SoftInWeb
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Production AI · Cloud · DevOps

We build AI into your product — and actually ship it.

Most teams get a ChatGPT demo that never launches, or a developer who writes code and disappears. We do the whole thing: real AI integration, cloud deployment, and ongoing support — one team, one point of contact.

  • Real AI in production (Claude/GPT, chatbots, MCP, automations) — not demos
  • Cloud & DevOps done right (Terraform, AWS, Azure, CI/CD)
  • We build it, deploy it, and maintain it — end to end
Let's talk

Tell us what you're building

A quick note about your project — we'll reply within 24-48 hours.

No obligation. We'll never share your info.

What we do

From AI features to cloud infrastructure to the app itself — we cover the whole stack, in plain terms.

AI Integration

"AI integration" means putting artificial intelligence (like ChatGPT or Claude) inside your app or business to automate work and help your customers.

  • Smart chatbots that answer your customers 24/7 with YOUR business knowledge — not generic replies
  • AI assistants inside your app that guide users (like the coach we built into DebtEngines)
  • AI automation: summarize documents, sort emails, extract data from invoices, generate reports
  • Smart search (RAG): let your app understand natural-language questions about YOUR data
  • MCP servers: connect your business to Claude/ChatGPT so AI can work with your data securely
  • Integrations with OpenAI, Anthropic (Claude), and other model APIs

Cloud & DevOps

"DevOps" is everything that keeps your app live on the internet — secure, fast, and without downtime. The difference between "works on my computer" and "works for thousands of users."

  • Cloud deployment (AWS, Azure) — your app online, scalable and secure
  • Infrastructure as Code (Terraform) — your setup documented and reproducible, not "done by hand"
  • CI/CD (GitLab, Jenkins) — every change tested and shipped automatically, no manual mistakes
  • Docker / containers — your app runs the same on any server
  • Migrations — move your app off an old or expensive server without losing data
  • Cost optimization — cut your server bill without losing performance

Automation

Many repetitive tasks can be automated. We find the ones worth automating and build them — saving you time and money.

  • Manual tasks (copying data, sending emails, generating reports) → automatic
  • Connect your tools together (website ↔ CRM, store ↔ inventory, etc.)
  • AI-powered flows: "new order → summarize → notify → record"
  • Scheduled jobs: backups, daily reports, syncs

Web & App Development

We build modern applications from scratch — or take over and improve what you already have.

  • Web apps (Next.js/React) — fast, modern sites and platforms
  • Dashboards / admin panels — see and control your business
  • APIs — the "engine" that connects your app to payments, data, and outside services
  • Full SaaS products you sell by subscription (like DebtEngines, built from scratch)
  • Client portals, booking systems, payment platforms (Stripe/PayPal), and more

Already have an app? We make it grow.

You don't always have to start from scratch. If you already have an application, we can improve it and take it further.

Add AI

Bring a chatbot, automation, or smart features to what you already have.

Modernize

Refactor old or slow code into something fast and maintainable.

New features

Build the features your business needs to grow.

Fix & stabilize

Bugs, crashes, and deployment problems — solved.

Scale

Prepare your app for more users and more load.

Ongoing maintenance

We don't leave you alone after launch — we keep it running and improving.

Why SoftInWeb

The rare combination that gets your project actually shipped.

We ship AI to real users

We built DebtEngines — a live product with an AI coach and an MCP server serving real users. Proof, not promises.

One team, end to end

Code, cloud, and support from one team. No handoffs, no "that's not my job."

Bilingual & business-minded

English & Spanish. We own our own products, so we think about your business — not just your code.

Our work

Real products we built end to end. This list grows with every project.

DebtEngines

A full SaaS built solo: product + cloud infrastructure + AI debt coach + MCP server. Live in production.

View case study

BrioPage

A tenant platform with a Claude-driven automation bot that builds and maintains business pages.

View case study

Frequently asked questions

Do you only do AI?

No — we also build regular web apps, APIs, dashboards, and handle cloud/DevOps. AI is our specialty, not our only service.

Can you work with my existing app or code?

Yes. We integrate into what you already have — adding AI, new features, fixing issues, or modernizing it.

Do you offer ongoing support after launch?

Yes — monthly maintenance retainers are available. We keep your app running, updated, and improving.

Which cloud providers do you use?

AWS and Azure, with Terraform for infrastructure as code. We also do Docker, CI/CD (GitLab, Jenkins), and self-hosting when it fits.

Where are you based?

Miami, USA. We work with clients remotely, in English and Spanish.

Let's build something that actually ships.

Tell us what you're building — we'll reply within 24-48 hours.