Generic Dev Shops Miss the AI Layer
Most agencies build CRUD apps and call it done. They do not know how to integrate LLMs with structured outputs, build RAG pipelines that retrieve correctly, or ship AI agents with real guardrails.
AI & Full Stack Development Agency
Most AI Features Fail Because They Were Never Built for Production
We build AI-powered SaaS platforms, mobile apps, and full stack web applications for startups and scale-ups that need software which actually holds up when real users arrive.
The Problem
Why Most AI and Software Projects Fall Short
It is not a technology problem. It is an execution problem. Most teams build what looks good in a demo and discover the gaps when real users arrive.
AI Demos That Break in Production
The prototype impresses in a meeting. Production breaks because there are no structured outputs, no retry logic, no cost controls, and nobody watching when the model drifts. Users stop trusting it after one bad response.
Projects That Stall After the First Demo
V1 ships. The founder demos it. Then it breaks on edge cases nobody anticipated and the team that built it has moved on. The product is technically delivered but not production-ready.
The result
Teams spend months building software that passes the demo and fails the first month of production. The agency moves on. The founder concludes the technology does not work. The technology is fine. The execution was not.
What We Build
What We Build, End to End
Every service exists because a client needed it shipped to production, not because it looked good on a brochure.
AI Integration & LLM Development
For products that need AI that actually works in production.
- RAG pipelines and vector search
- Claude, GPT-4, and multi-model agents
- Voice AI and real-time transcription
Full Stack Web Development
For teams that need a complete product built end-to-end.
- Next.js and React frontends
- FastAPI, Django, and Rails backends
- Database design and production ops
Mobile App Development
For products shipping to iOS and Android simultaneously.
- React Native for iOS and Android
- Expo-managed and bare workflow
- Push notifications and offline support
SaaS Platform Development
For teams building multi-tenant software that scales.
- Multi-tenant architecture from day one
- Subscription billing and access control
- Admin dashboards and tenant management
AI Agents & Automation
For teams replacing manual workflows with intelligent automation.
- WhatsApp and messaging AI agents
- Meeting intelligence and transcription
- CRM sync and workflow automation
API & Backend Development
For teams that need reliable, documented APIs under their product.
- REST and GraphQL API design
- Third-party integration and webhooks
- Background jobs and real-time systems
Not sure where to start
Most of our best work starts with a conversation about your problem, not a predefined service. Tell us what is not working and we will say honestly if we can help.
Our Process
Architecture First. Working Software in Week Two.
Most agencies start with a requirements document and end with a product that works in demos. We start with architecture and ship testable software by the second week.
Most engagements: 6 to 14 weeks from scoping to production
01
STEP 01
Scope & Architecture First
We understand your domain, stack, and goals before writing code. We define the data model, API contract, auth design, and AI boundaries. These decisions are cheap to make now and expensive to change after the product is built.
You get an architecture doc your team can build against, not a vague requirements list.
02
STEP 02
Ship Working Software in Week 2
We move fast without moving recklessly. The second week delivers something deployed and testable: a working endpoint, a UI prototype, or a functional AI pipeline. Not a Figma deck.
Progress you can see and test, not promises about progress.
03
STEP 03
Build, Integrate, and Test
We own the full stack: frontend, API, AI layer, and third-party integrations. Everything is wired and tested with realistic data before handover. Nothing gets delivered that only works in a demo.
Production-ready software, not a polished prototype.
04
STEP 04
Support After Launch
We stay involved after go-live. Products need to evolve with real user behavior and new feature requirements. A system that works on launch day needs to keep working six months later.
We do not disappear the week after you go live.
The result
Software built from a spec sheet solves the problem the client described. Software built from inside the problem solves the problem the client actually has.
Who We Are
Built by Developers Who Ship AI Into Production
We started as full stack developers and got pulled deeper into AI when clients kept asking us to make it work in production, not just in the demo.
Full stack and AI engineering with production experience in Next.js, React Native, FastAPI, Rails, and AI integrations including Claude, OpenAI, and RAG pipelines.
Working with startups and scale-ups globally, building from zero or adding AI to existing products.
Full StackAI IntegrationMobile AppsSaaS Platforms
Claude AI · OpenAI · RAG · React Native · Next.js · FastAPI · Rails
AI-Native Since the Beginning
We have been shipping LLM features into production since GPT-3 was new. RAG pipelines, AI agents, voice AI, and structured outputs, built and monitored in real products, not demo environments.
You are not our first AI integration project.
Production Systems, Not Prototypes
20+ production applications shipped. React Native, Next.js, FastAPI, Rails, PostgreSQL. The full stack is owned end-to-end. Reliability under real user load is what you are buying.
What we deliver runs in production, not demo environments.
Full Stack Depth, No Handoff Gaps
Frontend to database. We own the entire stack so there are no seams between the front-end team and the back-end team. One codebase, one team, one point of accountability.
No blame cycles. We own it all.
Cross-Industry, Real Business Logic
Financial SaaS, mobile commerce, mortgage AI, real estate analytics, crypto trading, voice journaling. AI features need to work inside actual business logic, not just against toy datasets.
We fit the problem, not a generic product template.
The result
Clients hire agencies that sound technical in a sales call. They need a team that has shipped the same type of product before. That is the only kind of team we built Glitch Devs to be.
Who We Work With
We Work Best With Three Types of Teams
Not every project is the right fit for how we work. Here is who we work best with, and what that looks like in practice.
Startups Building AI-Powered Products
You have a product idea and need a technical partner who can build it right from the start, not a dev shop that delivers mediocre CRUD and calls it a product.
Production-ready software from the first sprint, not from the third rewrite.
We can help if
- You need AI features built into the product from day one, not added later
- You want a partner who owns the full stack, not just the frontend
- You are pre-revenue or early stage and need to ship fast without cutting corners
Agencies Needing a Technical Partner
Your agency has design and product capacity but needs a development team with real AI and full stack expertise. You need a partner who can execute, not a vendor who needs managing.
White-label development your clients will not outgrow.
We can help if
- You win projects that require AI integration or complex backend work
- You need a development partner who communicates clearly and hits deadlines
- Your clients are asking for React Native, SaaS platforms, or LLM features
Scale-ups Adding AI to Existing Products
Your product works and has real users. Now you need AI-powered features but your current team does not have the LLM expertise to ship them safely and reliably in production.
AI features that land in production and stay there.
We can help if
- You have a working product and want to add RAG, agents, or LLM automation
- Previous AI attempts produced unreliable outputs your users stopped trusting
- You need production monitoring and guardrails, not just a working prototype
Not sure if you are a fit
If your project does not fit these three categories, tell us anyway. Some of our best work started that way.
Get In Touch
Tell Us What You Are Working On
No sales process. No pitch deck. A direct conversation about your situation and whether we can help.
How we respond
We read every message properly and reply within one working day, with a direct answer or a short call if the problem needs it. No automated sequences. No SDR handoffs.
Good reasons to reach out
- Adding AI features to an existing product and not sure where to start
- Building a SaaS platform or mobile app from scratch
- Replacing a vendor that shipped a demo and moved on
- A specific problem: is software actually the right fix?
Send us a message
We respond within one working day.
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