MVP funcional de Web App B2B con IA y motor de reglas

@webbookstudio

Hi there, We understand you're looking for a senior developer or a small team to build and launch the MVP of a B2B Web App focused on Supply Chain Planning, with the goal of putting a functional version into production as quickly as possible to learn from real client engagements and evolve it through continuous improvement cycles. Our team at Webbook Studio has experience in building complex web applications, including a learning platform website for children using PHP, WordPress, and custom design, as well as e-commerce sites like the one for a Scandinavian fashion brand, which utilized WooCommerce and custom design. We're confident in our ability to integrate AI and rules engines into your project, given our background in JavaScript frameworks and API integrations. We'll deliver a fully functional MVP that meets your requirements, including the administration of questions, rubrics, and cases of use, as well as the integration of AI for analysis and reporting. Can you tell us more about your expectations for the AI integration and how you envision the rules engine impacting the user experience? Feel free to message us to discuss the details! — Webbook Studio

@ranjika08

Su MVP tiene una complejidad poco común para este rango porque mezcla intake bilingüe, matriz de madurez, reglas de priorización, análisis IA acotado, validación del consultor y reportes ejecutivos descargables. La clave no sería sobreconstruirlo, sino diseñarlo para que el equipo pueda modificar preguntas, rúbricas, casos y límites de IA desde un panel simple, mientras los cálculos y el scoring viven aparte en backend y nunca dependen del texto generado. He participado en productos web de negocio donde primero había que validar con pocos clientes reales y luego iterar rápido sobre lógica, UX y reporting. En un caso así, priorizaría una versión funcional end-to-end con admin, engagements, stakeholders, paso 1, paso 2 asistido, ranking y reporte; dejando fuera cualquier capa “bonita” que no ayude a aprender más rápido. También les puedo dejar propuesta de soporte evolutivo posterior y bloques de entrega demostrables. - ¿Tienen ya ejemplos de los reportes finales esperados, aunque sea en PowerPoint o Excel? - ¿La reserva del Discovery la imaginan con Calendly u otra herramienta externa ya definida? - ¿Necesitan auditoría básica de cambios por consultor/admin desde esta primera versión?

@juanpablomacf

Lo más delicado acá no es conectar una API de IA a un formulario; es mantener el scoring y las fórmulas de beneficio completamente separados del análisis generativo, para que la IA nunca termine calculando algo que debería salir de una regla determinística. Eso es fácil de decir y fácil de romper si el modelo de datos no lo obliga desde el diseño. He trabajado en plataformas B2B con IA y motor de reglas, y el patrón que uso es tratar las preguntas, rúbricas y casos de uso como contenido versionado en base de datos (no hardcodeado), con un motor de reglas que consume ese contenido para calcular rangos y clasificaciones. La IA solo interviene en la capa de interpretación de texto abierto -conectando el lenguaje del cliente con la librería de casos- y sus outputs quedan validados contra los límites que ustedes definan, nunca inventando cifras. Para el panel admin bilingüe, separaría contenido de lógica desde el inicio: así agregar un idioma o modificar una rúbrica no toca código. Preguntas: ¿La calificación consolidada (Paso 2) requiere ponderación distinta por stakeholder, o promedio simple? ¿El PDF ejecutivo debe generarse dinámicamente o basta una plantilla semi-fija por engagement? Juan Pablo

@Mahihassi

As a seasoned AI and Cloud Developer, my broad range of skills and experience align well with the ambitious scope of your project. I have a proven track record in building and deploying sophisticated applications, particularly those integrating AI capabilities like the Web App you've described. Not only am I efficient at developing powerful AI models and crafting intuitive User Experiences (UX), but I’m also skilled in API design, an essential element for building robust applications. This blend of skills is foundational to delivering your desired MVP encompassing functionalities like data analysis, rule-based systems and impactful reporting processes. Moreover, my proficiency in using Python, FastAPI, Node.js, React and various cloud platforms will be instrumental in establishing your supply chain planning application. Constructing an adaptable backend architecture capable of managing libraries of projects or use cases while avoiding any hard-coded dependencies highlights my approach to innovation. I prioritize upgradability and customization in every stage of the development process. Lastly, I understand the significance of maintaining long-term relationships with clients, especially when it comes to improving and evolving products iteratively – which is exactly what you desire beyond the MVP launch.

@temoberishvili

Hello! I see you're looking to build and launch an MVP for a B2B web app with AI and a rule engine. Your goal is to create a functional product that meets user needs effectively. I understand that you're seeking someone who can handle both the technical and practical sides of this project. Could you clarify a bit more about the specific functionalities you envision for the rule engine? Additionally, what kind of AI integrations are you considering? I believe a phased approach could be beneficial. Starting with a prototype to validate the core features, followed by iterative enhancements, would help in managing risk while ensuring we meet your expectations. I have a solid background in full-stack development and AI integration. Some similar things I've built include a regional booking platform for a tutoring company, an internal CRM for a property agency, and a React Native field-reporting app. Looking forward to discussing this further!

@flapjakc

Hola, soy Mateo, desde Toronto. Un MVP como este solo se mantiene facil de evolucionar si las reglas, calculos y contenido administrable quedan completamente separados del analisis generativo desde el primer commit, asi las preguntas y rubricas se editan desde el panel sin tocar codigo, y la IA nunca sustituye una formula, solo interpreta texto abierto dentro de limites definidos. Mencionas que la IA no debe inventar cifras ni reemplazar formulas, asi que construiria dos capas separadas: un motor de reglas deterministico para todo calculo de madurez y rangos de beneficio, y una capa de IA aislada que solo procesa respuestas abiertas y las conecta con la libreria de casos de uso, nunca al reves. Construiria esto con un stack web tradicional (Node o Laravel, base de datos relacional, frontend responsive), panel administrativo bilingue para preguntas y rubricas, integracion seguro con una API de IA por el backend, y entregas frecuentes por hito en lugar de esperar al final. Sobre tus dos preguntas: las preguntas, rubricas y casos de uso viven en tablas administrables desde el panel, no en codigo, así que actualizarlas es edicion de contenido, no despliegue. Los calculos deterministicos corren en un servicio separado que la IA solo consulta, nunca modifica. Dado el alcance, te gustaria que la primera entrega demostrable sea el flujo completo de Interaccion Paso 1 (evaluacion publica y reporte), antes de avanzar al panel de consultor y Paso 2? Quedo atento.

@longngoc2307

Hola, soy Truong. "MVP B2B CON IA Y MOTOR DE REGLAS" — necesitan lanzar una primera versión útil para clientes reales y poder ajustarla rápidamente con cada engagement. Separaría desde el inicio el contenido editable, las reglas, los cálculos y la IA. Así podrán cambiar preguntas, rúbricas y casos desde el panel sin tocar código, mientras la IA analiza el contexto pero nunca modifica los cálculos. ¿Cómo quieren que el consultor registre el ajuste final del ranking? ¿Ya están definidas las fórmulas de beneficio, madurez y scoring? ¿Ya tienen una plantilla para el PDF ejecutivo final? Quedo atento para trabajar con ustedes.

@mayr81

Construiremos un MVP funcional de Web App B2B para Supply Chain Planning que se pueda poner en producción rápido, administrable por el equipo, y listo para evolucionar por ciclos. Discovery técnico breve + backlog - Mapa de flujos Paso 1/2, dominios (empresas, engagements, stakeholders, rúbricas, casos, reglas, resultados) y definición de “límites” de IA. Arquitectura y modelo de datos - Separación estricta: 1) Reglas y cálculos determinísticos (motor de reglas + funciones puras versionadas). 2) Análisis generativo solo con extracción/interpretación guiada por reglas y evidencias. - Configuraciones en español/inglés: preguntas, rúbricas, librería de casos, insights y límites desde panel admin (sin hard-code). Implementación del MVP - Autenticación para administradores/consultores. - Admin básico para actualizar preguntas, rúbricas, casos, variables 1-5, reglas e idiomas. - Interacción Paso 1: clasificación de madurez, selección inicial de casos, salida visual y descarga (PDF) con agendamiento externo. - Interacción Paso 2: registro de engagement, análisis IA gobernado por límites, scoring determinístico, matriz valor vs complejidad, ranking sugerido, ajuste manual del consultor y trazabilidad de evidencia. IA, reportes y auditoría - Registro de errores y consumo de IA; prompts parametrizados por reglas. - Reportes ejecutivos descargables en el idioma elegido. Entrega y operación - Ambientes de prueba/producción, documentación técnica y administrativa, transferencia

@chiragpipal

⚠️ If you're not happy, you don’t pay. ⚠️ Hi, Thank you for checking my proposal and sharing the detailed project brief. I can build your B2B Web App MVP using a robust tech stack (React, Node.js, and PostgreSQL) with an agile, user-friendly design. I will deliver: - A responsive interface in English and Spanish for seamless user experience. - Admin panel for real-time management of questions and configurations. - Integration of AI for deterministic analysis and tailored insights. - Comprehensive reporting, including visual maturity journeys and project prioritization. - Basic user authentication for secure stakeholder engagement. You will also receive documentation and initial support for post-launch optimization. I am confident I can execute your vision professionally and efficiently. Looking forward to discussing timeline and next steps. Best regards, Chirag.

@SkillCrafts

Having successfully delivered similar functional MVPs for B2B SaaS platforms incorporating AI-driven insights and rule-based logic, I understand the critical need for speed-to-market without sacrificing core functionality. My approach focuses on rapid iteration and delivering tangible value from day one, mirroring your goal of a production-ready MVP for real clients. For this Web App B2B MVP, I propose a tech stack prioritizing efficiency and scalability: Python with Flask/FastAPI for the backend API, leveraging libraries like Pandas and NumPy for data manipulation and rule engine integration. For the AI component, I'll utilize Scikit-learn or TensorFlow/PyTorch for model development and deployment, potentially integrating with a managed cloud AI service for faster setup. The frontend will be built with React or Vue.js for a responsive user interface. Development will follow an agile methodology, with initial sprints focused on core planning features and the primary rule engine logic, followed by iterative AI integration and UI refinement based on early user feedback. Given the focus on continuous improvement, how do you envision the initial set of core rules and AI functionalities being prioritized for the MVP? Also, what are your key performance indicators for the initial client engagements that will guide future development cycles? I'm eager to discuss your vision further and explore how my expertise can accelerate your MVP launch.

@TechWagger2026

As a seasoned web and mobile app developer with proven expertise in creating functional, user-friendly, and high-performance digital solutions, my experience aligns perfectly with your B2B Web App project. With over 14 years of building and delivering successful projects, I have honed my skills in Full-Stack Development, Frontend Expertise, Microsoft Tech., Mobile App Development, CMS & E-commerce, Third-Party Integrations, Databases and more. These skills enable me to architect and deliver end-to-end solutions that are not only powerful but also highly customizable - critical for the continual improvement approach you're taking with the MVP. Furthermore, my fluency with different databases ranging from SQL/NoSQL to even Access positions me strongly to handle your bilingualism requirement. You can rest assured that your Spanish and English content would not only be smoothly manageable but also highly effective in ensuring iterative improvement without application rebuilding. In short, by selecting me for this important project you are choosing a balanced combination of proven expertise in full-stack development along with an AI model experience which will ensure faster R&D, flexible integration capability for future functionalities & industry best practices solutions. Let's get on board to make this MVP a success.

@sanddep5

With over a decade's worth of experience in full-stack development and a keen understanding of web app design, I am confident that I am the ideal candidate to bring your MVP to life. My proficiency in React, Node.js and thorough knowledge of MongoDB and MySQL would be instrumental in creating a fully functional B2B web app for your Supply Chain Planning needs. Moreover,my deep comprehension with LLMs will enable me to manage the AI aspect of the app; taking into account defined rules, sources, and limits while providing valuable analysis. Understanding that your app would be a constantly evolving project, my strengths lie in delivering scalable solutions that are rooted in clean code practices. This would allow for seamless future modifications without needing to rebuild the entire architecture from scratch. Additionally, having built numerous websites on various platforms including WordPress and Shopify, I have had extensive experience in building management interfaces with multilingual functionality which I believe will fit perfectly with your requirement for Spanish and English management capabilities. Lastly, my strong commitment to delivering on time without compromising the quality of output coupled with my availability for long term support aligns perfectly with your expectation of a long-term relationship. Let's work together to not just build a web app, but build a remarkable web app that grows along with your business.