AI Agent Development Company in Miami

Agent budgets in Miami are set by how many tools the agent has to touch: a scoped single-purpose agent (a customer-service triage agent, a contract extractor with tool-using actions, a treasury reconciliation agent), multi-tool agentic systems for Lennar lot-to-close, Royal Caribbean booking-to-manifest, or Citadel research-to-trade workflows with MNPI segregation, or full enterprise agent platforms for World Fuel Services or Ryder LatAm trade with bilingual Spanish / Portuguese, OFAC screening, and FATF integration. Codazz bills fixed fees that map to a Brickell finance budget line, not an open T and M arrangement.

The Florida Digital Bill of Rights (FDBR, effective July 2024, codified in FL Stat 501.71x) applies to controllers with more than USD $1B in global revenue that meet a Florida-touch test. Sensitive personal data includes precise geolocation, biometric, health, financial account, immigration status, and information about a known child. Our agent builds for Royal Caribbean, Norwegian Cruise, Carnival, Lennar, FPL, and Burger King ship FDBR-aligned privacy notices, consumer right to opt out of profiling that produces a legal or similarly significant effect, and global opt-out signal handling. The Florida Attorney General has exclusive enforcement authority with civil penalties up to USD $50,000 per violation, tripled for violations involving children. We engineer to that enforcement bar.

Yes. Citadel relocated its HQ to Miami in 2022, Blackstone and Apollo opened deep regional benches, and Kaseya plus a long family-office tail rounded out the capital-markets corridor. Our agents enforce MNPI segregation at the tool-call layer: each agent invocation is scoped to the user's existing desk and book entitlement, retrieval is policy-gated against the firm's information-barrier configuration, and every tool call (Bloomberg, Refinitiv, Snowflake query, Slack send) is logged to a WORM bucket sized for SEC Rule 17a-4 retention and FINRA Rule 4511 record-keeping. We integrate with the existing surveillance stack (Nasdaq SMARTS, Eventus, Behavox) rather than building a parallel one. Adverse-event playbooks are rehearsed before production.

Miami's LatAm-gateway position at World Fuel Services, Ryder, and a deep trade-finance bench demands Spanish (Argentine, Colombian, Mexican, regional Caribbean) and Brazilian Portuguese as first-class agent languages. We evaluate Claude 3.5 Sonnet, GPT-4o, and Llama 3 70B against a labelled Spanish and Portuguese golden set drawn from real Miami trade-finance flows, with the winner routed for each language. OFAC SDN and SSI screening uses the official Treasury XML feed plus a Latin-American transliteration normaliser. FATF grey and black list status is refreshed monthly. The agent never sends a wire instruction without a human reviewer signing the OFAC and BSA / AML disposition; we engineer for the Miami FinCEN enforcement reality.

Yes. Cruise-line agents at Royal Caribbean, Norwegian Cruise, and Carnival orchestrate flows across Oracle Cruise Hospitality, SilverWhere, Maersk-Hapag-Lloyd shore-side logistics, and the onboard property-management stack. PCI-DSS Level 1 governs every payment-touch path; we run authorisation, settlement, refund, and shipboard credit reconciliation through the QSA-approved test harness. CDC Vessel Sanitation Program reporting and USCG Subchapter K / M documentation are first-class agent flows during outbreak response or port-state-control inspection. The agent never bypasses the Captain's authority or the Designated Health Officer; it surfaces a recommended action with the regulatory citation and routes to a human signoff. We test against the documented PortMiami throughput peaks (1.6+ million passenger movements per Q1 2024).

Lennar is the largest US homebuilder by 2024 deliveries; the lot-to-close workflow touches TRID (Truth in Lending Act / RESPA Integrated Disclosure), RESPA Section 8 anti-kickback rules, ECOA / Reg B fair lending, and Florida-specific real-estate statutes. Our agents draft Loan Estimates and Closing Disclosures inside Lennar Mortgage / Eagle Home Mortgage workflows, but never finalise without a human loan officer sign-off. Adverse action notices are drafted by the agent with a challenger model running a disparate-impact check on the underlying model output before the borrower sees the notice. The CFPB has been active in 2024-2025 enforcement; we engineer to the enforcement bar, not the statute alone.

We build a labelled golden set from real Miami client data (300 to 2,000 examples reviewed by Royal Caribbean revenue managers, Lennar division presidents, Citadel research analysts, or World Fuel Services compliance leads depending on the use case), then run Ragas, TruLens, and DeepEval against every model, prompt, and tool change in CI. Faithfulness, context precision, tool-call success rate, hallucination rate, and where applicable fair-lending disparate-impact metrics are tracked over time. For bilingual flows we evaluate Spanish and Portuguese golden sets independently. For cruise-line flows we add a regulatory-citation grounding probe so the agent cannot fabricate a CDC VSP or USCG citation. The harness stays with the client after handoff.

Yes. AWS launched the Miami Local Zone in 2022, giving sub-10 millisecond latency to Miami, Doral, Coral Gables, and the Brickell finance corridor. For cruise-line port-clearance flows at Royal Caribbean, Norwegian, and Carnival, the Local Zone keeps the agent's tool-call hop close to PortMiami systems during ship turnaround windows. For Citadel Miami, Blackstone, and Apollo, the Local Zone reduces round-trip to Bloomberg and Refinitiv terminals on Brickell. We pair the Local Zone with AWS us-east-1 (Northern Virginia) for the parent region and write data through to S3 us-east-1 for primary durability. The architecture is documented in the deliverable so your cloud platform team can extend without us.