incoming revenue. Sync with your bank to get your real balance and available cash.
Payroll
Pay your employees and contractors and use your digital bank partner for processing. Fully integrated payroll services that create NACHA-formatted files for upload to your bank.
ACH & Payments
A payments module for making payments to vendors via ACH. Prepares NACHA files for bank upload.
Augie RIA
Compliance & Portfolio Management For Registered Investment Advisors
Augie RIA comprises two key modules — together they help registered investment advisors stay compliant with emerging SEC standards and own their portfolio management software outright.
Lumi LLM Monitoring
Lumi is your compliance agentic manager, allowing an RIA to track and log all LLM activity within the firm. Employees are restricted and can't upload sensitive information or customer data. Lumi allows an RIA to satisfy emerging SEC regulatory standards going into effect June 3, 2026.
Augie PMS
Augie PMS is a powerful portfolio management solution that enables an RIA to manage all of their portfolios in one place. With Augie RIA, the money manager can own their own solution.
Wheel Barrow Industries
Apps Built Different
WBI is where the Software Reformation comes to life. WBI is a proof point for the software reformation — software abundance at scale. We're building and publishing apps for desktop and mobile devices — crafted with Augie™, the AI-powered Software Factory. Dozens of apps published in categories people love.
The Factory In Action
WBI is proof that the Software Reformation works. Our goal is to demonstrate the software factory is real by publishing apps in record time and in record numbers.
All with Augie™ and just a few humans orchestrating the show.
The App Store
Apps available now on iOS and Android
0 apps and counting
Loading apps...
Our Mission
Building apps that respect you
Private
Your data stays on your device. We don't collect, track, or sell your information. Ever.
Local
Apps that work offline. No cloud dependencies, no accounts required, no servers tracking you.
Subscription Free
Buy once, own forever. No monthly fees, no recurring charges, no subscription fatigue.
Wheel Barrow Industries
Apps Built Different
WBI is where the Software Reformation comes to life. WBI is a proof point for the software reformation. Software abundance at scale. We're building and publishing apps for Desktop and mobile devices — crafted with Augie™, the AI-powered Software Factory. Dozens of apps published in categories people love.
The App Store
Apps available now on iOS and Android
0 apps and counting
Loading apps...
Our Mission
Building apps that respect you
Private
Your data stays on your device. We don't collect, track, or sell your information. Ever.
Local
Apps that work offline. No cloud dependencies, no accounts required, no servers tracking you.
Subscription Free
Buy once, own forever. No monthly fees, no recurring charges, no subscription fatigue.
Want to Build Like This?
Learn about Augie™, the Software Factory behind WBI.
Desktop Digital Banking
The next great opportunity for digital banking
Desktop digital is the next great opportunity for digital banking. For two decades the entire industry has been focused on the cloud and the browser. We all know desktop apps are better. On the mobile device native apps won, and yet still we never challenged browser supremacy on the desktop. Until now. Desktop Digital Banking is coming to a bank or credit union near you.
More Secure
In every measure, desktop digital is superior to putting banking in the cloud. Desktop Digital introduces 4-factor login authentication, creating the safest space in banking.
Better Experience
We all know it. We have used desktop versions of our favorite apps and they are simply put, better than browser versions.
Easier to Maintain
Code base reuse is a reality in Augie Bank. The desktop apps represent about 10% of the code within the platform and code is reused by all the device-specific native apps. Reuse is real with Augie Bank.
Faster to Distribute
App stores make app distribution as easy as one, two, three.
Desktop Launch
Launch the stand-alone desktop digital banking app for selected or all customers/members. Plug the app into existing digital bank infrastructure for rapid and easy implementation — the APIs are ready to support desktop digital.
Catalog Module
Pick from the Augie Bank catalog and launch an app or feature module in your digital banking platform vendor marketplace or equivalent.
Open Banking
Solve the Open Banking challenge giving your members and customers full control over which vendors access their accounts. Remain compliant with the new regulatory environment.
Build New Modules
Build a new module using the Augie™ Factory platform and launch the app to customers directly via your digital platform marketplace, the App Store and Google Play.
The New Deployment Model
Powered by Oppy — intelligent operations that monitor datacenters, software, and interfaces around the clock. Proactively manage backups, system recovery, and deployment management so your team stays in charge and informed.
Key Features
DBP 3000 - A complete digital banking platform reimagined
Desktop Apps
Supports traditional native apps and browser access plus adds exciting new capability to launch digital banking on the desktop. Businesses and consumers will thrive using responsive desktop applications for the Mac and PC.
Source Code Ownership
With Augie Bank, you own the source code. No more monthly subscription fees and software rental charges. Take ownership of the code. The entire digital banking code base is free to all customers.
Custom, Roll Your Own Software
Using the Augie enterprise class software manufacturing tool, a financial institution can build their own digital banking software using natural language. No hand-coders, just you, Augie and the ability to create production-ready apps.
Fully Integrated Platform
Consumer, Business, mobile and desktop and browser all share the same code base. One platform, every channel.
Full Business Suite
From cash management to invoicing, payroll processing, Augie Bank allows a business to do everything all in one place. The dream of a single digital bank dashboard for businesses has been realized — and on the desktop.
Explore Augie Pay →
Native vs Browser
Desktop Digital Banking is here. Desktop Digital will provide a long term superior experience for businesses and consumers. The challenges of desktop software have been solved. This is the future of banking on the desktop.
Entitlements Driven
All aspects of Augie Bank for both consumers and businesses is driven by a powerful entitlements engine. Any feature can be turned on and off for any user. Powerful workflow tools are also built in to manage entitlements and approvals.
Ready to Transform Banking?
Discover how Augie Bank can save you over 75% on digital banking.
Vibin Labs
Vibin Labs provides services to help companies and individuals manufacture software. The company has clients throughout North America and is based in Austin, TX.
Infographic Repo
Visual briefs from Vibin Labs research and software factory analysis.
Factory Output
How a software factory turns specs, prototypes, audits, and code into shipped apps.
GPT vs Claude
A side-by-side look at the two leading LLMs across capabilities, strengths, and trade-offs.
The Law of Necessitated Determinism
Born out of the necessity of AI failure — why determinism is required for production AI.
Five Dimensions of Determinative Intelligence
Content creation, memory, execution, learning, and feedback — the five pillars of deterministic AI.
News & Blog
Vibin Labs Research
Industry Research
Market Research
Enterprise-Class Vibe Coding Market Outlook
March 2026 • 17 Vendors • 3 Segments
A comprehensive competitive intelligence study on AI-powered development platforms covering enterprise readiness, vendor profiles, and tier classifications across the vibe coding landscape.
Shorts
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