Discovery & audit
Stack, data, workflows, and constraints. You leave with a readiness view and a short list of first systems worth building.
Engineering
AI Software & Web Development
Custom AI applications, intelligent chatbots, multi-model orchestration, and adaptive web experiences. Production-grade software, not ChatGPT wrappers.
Custom AI AppsIntelligent ChatbotsAdaptive Web UX
Initiate ProjectProduction-Grade AI Software, Not ChatGPT Wrappers
Anyone can call an API and call it an AI product. We build software that's production-grade: fault-tolerant, secure, observable, and built to scale. Our AI applications include proper guardrails to prevent hallucinations, evaluation pipelines to measure output quality, fallback strategies when models fail, rate limiting and cost controls, and observability tools to track performance in production. Whether it's a customer-facing AI chatbot, an internal decision-support tool, or a multi-agent orchestration platform, we engineer it to work reliably in the real world.
Intelligent Chatbots That Actually Help
Most chatbots frustrate users because they're rigid, scripted, and can't handle edge cases. Our AI chatbots understand natural language, access your real-time data through RAG, handle multi-turn conversations, escalate to humans when needed, and learn from every interaction. We deploy chatbots for customer support, sales qualification, internal helpdesk, and product guidance. Each integrated with your systems (CRM, knowledge base, product catalog, order management) so they provide real answers, not canned responses.
Multi-Model Orchestration
No single AI model is best for everything. We build orchestration layers that route requests to the optimal model based on task type, cost constraints, latency requirements, and capability needs. Claude for complex reasoning. GPT-4 for creative tasks. Gemini for multimodal. Open-source models for cost-sensitive or privacy-critical workloads. Our orchestration includes automatic fallback, load balancing, caching, and cost optimization. So you get the best results at the lowest cost without managing multiple vendor relationships.
Adaptive Web Experiences
AI enables websites and applications that adapt to each user in real time. Personalized content, dynamic interfaces, intelligent search, and predictive navigation. We build web experiences that feel custom-built for every visitor. Product pages that highlight features based on browsing history. Search that understands intent, not just keywords. Interfaces that simplify based on user behavior patterns. This isn't personalization with a first-name token. It's software that genuinely adapts.
How we engageWeek 1–2 Week 2–3 Week 3–8 Optional, ongoing
Engagement model
The same four-phase path on every service lander. Scope and price are quoted after discovery. The bands below already appear on the site FAQ. We do not invent a new price list per page.
Strategy & roadmap
Phased plan, success metrics, and an ROI model for the first initiative. You approve scope before we write production code.
Build & deploy
One production system in your environment: integrations, evals, guardrails, and team training. First sprints often land in 2–6 weeks when the workflow is narrow.
Operate & optimize
Managed AI Operations if you want us to monitor, update models, and keep costs honest after go-live.
Focused projects$10K–$50K
Transformation programs$100K+
Managed AI OperationsFrom $3,000/month
Exact scope is quoted after a discovery call. No surprise invoices.
Initiate ProjectWhat You Get
- AI application architecture and technical design
- Custom AI software development (web, mobile, API)
- Intelligent chatbot deployment with RAG integration
- Multi-model orchestration layer (Claude, GPT, Gemini, open-source)
- Guardrails, evaluation pipelines, and observability tooling
- API integrations with your existing systems
- DevOps setup: CI/CD, monitoring, logging, alerting
- Technical documentation and team training
Expected Outcomes
- A production path with guardrails, evals, and observability, not a weekend demo
- Chatbots that answer from your data and escalate when they should
- Model routing that balances quality, latency, and API cost
- Software your team can operate, not a wrapper you cannot debug
- A path from scoped prototype to production without a re-platform
FAQ
AI Development: Common Questions
How is this different from just using ChatGPT or Claude directly?
ChatGPT is a general-purpose tool. Production AI software needs: data integration with your systems, guardrails to prevent errors, evaluation pipelines to ensure quality, cost controls, monitoring, security, and scalability. We build the engineering infrastructure that turns raw AI models into reliable business software.
What tech stack do you use?
We use modern, battle-tested stacks: Python (FastAPI, LangChain), TypeScript/Node.js (Next.js, Astro), React, PostgreSQL, Redis, and cloud-native infrastructure (AWS, GCP, Vercel). For AI, we work with OpenAI, Anthropic, Google, and open-source models via custom orchestration.
Do you build mobile apps?
Yes. We build AI-powered mobile applications for iOS and Android using React Native and native technologies. Our mobile apps integrate the same AI backend systems as our web applications.
Florida
Serving Florida with AI Development
Remote-first full-stack AI for Miami, Fort Lauderdale, Tampa Bay, and the South Florida corridor. One partner from roadmap to production ops. First sprints typically run 2-6 weeks.
Contact
Initiate a Project
Tell us what you're building: automation, marketing, software, or full-stack transformation. Florida operators in Miami, Fort Lauderdale, Tampa, and South Florida included. We respond within one business day.
Direct line[email protected]
Response time
Under 24 hours
Florida service area
Signal status
Accepting new engagements