Skip to main content
QuantLab Logo

AI Integration Services in Miami, FL

Miami's AI demand is uniquely shaped — bilingual products, multi-currency context, LATAM-facing fintechs, and a hospitality sector that needs Spanish-English customer-comms classification on day one. Generic AI integrations get the language wrong and the cultural context wrong. A bilingual-aware AI partner is the gap.

The problem with off-the-shelf AI in Miami

Most AI shops train and tune for English-only workflows. By the time you switch language in Miami, accuracy degrades, latency goes up, and customer experience suffers. Bilingual AI demands explicit language detection, model selection, and prompt scaffolding from day one.

Real AI integration means picking the right model for the right step, wiring it into your existing data layer, and building eval-first so prompt regressions get caught before they reach production. For Miami buyers specifically, that means AI shaped for bilingual LATAM-facing AI integration — not a generic chatbot.

What we ship for Miami buyers

Bilingual ES/EN classification + drafting

Customer comms in both languages handled with proper language detection and per-language prompt scaffolds.

LATAM-aware semantic search

Postgres + pgvector RAG with bilingual embeddings — handles ES content and EN content in the same index correctly.

Multi-currency document extraction

Invoices, contracts, and POs across USD, BRL, MXN, COP, ARS — currency handled at the data-model level, not the prompt.

Hospitality AI workflows

Inquiry triage, deposit-and-folio summarization, and booking automation for the Brickell-to-South-Beach hospitality base.

Tech stack

OpenAI (GPT-4 class)
Anthropic Claude
AWS Bedrock
Azure OpenAI
Ollama / vLLM
Postgres + pgvector
TypeScript
Next.js 15
Docker

LLM-vendor-agnostic abstraction so you can switch providers without a rewrite. Postgres + pgvector for RAG.

Reference builds

Miami-relevant AI reference work spans bilingual content sites (ProtectWithBri, Aaron Coleman Music) and operations platforms (J5 Sales OS, UEhub). Same architecture pattern: Next.js front, PostgreSQL source of truth, AI features wired into the data layer with i18n by default.

Reference work: J5 Sales OS, contractor estimating engine, and multi-strategy trading system.

How we work remote from Georgia

QUANT LAB USA is founder-led from Macon, Georgia. William Beltz runs every AI engagement from kickoff through handoff. Discovery is a structured workflow-mapping session; eval-first prompt development from week one; staging is live from week two.

For Miami buyers, that means full Eastern-time overlap, fixed-scope contracting against milestones, and on-site work when scope warrants. Book a scope call to walk through your workflow.

Pricing for Miami AI integration

Miami AI engagements typically scope between $20,000 and $90,000 — bilingual hospitality AI lands mid-range; multi-currency fintech AI lands at the upper end.

We quote fixed-fee scope after a 30-minute discovery call. Engagements include the integration code, eval test sets, prompt versioning, and runtime cost-and-latency budgets. Source-code handoff at delivery. See our parent AI service page for the broader engagement model.

What you get

  • Full source code repository (yours, no lock-in)
  • Prompt library + eval test sets
  • LLM-vendor-agnostic abstraction layer
  • Cost + latency budgets at integration layer
  • Audit logging on AI workflow events
  • 30-day post-launch support included

Miami AI integration FAQ

Spanish-language AI?

Yes — bilingual detection and per-language prompt scaffolds standard.

LATAM payment context in AI?

Yes — multi-currency at the data-model level.

On-site Miami work?

Yes for engagements that warrant it.

Survive institutional buyer review?

Yes.

Closed vs open-source?

Depends on workflow.

Who owns the prompts and code?

You do.

Ship a real AI integration in Miami.

Call William Beltz directly at (770) 652-1282 or book a 20-minute scope call. Founder-led from quote to handoff.