AI integration and RAG that answers from your data, for Florida companies.
Retrieval-augmented generation (RAG) lets a language model answer from your own documents and systems instead of guessing. We wire it into the software Florida companies already use, with permissions, citations and deletion in mind. Cloudsoft Industries LLC, a Delaware limited liability company. We serve clients worldwide; our engineering team works from Colombia (UTC-5).
Book a scoping call →What AI integration and RAG mean in practice
A general-purpose model knows nothing about your lease templates, your property policies, your clinical protocols or your customs procedures. RAG solves that by retrieving the relevant passages from your own sources at the moment of the question and asking the model to answer only from them, with citations. Integration is the other half of the job: connecting that capability to the places your people already work, such as the reservation system, the CRM, the document store or the internal portal, and to the systems of record that hold the truth. The result is an assistant that is useful because it is connected and trustworthy because it shows its sources. Projects start at $15,000, and we normally begin with the AI Readiness Sprint to choose the first sources and test answer quality.
Integration use cases across Florida industries
These are illustrative scenarios for Florida companies, not results from previous projects. Actual scope depends on your content, your permissions and your accuracy requirements.
| Industry | Typical use case | Sources and systems |
|---|---|---|
| Tourism and hospitality | Staff assistant for property policies, rates and local services | Policy manuals, rate rules, vendor lists |
| Real estate | Search across leases, association rules and transaction files | Leases, covenants, closing folders, CRM |
| Healthcare | Internal assistant for approved policies and payer rules | Approved policies, payer guidelines, forms |
| Logistics and trade | Operations assistant for tariffs, procedures and shipment status | Procedures, carrier terms, shipment records |
| Financial services | Case-file assistant for guidelines and prior correspondence | Underwriting guidelines, policy documents, case notes |
Hospitality and real estate: answers staff can trust
Front-desk and reservations teams answer the same questions all day: what the cancellation policy is for a specific rate, which amenities a villa includes, whether a group block permits late changes. A retrieval layer over the property's manuals and rate rules lets a new employee get a correct answer with the source page, instead of interrupting a manager. In real estate, association documents, leases and contract addenda hide the answer to a buyer's question inside long PDFs. A search assistant that cites the clause lets a coordinator respond in minutes. Permissions matter here: an owner's file should never surface in another owner's answers, so access rules are applied at retrieval time, not afterward.
Healthcare, trade and finance: grounded search over regulated content
Healthcare administrators can use an assistant limited to approved internal policies and payer guidelines, which saves staff the hunt for the current version of a procedure. It answers from documents only, shows citations and declines to give clinical advice. In logistics and trade, procedures, carrier terms and tariff notes scattered across PDFs and email threads can sit behind a single search that also reads live shipment status. Financial and insurance operations can search underwriting guidelines and earlier correspondence in a case file to prepare a reviewer faster, with the decision always staying with a licensed professional. Terms for handling any health or financial data are agreed in writing before we connect to anything.
Quality, evaluation and monitoring
The difference between a demo and a dependable system is evaluation. We build a test set from real questions your staff ask, measure whether the right passages come back and whether the answers stay inside the sources, then tune chunking, search and ranking before polishing the interface. Retrieval quality drifts as documents change, so after launch AgentOps at $1,500/month tracks it and flags questions that no longer get good answers. When a question has no good source, the assistant says so instead of improvising.
Data protection and deletion for Florida systems
RAG systems copy data into search indexes, so every copy needs a plan. We design the pipeline so each indexed passage traces back to its source record, a deletion or correction at the source reaches the index, and logs avoid holding more personal data than necessary. Florida's Information Protection Act expects reasonable security measures and breach notification, so systems run in your cloud accounts with your keys, with least-privilege access. We hold no SOC 2 or other certification and never imply it; we document the architecture for your security review. Our hours overlap your Eastern day, so design reviews and incident calls happen live. This is not legal advice. Contracts and invoicing in USD through Cloudsoft Industries LLC (Delaware). Clients own 100% of the code and IP once each milestone is paid. Code lives in the client's repositories from day one. Mutual NDA available.
Frequently asked questions
What is RAG, in plain terms?
Retrieval-augmented generation finds the relevant passages in your own content and asks the model to answer from them, with citations, instead of relying on what the model remembers.
Can the assistant respect who is allowed to see what?
Yes. Access rules are applied at retrieval time, so each user only receives answers built from content they are permitted to see.
Will it work with documents in English and Spanish?
Yes. Retrieval and answering can handle both languages, and we test quality in each one using real questions from your staff before launch.
How do deletions reach the search index?
Each indexed passage is tied to its source record, so a deletion or correction at the source can propagate. We design this at the start and review it with your counsel.
How much does AI integration cost?
AI integration and RAG projects start at $15,000. The AI Readiness Sprint is $4,500 and AgentOps is $1,500/month.