AI built for your problem

Custom AI Solutions and AI Systems

Some problems are too specific for off the shelf AI tools. We design and build custom AI systems that work with your data and workflows: document processing, internal knowledge tools, data extraction, intelligent routing, AI powered features in your own software and multi-step agents with human review where it counts.

Beyond off the shelf

When Your Problem Does Not Fit a Generic AI Tool

Chatbots, receptionists and assistants cover many common needs. But some of the most valuable opportunities are unique to your business: reading hundreds of intake forms and extracting the right fields, matching inventory to customer requests, reviewing contracts against your standards or routing complex requests to the right specialist.

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Custom AI systems are built for those problems. We combine large language models with your data, your business rules and your existing software to create workflows that handle real work reliably. Where judgment matters, the system prepares a recommendation and a person makes the final call.

Every project starts with feasibility. We test the idea on real examples from your business before building anything substantial, so you know what accuracy to expect and what return the system can deliver.

When the results justify it, we build the full system, integrate it with your tools, add monitoring and train your team, then keep improving it as your needs change.

Airboats docked at the edge of the Everglades
Airboats docked at the edge of the Everglades
What's included

Custom AI Systems Built to Run Reliably

Engineering, data work and guardrails that turn an AI idea into a dependable business system. Nothing goes live until it is proven on your real data.

Feasibility Testing

We test the approach on your real examples and measure accuracy before full build.

Document Processing

Extract, classify and summarize information from forms, contracts, invoices and emails.

Data Connections

Securely connect AI to your databases, CRM, drive and business software.

Multi-Step Agents

Workflows that research, decide, act and hand off to people at the right moments.

Guardrails

Validation, limits, approvals and audit logs that keep outputs safe and accurate.

Monitoring

Accuracy, cost and usage tracked so the system keeps improving.

Miami skyline behind the Venetian Causeway
Miami skyline behind the Venetian Causeway
Built for South Florida

Custom AI for Miami Businesses and Organizations

We build custom AI systems for professional services firms, healthcare and wellness practices, logistics companies in Doral, marine businesses, real estate and property management groups and growing startups across Miami-Dade and Broward.

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Many South Florida organizations work across English and Spanish documents. Custom systems can read, extract and summarize information in both languages and return results in the language your team prefers.

Because we also design apps and websites, the AI system can surface where your team or customers already work, inside a portal, an internal dashboard or a mobile app, rather than as yet another tool to log into.

Startups and product companies also come to us for AI features inside their software. We help design the feature, choose models, build the data pipeline and add evaluation and monitoring, so the AI in your product is reliable enough for paying customers.

How it works

How We Build Custom AI Systems

We prove value early, then build, integrate and monitor.

Weeks 1 to 2

Discovery and Feasibility

We define the problem, gather examples and test the approach.

Week 2 to 3

Design

We design the workflow, data connections, guardrails and review steps.

Weeks 3 to 10

Build and Integrate

We build the system, connect your tools and test with real data.

Ongoing

Monitor and Improve

Accuracy and usage are monitored and the system is tuned over time.

Lakefront real estate website hero reading Luxury Lake Homes for Sale with buyer and seller paths
Lakefront real estate website with buyer and seller paths
Why Neon Manatee

Practical AI Engineering, Not Science Projects

Many AI projects stall because they start with technology instead of a business problem. We start with the work you want done, define what success looks like and test feasibility before committing to a full build.

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We design for reliability. Clear inputs, validation, human review where it matters and detailed logs make custom AI systems dependable enough for real operations.

We also keep costs visible. AI usage costs are estimated upfront and monitored after launch, so the system stays profitable as volume grows.

And we integrate. A custom AI system is most valuable when it fits into the tools and workflows your team already uses.

Your team stays informed throughout, with regular demos of the system working on real examples, so there are no surprises at launch and everyone understands how the system makes its recommendations.

  • Feasibility tested on your real data
  • Human review where judgment matters
  • Validation, limits and audit logs
  • Costs estimated and monitored
  • Integrated with your existing tools
Choosing the right problem

How to Spot a Great Custom AI Opportunity

The best custom AI opportunities share a few traits. The work happens often, it follows a recognizable pattern, it takes skilled people significant time and mistakes are costly or slow to catch. When a task checks those boxes, AI can usually save time and improve consistency.

Document heavy work is a common example. Intake forms, applications, contracts, invoices and inspection reports all contain information people currently read and retype. AI can extract, check and route that information in seconds, with people reviewing exceptions.

Another example is matching and routing. Pairing customer requests with the right product, specialist or inventory item is often slow and inconsistent. AI can suggest the best matches using your rules and history.

Start with one well defined problem, measure the baseline and prove the improvement. That first win builds confidence and often reveals the next opportunity.

Measure everything from the start. Track how long the task took before, how accurate the AI is on real cases, how often people override it and what each run costs. Those numbers make the return clear and guide where to improve next.

Straight answers

Custom AI System Questions

What is a custom AI system?

It is an AI powered workflow or tool built specifically for your business problem, using your data, rules and software, rather than a generic product.

How do I know if my idea is feasible?

We run a feasibility phase using your real examples to measure accuracy and effort before you invest in a full build.

Is our data secure?

We use secure connections, limit access to what the system needs and configure AI services so your data is not used to train public models.

What kinds of problems fit custom AI?

Document processing, data extraction, classification, research, routing, matching, summarization and multi-step workflows are common examples.

Do people stay involved?

Yes, where judgment matters. Many systems prepare recommendations or drafts for a person to approve.

How accurate will it be?

Accuracy depends on the task and data. Feasibility testing gives you realistic numbers before full development.

Can it work in Spanish?

Yes. Systems can process and return information in English and Spanish.

How long does a custom AI project take?

Feasibility usually takes one to two weeks, and full builds typically take six to twelve weeks.

How much does a custom AI system cost?

Pricing depends on scope, data and integrations. Neon Manatee AI builds start at $5,000 down through our online checkout, credited in full to your project, and your written scope sets the final price before any build work begins.

Can you add AI features to our existing software?

Yes. We can build AI features into your existing product or internal tools through secure APIs and integrations.

What AI models do you use?

We choose models based on accuracy, speed, cost and privacy needs, and we design systems so models can be swapped as better options appear.

Who maintains the system after launch?

We offer ongoing monitoring and improvement plans, or we can document and hand off the system to your internal team.

Fast Lane Websites

Need It Live Fast? Take the Fast Lane.

Fast Lane Websites are fixed-price builds that launch in 7 to 10 business days. Pick your size, add hosting, choose to pay in full or put down a deposit, and we start the same week.

$4971 page
$9975 pages
$1,49910 pages
$2,49915 pages