{"data":{"items":[{"id":"0e58306a-3124-4631-8c36-3b9d7edeed43","excerpt":"Airtable vs AppSheet for a Fleet Logistics App? Need advice on Stack & AI Strategy — # Tech Stack & AI Strategy Advice: Logistics No-Code Project for freezers follow-ups in our juice factory\n\nHi guys,\n\nI am currently building a field operations and asset management system for our commercial freezer fleet at **\"Juice Co","url":"https://www.reddit.com/r/nocode/comments/1ui0bv5/airtable_vs_appsheet_for_a_fleet_logistics_app/","role":"demand","weight":1.3154429,"occurredAt":"2026-06-28T15:33:39.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"nocode","intent":"alternative_search","painScore":0.39719394,"sentiment":-0.083333336,"confidence":0.94148916,"matchedPatterns":["switching_from","missing_feature","workaround","manual_process"],"statement":"o *Workaround:* If mandatory GPS locking is too complex, reps can manually copy-paste Google Maps URLs when connected, with the database coloring.","title":"Airtable vs AppSheet for a Fleet Logistics App? Need advice on Stack & AI Strategy","body":"# Tech Stack & AI Strategy Advice: Logistics No-Code Project for freezers follow-ups in our juice factory\n\nHi guys,\n\nI am currently building a field operations and asset management system for our commercial freezer fleet at **\"Juice Company\"** (moving from manual WhatsApp reporting to a digital cloud ecosystem). I have **zero coding experience**, but my **English is good**, and I am relying heavily on **AI (LLMs)** to architect, code, and guide me through the development.\n\nI would highly appreciate your expert advice on the optimal platform choice and AI-coaching strategy.\n\n# 1. Core Concept & 10 Standard Operations\n\nWe need a dynamic system to track our distributed freezers and field representatives' movements via a dual-phase flow: **\"Service Request (Remote)\" & \"Execution (On-site)\"**.\n\nField agents must select from 10 standard operations with conditional data entry:\n\n1.      **Refill:** Inventory replenishment (Small cup, Large Cup, etc.).\n\n2.      **Fix:** Maintenance logs (Compressor, Fan, Freon, etc.).\n\n3.      **Relocate:** Moving a freezer between points of sale.\n\n4.      **Withdraw:** Returning asset to the warehouse.\n\n5.      **Lost:** Reporting missing assets immediately.\n\n6.      **Visit:** Routine checks & cleanliness audits.\n\n7.      **Update File:** Photographing and updating customer commercial licenses.\n\n8.      **Sales Issue:** General marketing and sales obstacles.\n\n9.      **Extra Freezer:** Requesting more freezer assets for high-volume sites.\n\n10.  **Change Freezer:** Swapping a faulty unit with a new one.\n\n# 2. Operational Requirements:\n\n·         **Offline-First:** Representatives frequently work in superstore basements or remote areas with zero cellular connection. The app must store logs locally and auto-sync when back online. (or at least manual location paste if the connectivity issue forces a workaround).\n\n·         **GPS Tracking & Heatmaps:** We need freezer locations mapped onto a main **dashboard Heatmap** to identify active vs. dead zones.\n\no    *Workaround:* If mandatory GPS locking is too complex, reps can manually copy-paste Google Maps URLs when connected, with the database coloring.\n\n·         **Future AI Integration:** The stack should scale so that we can eventually integrate **AI Computer Vision** (e.g., photo-scanning shelves for auto-stock audits, automated barcode/serial reads).\n\n·         **Low Middleware Complexity:** I want to avoid complex background piping (no heavy reliance on [Make.com](http://Make.com) or Zapier if a single native platform can handle it).\n\n# 3. The Dilemma: Platform Choice\n\n·         **Option A: AppSheet + Google Sheets**\n\n·         **Option B: Airtable + Native Interfaces**\n\n# My Questions to You:\n\n1.      **Which No-Code Platform is Best?** Considering our offline-first requirement, GPS tracking, and Heatmap needs, which route is structurally more stable and scalable for a non-coder?\n\n2.      **Which AI Assistant is Best?** Since I am leveraging AI to build and debug this, which LLM model (Claude 3.5 Sonnet, GPT-4o, Gemini, etc.) have you found to be the most accurate for architecting AppSheet expressions, Airtable formulas, or workflow logic?\n\n3.      **Are There Other Platforms?** Is there another No-Code platform I missed that bridges the offline/GPS capabilities of AppSheet with the beautiful UI, Map Views, and future AI scalability of Airtable?\n\nThanks in advance for your insights!","offTopic":true},{"id":"7800dc5f-fcc4-4397-98d7-92f2d34a94ed","excerpt":"Non-developer attempting to continue complex mobile app development solely with AI – what's the best workflow/architecture? — Hey guys, I'd appreciate to hear any thoughts or insights you may have on this situation.\n\n**DISCLAIMER: I know that this is extremely farfetched, and some may even see it as ridiculous. Keep in","url":"https://www.reddit.com/r/OnlyAICoding/comments/1stdcwj/nondeveloper_attempting_to_continue_complex/","role":"pain","weight":1.1788027,"occurredAt":"2026-04-23T09:02:28.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"OnlyAICoding","intent":"problem_report","painScore":0.48,"sentiment":0.4814815,"confidence":0.79648834,"matchedPatterns":["terrible","doesnt_work"],"statement":"Proving that this way doesn't work (the output is broken, we aren't able to continue development this way) is also a success.","title":"Non-developer attempting to continue complex mobile app development solely with AI – what's the best workflow/architecture?","body":"Hey guys, I'd appreciate to hear any thoughts or insights you may have on this situation.\n\n**DISCLAIMER: I know that this is extremely farfetched, and some may even see it as ridiculous. Keep in mind I didn't choose to be in this position, but now I need to figure out what is the best that can be done with what I've got. Proving that this way doesn't work (the output is broken, we aren't able to continue development this way) is also a success. I just need to actually try it.**\n\nOur company has been developing a mobile app for iOS and Android, with development outsourced to a vendor. The app is now quite mature, and the codebase is complex (relatively?). The tech stack:\n\n* **iOS:** Swift, Native (UIKit/SwiftUI)\n* **Android:** Kotlin, Native\n* **Backend:** Java, Spring Boot\n* **Database:** PostgreSQL\n* **Cloud:** AWS\n* **API:** REST/JSON\n* **Lambda** functions (separate repo)\n\nThe code is split across 4 GitHub repositories: iOS, Android, Backend, and Lambda.\n\nWe've now concluded development with the vendor, and they've handed over a stable version of the current builds. Rather than onboarding a new vendor, they want me to attempt continuing development solely using AI. Its the typical situation of a boss who is very excited by the capabilities of AI, while perhaps not yet fully understanding its limitations.\n\n**Important context: I am not a programmer and have no coding knowledge.**\n\nThe vendor team consisted of 5 members:\n\n1. iOS Developer\n2. Android Developer\n3. UI/UX Specialist\n4. Backend Developer\n5. QA Specialist\n\nI've spent the past couple of weeks consuming a ton of content about AI coding agents and workflows, and I'm now overwhelmed by the options. I'm trying to identify the approach that would give me the best possible output — and given the complexity of the project, the right approach is likely necessary for a working output at all.\n\n**What I've looked into so far:**\n\n**Claude Code + Agent Teams:** My research led me to Claude Code (CC), and from there to the Agent Teams feature introduced with Opus 4.6. My understanding is that sub-agents are limited because they can't communicate with each other — which seems important here since the project requires overlap (e.g., backend is shared across iOS and Android, QA needs to review everything). Agent Teams, however, allow peer-to-peer communication, which seems much more aligned with what's needed.\n\nMy question: are these agents designed for singular sessions and tasks, or can they handle long-term, continuous development? I essentially need to replicate a full dev team — from a PM creating tasks from spec sheets and delegating them, to engineers completing tasks, all while integrating into the existing codebase.\n\n**Linear integration:** I've seen suggestions to use project management tools like Linear, which CC can integrate with via MCP to formulate, track, and complete tasks. But how would this look in practice? One CC session tackling tasks one-by-one, switching between domains (frontend/backend) per task? Or a team of agents with a PM generating tasks in Linear that agents pull from and complete?\n\n**Paperclip:** I also came across Paperclip, which provides an interface to manage a company comprised of AI agents acting as employees. If I set up agents with different roles (iOS dev, Android dev, backend dev, QA), would this be the best approach? It seems to allow them to collaborate and communicate.\n\n**Key concerns and questions:**\n\n1. **Quality control:** One of the biggest concerns with AI coding is output quality. Developers can spot faults and steer the AI — I can't. The approach needs built-in checks, challenges, and validation before anything gets approved. I've read about using tools like Codex to challenge code by pitting different models against each other. How effective is this?\n2. **Models and subscriptions:** Which models should I run, and how many subscriptions/credits would be required? Would subscriptions (Max plan) be enough, or would I need API credits?\n3. **Instructions, skills, plugins:** How does this work? Set up individually per agent, or is there a shared environment with things assigned to the relevant agent?\n4. **Frameworks like Superpowers or GSD:** Users suggest these to improve agent output. How and where would they fit?\n5. **Long-term architecture:** Before technical details — what's the best high-level structure? The approach needs to:\n   * Start by reviewing, understanding, and synthesizing the existing codebase\n   * Support long-term, complex, continuous development\n   * Enable inter-agent collaboration\n   * Include guardrails and guidelines for stability and reliability\n   * Be persistent and effective over time\n6. **Cost and feasibility:** Even if costs are high, I need to understand them to evaluate options. What's the realistic spend for each approach?\n\nHas anyone here attempted something similar — running ongoing development of a complex, multi-platform app entirely with AI? What worked, what didn't, and what would you do differently?\n\nAppreciate any insight.","offTopic":true},{"id":"e9820c7e-cf3f-434c-a512-ee1fcad7f4d1","excerpt":"Building a personal training coach app — looking for stack advice and alternatives — I'm a freelance developer and I just got a new project: a personal training coach app. The idea is a Flutter mobile app for clients (iOS + Android) and a private Next.js web dashboard for the coach to manage everything. Looking to see ","url":"https://www.reddit.com/r/ClaudeAI/comments/1sp5s6k/building_a_personal_training_coach_app_looking/","role":"demand","weight":1.1347927,"occurredAt":"2026-04-18T18:43:12.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"ClaudeAI","intent":"alternative_search","painScore":0.67,"sentiment":-1,"confidence":0.67951655,"matchedPatterns":["alternative_to"],"statement":"\\- Any better alternatives to Stream Chat for 1-on-1 coaching messaging at this scale?","title":"Building a personal training coach app — looking for stack advice and alternatives","body":"I'm a freelance developer and I just got a new project: a personal training coach app. The idea is a Flutter mobile app for clients (iOS + Android) and a private Next.js web dashboard for the coach to manage everything. Looking to see if anyone has built something similar or has thoughts on the stack I'm planning.\n\n\\---\n\nQuick background on my previous work\\*\\*\n\nI've shipped a full ecommerce platform for a supplement store (Flutter app + Next.js site + employee dashboard + owner dashboard, all sharing one NestJS backend), and a dental clinic app (Flutter + NestJS + Supabase). Both are in final review with the clients right now. This coach app would follow a similar architecture.\n\n\\---\n\nWhat the app needs to do \n\n\n\nCoach side (web dashboard): build workout programs organized by muscle group, assign them per client, manage a custom exercise library where each exercise has a recorded video demo attached, track client progress (weight, measurements, progress photos), review weekly client check-ins, send meal plans, 1-on-1 messaging with clients, and manual payment tracking.\n\n\n\nClient side (Flutter app): guided workout sessions set by set with rest timer and video demos, workout logging, weight and measurement tracking with charts, progress photo uploads, meal plan viewer, weekly check-in forms, in-app messaging with the coach, push notifications.\n\n\n\nA few features I'm particularly happy with:\n\n\\-Equipment-aware program builder— when building a program for a client, the dashboard warns the coach if he tries to assign an exercise that uses equipment the client's gym doesn't have. Clients fill a gym equipment checklist on signup.\n\n\\- Training split assignment — coach sets the split (PPL / Upper-Lower / Bro Split / Full Body), the calendar auto-structures itself around it.\n\n\\- Full intake form on signup — before the coach even accepts a client, they fill stats, goals, experience, available days, preferred split, gym equipment, injuries, and progress photos.\n\n\\---\n\nStack I'm planning\n\n\\- Mobile: Flutter + Riverpod, Feature-First architecture\n\n\\- Backend: NestJS + PostgreSQL via Supabase, Prisma ORM\n\n\\- Dashboard: Next.js 14 App Router + TailwindCSS\n\n\\- Auth: Supabase Auth — TOTP 2FA for the coach, OTP for clients\n\n\\- Chat: Stream Chat (1-on-1 real-time messaging)\n\n\\- Push:OneSignal\n\n\\- Storage:Supabase Storage — private buckets for progress photos\n\n\\- Videos: Coach records each exercise demo himself, uploads as unlisted YouTube videos, pastes the link into the dashboard. Plays inline in the app. No video hosting cost.\n\n\\- Cache:Upstash Redis\n\n\\- Hosting: Railway\n\n\n\nFor the videos specifically — I went with unlisted YouTube instead of direct upload because hosting video is expensive and YouTube handles delivery well. Coach records his own demos so everything feels personal, not generic. Open to other approaches here.\n\n\n\n\\*\\*How I'm building it:\\*\\* Claude Sonnet 4.6 via [Claude.ai](http://Claude.ai) for architecture decisions and structured agent prompts (using Claude's built-in skills for systematic debugging and security auditing), then pasting into Antigravity as my IDE instead of Claude Code.\n\n\n\n\\---\n\nWhat I'm actually asking\n\n\n\n\\- Has anyone built a similar coaching/training app? What did you use and what would you do differently?\n\n\\- Any better alternatives to Stream Chat for 1-on-1 coaching messaging at this scale?\n\n\\- For the video demos — is unlisted YouTube the right call or is there a better approach?\n\n\\- Any obvious gaps in the feature set for a personal training app like this?\n\n\n\nAppreciate any input.","offTopic":true},{"id":"f750f6f9-22ef-423a-87c6-628bda4b9e42","excerpt":"Trying to build a personal dashboard. — Hi everyone,\n\nI’m pretty new to vibe coding and AI-assisted development, and I want to build a **personal dashboard/web app for myself** that combines a bunch of things I currently use separate apps for.\n\nThe idea is to eventually have:\n\n* **Tasks / to-do list**\n* **Calendar and ","url":"https://www.reddit.com/r/vibecoding/comments/1vn9j6p/trying_to_build_a_personal_dashboard/","role":"demand","weight":1.0205762,"occurredAt":"2026-08-13T12:37:52.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"vibecoding","intent":"alternative_search","painScore":0.27,"sentiment":1,"confidence":0.8036033,"matchedPatterns":["currently_i_use","manual_process"],"statement":"* For health/fitness data, would integrating with something like Apple Health/HealthKit eventually make more sense than manually storing everything?","title":"Trying to build a personal dashboard.","body":"Hi everyone,\n\nI’m pretty new to vibe coding and AI-assisted development, and I want to build a **personal dashboard/web app for myself** that combines a bunch of things I currently use separate apps for.\n\nThe idea is to eventually have:\n\n* **Tasks / to-do list**\n* **Calendar and scheduling** — including recurring events, daily routines, uni/work schedules, etc.\n* **Training/workout tracking** — something loosely inspired by Hevy, where I can create workouts, log exercises, sets, reps, weights and track progress\n* **Health tracking** — somewhat like Bevel, with useful health metrics and trends\n* **Nutrition** — calorie/macronutrient logging, meals, weight tracking, etc.\n* **Medication/supplement tracking** — what I take, dosage, frequency and reminders\n* Eventually some kind of **home dashboard** that brings everything together and shows what I need to do that day\n\nI’m not trying to recreate Hevy, Bevel, MyFitnessPal, Google Calendar, etc. feature-for-feature. I mainly want something tailored to me while using the project as a way to learn how to actually build software with tools like Codex/Claude and AI coding agents.\n\nMy main question is: **what would be the best way to approach a project like this without making it an unmaintainable mess?**\n\nFor example:\n\n* What tech stack would you recommend for a beginner using AI heavily?\n* Should I start as a web app, desktop app, iOS app, or something else?\n* What should I build first?\n* Would you separate each area into modules/features and gradually connect them?\n* What database/backend would make sense?\n* How would you structure the project so an AI coding agent can work on it reliably?\n* Are there any open-source projects, libraries or existing apps worth looking at rather than building everything from scratch?\n* For health/fitness data, would integrating with something like Apple Health/HealthKit eventually make more sense than manually storing everything?\n* Any mistakes you commonly see people make when starting large “vibe coded” personal projects like this?\n\nI’m happy to build it slowly and learn along the way rather than trying to generate the entire app in one prompt.\n\nWould really appreciate any advice on **how you would plan and build something like this from scratch**, especially from people who have built larger projects using AI coding tools.","offTopic":true},{"id":"ccb7e4dc-6436-4367-993a-cec412585be1","excerpt":"How do I find clients for custom AI-powered dashboards and internal tools? — Hi, my name is Duarte. I've been freelancing on Fiverr for about two years, mainly doing 3D CAD modeling for 3D printing.\n\nRecently, I've become pretty tired of that area. It's getting harder to find good clients, there's a lot of price compet","url":"https://www.reddit.com/r/automation/comments/1vk3bwz/how_do_i_find_clients_for_custom_aipowered/","role":"request","weight":1.0103998,"occurredAt":"2026-08-09T22:30:23.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"automation","intent":"problem_report","painScore":0.225,"sentiment":0.5,"confidence":0.8248162,"matchedPatterns":["how_can_i","manual_process"],"statement":"I'm particularly interested in working with businesses where a relatively small custom application could save employees several hours of work every week or solve a workflow they currently handle manually.","title":"How do I find clients for custom AI-powered dashboards and internal tools?","body":"Hi, my name is Duarte. I've been freelancing on Fiverr for about two years, mainly doing 3D CAD modeling for 3D printing.\n\nRecently, I've become pretty tired of that area. It's getting harder to find good clients, there's a lot of price competition, and many clients simply aren't willing to pay enough.\n\nBecause of that, I'm looking to move into a different area: building custom web dashboards and internal tools for businesses, particularly solutions that use AI to solve real problems or make existing workflows more efficient.\n\nFor example, this could mean building dashboards with AI assistants or specialized agents that can analyze business data, organize information, search the web for oportunities, generate reports, work with internal documents, automate repetitive tasks, or perform some other specific function built around the clients workflow.\n\nI'm not entering this area from nowhere. I've been programming for most of my life, and since LLMs became available I've spent a lot of time researching and building increasingly complex systems around them.\n\nFor example, for the last six months I've been developing a fairly large AI platform from scratch. It combines conversational AI, specialized agents, RAG, document ingestion and OCR, long-term memory, agentic web search, deep research, structured knowledge extraction, and multi stage retrieval pipelines.\n\nA large part of the work has also involved solving problems that aren't handled well by normal RAG implementations. I've designed my own retrieval and knowledge organization architecture that structures information hierarchicaly, understands which parts of a knowledge base are relevant to a question, dynamically narrows the retrieval scope, and gives agents much more precise context instead of simply embedding documents and performing similarity search. I've had to work on everything from retrieval architecture and context management to agent orchestration, backend infrastructure, databases, APIs, and the frontend stuff itself.\n\nSo technically, I'm confident that I can build this kind of software. The part I'm struggling with is figuring out how to actually turn that skillset into clients.\n\nFor people who already freelance in web development, automation, internal tools, SaaS, or AI consulting:\n\n\\- Where did you find your first clients in this area?\n\n\\- Is cold outreach actually effective, and if so, what kinds of businesses should I target?\n\n\\- Would you focus on freelance platforms, LinkedIn, email outreach, communities, partnerships, or something else?\n\n\\- How do you present this kind of service without just sounding like another person trying to sell AI automation?\n\n\\- Would you sell predefined services/packages, or approach businesses first, identify inefficiencies, and then propose a custom solution?\n\nI'm particularly interested in working with businesses where a relatively small custom application could save employees several hours of work every week or solve a workflow they currently handle manually.\n\nI'd really appreciate advice from anyone who has already gone through this transition or currently gets clients for this kind of work. I'm technically comfortable building the products, I'm mainly trying to understand how to position myself, find the right businesses, and land the first few clients in this new area.","offTopic":true},{"id":"edcd3038-e207-40cb-873c-615ad95c0eff","excerpt":"App development helpI'm a complete beginner to app development and coding aside from taking an HTML course in the past, and I could use help. — I'm a complete beginner to app development and coding aside from taking an HTML course in the past, and I could use help setting up the right AI-assisted workflow.\n\nI'm working","url":"https://www.reddit.com/r/SideProject/comments/1viktne/app_development_helpim_a_complete_beginner_to_app/","role":"demand","weight":0.94725746,"occurredAt":"2026-08-08T03:11:20.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"SideProject","intent":"tool_discovery","painScore":0.45333335,"sentiment":-0.8333333,"confidence":0.65178263,"matchedPatterns":["looking_for"],"statement":"A prompt for identifying code that should not be trusted without human review I'm not looking for vague advice like “just use Claude Code” or “learn programming first.” I'm looking for a practical, beginner-friendly setup, including which…","title":"App development helpI'm a complete beginner to app development and coding aside from taking an HTML course in the past, and I could use help.","body":"I'm a complete beginner to app development and coding aside from taking an HTML course in the past, and I could use help setting up the right AI-assisted workflow.\n\nI'm working on an AI-powered mobile app in the real estate niche, somewhat similar to Zillow, but with several different features and a more modern user experience.\n\nChatGPT has already helped me create UI/UX concepts and screen designs that I really like. The designs it creates are generally better than what I've been able to get from Claude. My goal is to use the ChatGPT designs as the visual source of truth and use Claude to help build the actual app.\n\nWhat I mainly need help with is:\n\n\\- Choosing the right tools and development stack for a beginner\n\n\\- Deciding between Claude Code, Cursor, VS Code, Replit, Lovable, Bolt, Figma, GitHub, or other tools\n\n\\- Understanding which tools should handle design, frontend development, backend development, databases, authentication, maps, listings, messaging, payments, and AI features\n\n\\- Creating the right project instructions, system prompts, and reusable prompt templates for Claude\n\n\\- Writing prompts that make Claude reproduce the ChatGPT designs accurately instead of changing or simplifying them\n\n\\- Giving Claude screenshots and having it turn them into reusable components and production-quality screens\n\n\\- Keeping the design, code structure, naming conventions, and app behavior consistent across dozens of screens\n\n\\- Preventing Claude from making changes that break previously completed features\n\n\\- Setting up GitHub, version control, testing, backups, documentation, and rollback procedures\n\n\\- Knowing what information and files Claude should receive before it starts coding\n\n\\- Deciding whether I should build the frontend first with placeholder data or connect the backend from the beginning\n\nI also need help building security into the app from day one, including:\n\n\\- Secure user authentication and account recovery\n\n\\- Proper database permissions and row-level access controls\n\n\\- Protecting user profiles, saved homes, messages, documents, and location data\n\n\\- Safely storing API keys, secrets, tokens, and environment variables\n\n\\- Preventing unauthorized access between users, agents, landlords, and administrators\n\n\\- Securing file and image uploads\n\n\\- Preventing common vulnerabilities such as SQL injection, insecure APIs, broken access control, exposed admin tools, and data leaks\n\n\\- Rate limiting, bot protection, spam prevention, and abuse controls\n\n\\- Secure logging, monitoring, backups, and incident response\n\n\\- Privacy considerations for real estate, financial, identity, and location-related data\n\n\\- Knowing which security tasks Claude can assist with and which ones must be reviewed by an experienced developer or security professional\n\nI'd especially appreciate actual examples of prompts you use, such as:\n\n1. An initial project setup prompt\n\n2. A prompt for turning a screenshot into a screen\n\n3. A prompt for creating a reusable design system\n\n4. A prompt for reviewing existing code before making changes\n\n5. A prompt that prevents the AI from redesigning the UI\n\n6. A prompt for finding and fixing bugs without breaking other features\n\n7. A prompt for planning the database and backend\n\n8. A prompt for completing one feature from frontend to backend\n\n9. A prompt for performing a security review before code is accepted\n\n10. A prompt for checking authentication, authorization, database rules, API endpoints, uploads, and secrets\n\n11. A prompt for generating tests for security-sensitive features\n\n12. A prompt for identifying code that should not be trusted without human review\n\nI'm not looking for vague advice like “just use Claude Code” or “learn programming first.” I'm looking for a practical, beginner-friendly setup, including which tools to use, how they should work together, how to keep the app secure, and the prompts that will help me build it one controlled step at a time.\n\nIf you were starting a Zillow-style app today with minimal coding experience but strong designs already created, what exact tools, stack, folder structure, security practices, and prompt workflow would you use?","offTopic":true},{"id":"e99bc269-0e46-4ab9-93d1-bbb9ae8deeac","excerpt":"What's the best AI Workflow for highly regulated B2B apps? — I'm a senior front-end developer (8+ years) attempting to start my own business on the side and since AI has helped my productivity at work, I want to set up a AI workflow for myself at home to have the same speed and efficiency (if not better).\n\nHaving said ","url":"https://www.reddit.com/r/ExperiencedDevs/comments/1vvf6uq/whats_the_best_ai_workflow_for_highly_regulated/","role":"request","weight":0.77867365,"occurredAt":"2026-08-22T15:21:15.000Z","sourceKey":"reddit","sourceName":"Reddit","credibility":0.62,"venue":"ExperiencedDevs","intent":"problem_report","painScore":0.18,"sentiment":0,"confidence":0.6598929,"matchedPatterns":["i_need"],"statement":"I need a clear answer on what exact provider to spend my own money on so I can start working instead of browsing Reddit 4.","title":"What's the best AI Workflow for highly regulated B2B apps?","body":"I'm a senior front-end developer (8+ years) attempting to start my own business on the side and since AI has helped my productivity at work, I want to set up a AI workflow for myself at home to have the same speed and efficiency (if not better).\n\nHaving said that, I'm not very knowledgeable about AI workflows or back-end architecture (yes, I know eventually I will need a backend partner but for now AI will have to do). At work we use copilot with generous limits that probably cost the employer around $400-$800 a month. I don't have that kind of money personally. Sure I can swing $50/month but that's the max I would want to pay (at least to start with).\n\nSo these are my specific questions:\n\n1. Do I need to worry about **ZDR (Zero Data Retention)** and/or models I use **training on my code** from the start or do I need to worry about it after I have real business clients and working with customer data and/or in a production environment?\n2. Do I need to about **regulations** (in terms of both architecture and AI tools used) from the start or only after I have real customers and processing real data and or in production?\n3. Which specific AI agent, harness, model, subscription (or API usage based) should I be using to get the **most BANG FOR MY BUCK**? I've spend too many weeks searching with no clear answer. Many suggest codex luna through chatgpt plus with codex being the harness but gpt plus doesn't offer ZDR and I'm worried about that. OpenCode GO/Zen offers some ZDR models but it's not guaranteed since the 3rd party providers can change ZDR commitment without notice. I can go with Cursor Pro and privacy mode but from what I hear even the $60 plan runs out pretty quickly for any real usage and there is no unlimited free version to fallback on. OpenRouter offers ZDR baked-in but I hear the API pricing of using something like OpenRouter gives you much less mileage than subscription-based pricing of other providers. The plus side is OpenRouter gives access to some unlimited agents that can be set behind ZDR. But I checked the specific models and they are not performant. I need a clear answer on what exact provider to spend my own money on so I can start working instead of browsing Reddit\n4. Finally, I don't want to be **locked into** a provider without being able to easily switch to others if it fails or without easily being able to transfer my AI instructions and prompts or switch providers. So I'm forever hesitant using tools like Cursor. But idk if it's really worth it in terms of bang for buck performance maybe it's worth spending the time converting the instruction files to another provider's format when I eventually switch to sth else?\n5. I'm already working with a business coach to help me on the business side of things but if you have any advice on how to actually find clients or any sales advice I'm all ears.\n\nThanks in advance. Please don't be judgmental when reading all this. I know it could fail. I know I know nothing about anything. But I have to try. I'm too exhausted from poverty and I have to try to break free. My shitty dev salary at shitty company with shitty office culture is not cutting it. I need out and I have to at least fucking try now that there is no excuse not to","offTopic":true}],"breakdown":[{"sourceKey":"reddit","sourceName":"Reddit","count":7}],"total":7}}