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Machine Learning Model Development in Orlando, FLOrlando Flag

SoftDoes offers production-ready machine learning systems for Orlando businesses. From model development through operationalization, we turn complex data into measurable business outcomes without generic tooling.

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  • 90+

    Active Client Partnerships

  • 80+ Person

    Product & Engineering Team

  • 100%

    Your Code & IP Ownership

  • U.S.-Led

    Delivery & Accountability

Services we offer

  • 01Machine Learning Model Development

    > PRECISION MODELS ENGINEERED FOR YOUR DATA <

    Machine learning model development is the process of designing, training, and validating algorithms that learn patterns from your data to solve specific business problems. Our team handles everything from feature engineering and data preparation through hyperparameter tuning and cross validation. We select the right approach, whether classical algorithms or deep neural networks, based on your data structure and the outcome you need. The models we create include explainability layers so a client's team can understand why the system makes each decision.

    • Improved decisions
    • Automated tasks
    • Better personalization
    • Detected anomalies
    • Optimized resources
    • Predicted trends and cut costs

    > ADVANCED MACHINE LEARNING SOLUTIONS TAILORED FOR ORLANDO ENTERPRISES <

    Orlando companies face unique challenges. Demand forecasting, customer segmentation, retention modeling, and anomaly detection are among the most common requests we see. We work with structured and unstructured datasets alike, applying data-driven techniques that produce reliable predictions rather than impressive demos that fall apart in production.

    • Predictive models for demand and revenue
    • Classification and regression pipelines
    • Anomaly detection for fraud or failures
    • Recommendation engines for user engagement
    • Explainability reporting with SHAP and LIME

  • 02Artificial Intelligence Development

    > COMPLETE AI SYSTEMS FROM CONCEPT TO DEPLOYMENT <

    Artificial intelligence development goes beyond a single model. It means creating integrated systems that combine computer vision, natural language processing, recommendation logic, and predictive analytics into a unified platform your organization can rely on. We architect these ai systems to connect with your existing systems, enterprise data warehouses, APIs, and microservices, so intelligence flows where it is needed without manual intervention. Security and private data handling are part of the architecture from day one, not an afterthought. Orlando has a rapidly growing technology sector anchored by enterprise AI companies and major academic machine learning research initiatives. That ecosystem means local businesses are ready for more than surface level automation. Our artificial intelligence solutions address business intelligence requirements across departments, embedding prescriptive and predictive layers that inform real decisions.

    • End to end system architecture and integration
    • Natural language processing pipelines
    • Computer vision for inspection and analysis
    • Generative AI applications and ai agents
    • Secure API design for model access

  • 03AI-Driven Process Automation

    > AUTOMATE REPETITIVE WORK WITH INTELLIGENT SYSTEMS <

    Workflow automation powered by machine learning replaces manual, repetitive tasks with systems that learn and adapt. We combine RPA with ML to handle document processing, contract analysis, scheduling optimization, and customer interactions through AI chatbots and virtual assistants. The result is measurable: fewer errors, faster turnaround, and staff freed to focus on judgment intensive work. AI helps businesses reduce inefficiencies and improve service delivery across every department. For companies in Orlando, FL, operational efficiency gains are not theoretical. Custom software can automate workflows and improve service delivery in concrete, trackable ways. We design automation that respects compliance requirements and privacy regulations from the outset. Each pipeline includes monitoring, logging, and fallback logic so the system remains dependable without constant oversight. AI solutions can automate workflows and gain insights from data simultaneously, turning process execution into a source of continuous improvement.

    • Document extraction and classification
    • Intelligent scheduling and resource allocation
    • Customer service chatbots with NLP
    • Contract and feedback analysis pipelines
    • Compliance aware automation frameworks

  • 04AI Operationalization

    > KEEP YOUR MODELS RUNNING AND IMPROVING <

    Getting a model into production is only the beginning. AI operationalization, commonly called MLOps, covers continuous integration, deployment, monitoring, drift detection, and automated retraining so your machine learning models stay accurate over time. We implement version control for model artifacts, reproducible data pipelines, rollback mechanisms, and infrastructure automation using Docker and Kubernetes. Without this discipline, even excellent models degrade and lose their real-world impact within months. Many Orlando organizations have run successful pilots only to see performance decline once the system meets production traffic and shifting data. Effective AI implementation requires specialized knowledge and skills that go beyond initial training. Our team establishes retraining triggers, performance dashboards, and alerting so your machine learning engineer or internal staff always know the system's status. We deploy models onto AWS, GCP, or Azure depending on your infrastructure, ensuring scalable solutions that handle increasing loads without reengineering.

    • Continuous integration and deployment for ML
    • Drift detection and automated retraining
    • Model versioning and artifact management
    • Infrastructure automation with containers
    • Performance monitoring and alerting dashboards

  • 05Custom AI Solutions

    > TAILORED INTELLIGENCE FOR YOUR SPECIFIC DOMAIN <

    Standard AI tools address common problems. Custom AI solutions address the specific data, workflows, and constraints that make your business different. We develop computer vision systems, predictive maintenance platforms, forecasting engines, and spatial AI applications designed around your domain expertise. Custom software development resolves unique organizational challenges effectively, and every solution includes defined performance benchmarks, IP ownership clarity, and integration testing.

    • Domain specific predictive maintenance
    • Custom recommendation engines
    • Spatial AI and digital twin applications
    • Forecasting Orlando demand and capacity
    • Anomaly detection tuned to your operations

> PRECISION MODELS ENGINEERED FOR YOUR DATA <

Machine learning model development is the process of designing, training, and validating algorithms that learn patterns from your data to solve specific business problems. Our team handles everything from feature engineering and data preparation through hyperparameter tuning and cross validation. We select the right approach, whether classical algorithms or deep neural networks, based on your data structure and the outcome you need. The models we create include explainability layers so a client's team can understand why the system makes each decision.

  • Improved decisions
  • Automated tasks
  • Better personalization
  • Detected anomalies
  • Optimized resources
  • Predicted trends and cut costs

> ADVANCED MACHINE LEARNING SOLUTIONS TAILORED FOR ORLANDO ENTERPRISES <

Orlando companies face unique challenges. Demand forecasting, customer segmentation, retention modeling, and anomaly detection are among the most common requests we see. We work with structured and unstructured datasets alike, applying data-driven techniques that produce reliable predictions rather than impressive demos that fall apart in production.

  • Predictive models for demand and revenue
  • Classification and regression pipelines
  • Anomaly detection for fraud or failures
  • Recommendation engines for user engagement
  • Explainability reporting with SHAP and LIME

We Turn Technology Into Results

Partner with a team that blends technical precision, creative design, and business insight. We’ll help you launch, scale, and dominate your digital niche.

Get in touch

PRODUCTS BUILT ACROSS INDUSTRIES

Transparency at each stage

Discovery & Alignment

Defined goals and a precise roadmap ensure your vision is realized without unexpected pivots or hidden costs.

Technical Strategy

Senior engineers select the optimal tech stack with clear architectural reasoning for long-term scalability.

Iterative Development

Gain real-time access to code and staging environments with regular demos to track every milestone as it happens.

Careful Testing

Receive transparent QA, security, and performance audits to ensure a flawless and stable launch every time.

Deployment & Support

Stay in total control with full documentation and proactive monitoring to keep your systems running at peak performance.

Begin Your Machine Learning Development in Orlando with Confidence

We bring hands-on experience, strategic clarity, and a collaborative approach to every engagement. Contact us to discuss how our machine learning development services fit your business goals.

Get in touch

Numbers Don’t Lie

Recent projects showcasing how we design, engineer, and deliver production-ready software solutions.

  • Startup
  • Real Estate
2026

Our Haus AI

A finance professional turned founder built Our Haus AI, an AI-powered collaborative workspace where homeowners and contractors scope, bid, contract, and document renovation projects together. SoftDoes took her prototype and made it production-ready.
Outcome
SoftDoes hardened and secured a far-more-than-MVP platform for launch, delivering on a fast, defined timeline so a solo non-technical founder could move to production and start onboarding founding users.
  • 10XMVP scope delivered
  • 2+years Ongoing partnership
  • 1Fully owned Platform
View Full Case Study
Our Haus AI case study screenshot
  • Finance
  • Energy
2026

Deepwater Insights

Deepwater Insights delivers proprietary alternative data and niche research on the offshore drilling and energy sector to institutional investors, family offices, and high-net-worth individuals who require coverage that larger firms don't provide.
Outcome
A brand-aligned editorial platform with premium content architecture gave Deepwater Insights a professional home for its research and a direct channel to investors beyond social media.
  • 100%Brand Continuity
  • 2Platform Distribution
  • 100%Paywall-Ready Content
View Full Case Study
Deepwater Insights case study screenshot
  • Real Estate
2026

The building buyer

The Building Buyer is a Florida-based real estate investment firm co-founded by Dylan Troiano and Charles Hanlin. They acquire single-family, multifamily, and commercial properties across South Florida and beyond, with a focus on motivated seller opportunities.
Outcome
SoftDoes built a proprietary lead generation and data extraction system that replaced hours of manual research each day, freeing the team to focus on deals instead of data.
  • 18Weekly hours saved
  • 2+Years Ongoing partnership
  • 1Fully owned Platform
View Full Case Study
The building buyer case study screenshot
  • Education
  • Non-Profit
2026

WOVEN & NICE

Woven is a Spring Valley, NY nonprofit running the NICE program (New Training Inclusive Community Environment) in four Rockland County schools. Their team supports students through restorative practices, mediation, and professional development for teachers and administrators.
Outcome
A full website rebuild gave Woven a cleaner, more navigable donation experience and a stronger digital presence to support their push into new school districts.
  • 4Schools Served
  • 4Weeks to Launch
  • 1STTime on Upwork
View Full Case Study
WOVEN & NICE case study screenshot
  • Healthcare
2026

CareInTouch

CareInTouch is a Bay Area home health agency providing skilled nursing and therapy services to patients referred from hospitals and clinics. With over 100 staff, they operate in one of the most complex and compliance-driven healthcare markets in the country.
Outcome
SoftDoes built a custom compliance and billing monitoring app that eliminated missed deadlines, reduced revenue loss, and gave ownership real-time oversight of the entire care workflow.
  • 40% Reduction In Billing Errors
  • 100+Staff Operations Managed
  • 0Missed Compliance Deadlines
View Full Case Study
CareInTouch case study screenshot
  • Startup
2026

Sparkle The Cleaning Service

Sparkle The Cleaning Service is a Detroit-area residential cleaning company with 10 years in business, connecting homeowners with vetted, insured independent cleaners through a subscription-based marketplace platform.
Outcome
Launched a two-sided marketplace that removes the middleman from cleaning transactions, letting cleaners earn more while giving customers a transparent, trust-first booking experience.
  • 75% Platform Transparency
  • 2XPlatform Growth
  • 40%Higher User Retention
View Full Case Study
Sparkle The Cleaning Service case study screenshot
  • Startup
2026

DineMate

DineMate is a Maryland-based dating and connecting platform built around verified profiles, restaurant reservations, and prepaid dining experiences. Founded to bring back authenticity to how people meet and connect.
Outcome
A fully custom web app, live on AWS, replaced a stalled mobile build and gave a first-time founder a scalable foundation to pursue users, partnerships, and investor capital.
  • 60% Time Saved
  • 99%System Reliability
  • 40%Higher User Retention
View Full Case Study
DineMate case study screenshot
  • Healthcare
2026

Prior Authorization AI

Prior Authorization AI is a healthcare automation startup building AI-powered tools to streamline prior authorization for Medicare and Medicaid medical transportation providers in New Jersey.
Outcome
Replaced a 16-hour manual document collection process with an automated intake and submission pipeline, freeing the founder to focus on clinical oversight instead of clerical work.
  • 16Weekly hours saved
  • 63%Admin time reduced
  • 43%Fewer submission errors
View Full Case Study
Prior Authorization AI case study screenshot
  • Education
2026

Grand Central Language Services

Grand Central Language Services provides translation and interpretation for organizations operating in complex, multilingual environments. As demand grew, internal workflows became harder to manage. SoftDoes built a custom platform to streamline coordination, improve visibility, and support scalable operations.
Outcome
The new platform brought structure to daily operations, improving project organization, reducing manual coordination, and increasing visibility across workflows. The system now supports more reliable delivery and gives the team a foundation for growth.
  • 72%Workflow Reduction
  • 48%Coordination Reduction
  • 83%Visibility Increase
View Full Case Study
Grand Central Language Services case study screenshot
  • Healthcare
2026

FMY Orthodontics

FMY Orthodontics, a multi-location practice in West Tennessee, partnered with SoftDoes to replace a spreadsheet-based financial workflow with a custom web platform. The goal was to simplify how staff present treatment financing while allowing patients and families to review and complete decisions remotely.
Outcome
The new platform streamlined internal workflows and removed manual spreadsheet work while giving patients a more flexible, modern experience. Staff spend less time coordinating financing, and families can review and finalize plans from home with ease.
  • 60%Workflow Reduction
  • 75%Remote Adoption
  • 5Locations Aligned
View Full Case Study
FMY Orthodontics case study screenshot
2025

FORBIDDEN ALCHEMY

Forbidden Alchemy is a Shopify-based e-commerce store created for a bold, underground fashion brand rooted in metalcore and occult aesthetics. The goal was to deliver a high-impact online experience that reflects the brand’s dark identity while providing smooth, conversion-focused shopping for mobile-first users.
Outcome
We developed a custom Shopify theme, immersive product experiences, and mobile-responsive UX. Every visual element—from typography to interactions—was tailored to strengthen the emotional pull of the brand within alternative subcultures.
  • 68%Faster Checkout
  • 41%Repeat Customers
  • 35%Cart Abandonment
View Full Case Study
FORBIDDEN ALCHEMY case study screenshot
2024

Bokeyno Motorsports

Bokeyno Motorsports is the leading mobile installer of vertical doors for high-performance cars. This Shopify website isn’t just about services—it’s a bold statement of power, style, and expertise. With a sharp layout, strong visuals, and real-world case studies, the site delivers all the information car enthusiasts need to book confidently and instantly.
Outcome
With a mix of dynamic layouts, curated gallery sections, and fast-loading interactions, we kept the user journey focused on action—whether it’s learning about supported models or requesting a quote.
  • 54%Booking Requests
  • 43%Lead Conversion
  • 32%Qualified Inquiries
Bokeyno Motorsports case study screenshot
2025

ai document processing platform

A comprehensive talent solution designed to help companies attract, hire, and retain top talent more effectively. The platform combines AI-powered recruitment technology with employee financial wellbeing programs, enabling smarter hiring decisions while supporting employees’ financial stability and long-term engagement.
Outcome
The new software significantly reduced staff steps for presenting and managing patient financing, replacing a manual workflow with a single streamlined system and improving clarity for both staff and patients.
  • 62%Faster Processing Time
  • 78%Less Manual Work
  • 35%Improved Accuracy
ai document processing platform case study screenshot

WHAT CLIENTS SAY

Independently verified reviews from real clients on Clutch.co

FMY Orthodontics
FMY Orthodontics

Client Story

Real feedback from

FMY Orthodontics

Their perseverance and solution-oriented mindset. SoftDoes consistently found ways to make things work, added features we had not originally envisioned, and never became frustrated. It felt like working with a true partner who cared about the success of our practice.

Dan Merwin

DDS, MS -- President, FMY Orthodontics

Prior Authorization AI

Client Story

Real feedback from

Prior Authorization AI

Every time I sent a request, if there was anything that didn't work, they were able to turn it around quickly. Even when there were no updates yet, they always reached out to let me know they were working on it.

Joseph Oluwo

Founder of Prior Authorization AI

WOVEN
WOVEN

Client Story

Real feedback from

WOVEN

What stood out most was their commitment to understanding our needs before presenting solutions.

Danna Pastran

Administrative Operations Manager, WOVEN

Grand Central Language Services

Client Story

Real feedback from

Grand Central Language Services

The site performs as intended and provides the foundation for our company's digital presence.

Joe Goldstein

QA Manager, Grand Central Language Services

DineMate
DineMate

Client Story

Real feedback from

DineMate

They go above and beyond.

Eric Snead

CEO, DineMate "Dating Connecting Platform"

WHAT CHANGED IN PRACTICE

Clients didn’t stay because of promises. They stayed because delivery became predictable, ownership was clear, and the product kept moving forward after launch.

  • You work with senior engineers who have deep understanding of machine learning, not account managers relaying messages. Every conversation is technical, productive, and focused on your business needs. Our team holds advanced degrees, with many holding a master's degree or higher in a related quantitative field. This means faster problem solving and fewer miscommunications. When questions arise, the person answering has hands-on experience with the code, the data, and the architecture. That direct access eliminates layers and keeps your project moving forward without translation delays.

  • We ensure transparent progress tracking and consistently meet our project goals. Every machine learning project follows a structured approach with defined milestones, weekly progress updates, and transparent reporting. You always know where your project stands, what comes next, and whether anything needs your input. Our process accounts for the uncertainty inherent in data science work by incorporating validation checkpoints early. Predictable delivery is not about rigidity. It is about discipline, exceptional communication, and honest planning that respects your business case and internal deadlines.

  • We engineer machine learning systems for longevity, not just launch day. Every model we create includes monitoring, retraining pipelines, documentation, and integration patterns that keep it relevant as your data evolves. Custom software development enhances operational efficiency for businesses long after the initial deployment. We design for continuous improvement from the start, not as an expensive add on later. Your investment in artificial intelligence should compound over time, not depreciate. That philosophy shapes every technical decision we make, from database design to model architecture.

  • Once we hand off a system, it works without constant supervision. Our ML solutions come with complete documentation, alert mechanisms, and autonomous retraining logic so your team can operate independently. We design AI systems for non-technical audiences as well as engineers, making dashboards and reports accessible to everyone who needs them. You should not need to hire a data scientist just to keep the lights on. The goal is an intelligent system your organization runs confidently on its own. We stay available for questions, but you will rarely need to ask.

Technologies We Use

AI MODELS & LLMs

ML FRAMEWORKS

MLOPS & AI INFRASTRUCTURE

AI CLOUD PLATFORMS

AI AUTOMATION TOOLS

DATABASES / DATA INFRASTRUCTURE

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Let’s Build the Future of Your Business

Every great product starts with a conversation.
 At SoftDoes, we don’t just write code — we dive deep into your goals, understand your market, and find the fastest path from idea to impact.

Get in touch

Frequently Asked Questions

Everything you need to know about deploying, scaling, and securing your neural agents with SoftDoes. Can’t find an answer?

How is communication handled during machine learning development in Orlando?

We maintain defined communication channels with regular weekly syncs, async updates, and shared project dashboards. Your team has direct access to the engineers doing the work, not intermediaries. Communication skills matter to us as much as technical ability, and every team member can explain complex data topics in plain language. We adapt cadence to your preference, whether that means daily standups or weekly summaries. Orlando's tech community supports networking and collaborative events for ML and AI professionals, and we bring that same collaborative approach to every client relationship. Transparency is a baseline, not a perk.

What types of machine learning projects are a good fit for SoftDoes?

We take on projects ranging from predictive models and recommendation engines to full AI systems with natural language processing and computer vision components. Short engagements, long partnerships, MVPs, and enterprise rollouts all fit our model. Whether your challenge involves data engineering pipelines, advanced analytics dashboards, or deploying generative AI, we bring the right expertise. We are equally comfortable with early stage exploration and complex production migrations. If it involves machine learning and has a clear business outcome, it is a fit.

Do you develop machine learning MVPs or only large systems?

We frequently work with startups in Orlando, FL, that need a rapid MVP to validate an idea before committing to a full platform. We also support enterprise teams migrating from pilot machine learning models into production systems. An MVP from SoftDoes is not a throwaway prototype. It is architected for expansion so you do not need to rebuild from scratch when you are ready to move forward. Mobile app development, web development, and backend intelligence layers can all be part of a phased rollout.

How do you measure machine learning model success and accuracy?

We define success metrics collaboratively with your team before any model training begins. Standard measures include precision, recall, F1 score, AUC, and forecast accuracy, depending on the problem type. Beyond statistical performance, we evaluate business outcomes: did the model reduce cost, accelerate a decision, or improve customer interactions in a measurable way? We track model performance in production through monitoring dashboards that flag degradation early. Accuracy without relevance to your business goals means nothing, so we always tie metrics back to the problem you hired us to solve.

Do you handle machine learning implementation oversight after the strategy is ready?

Strategy consulting is valuable, but strategy without execution is a document on a shelf. We carry machine learning projects from strategy through implementation, deployment, and ongoing monitoring. Local industries are integrating machine learning for autonomous systems and digital twins, and that work requires sustained technical oversight, not just a roadmap. Our team can embed with your client's team to ensure the transition from plan to production is seamless. We handle data preparation, model training, integration with existing systems, and post launch validation as a single continuous engagement.

Will we own the machine learning code and intellectual property?

You own everything we create for you: the code, the trained machine learning models, the data pipelines, and all documentation. We do not retain licenses, proprietary hooks, or access requirements that create dependency. Custom software can integrate AI solutions tailored to specific needs, and that integration belongs entirely to you. IP ownership is defined in our agreements before work begins, so there are no surprises. This is standard at SoftDoes because we believe innovative solutions should remain with the company that invested in them. Your software engineering assets are yours.

What makes SoftDoes different from a typical machine learning agency in Orlando?

We are engineers first. Typical agencies assign junior developers and rely on project managers to relay information. At SoftDoes, senior machine learning engineers and a dedicated data scientist engage directly with your leadership. Orlando is recognized for modeling, simulation, and training industries, and our industry experience in these domains gives us an edge that generic agencies cannot match. We focus on business applications that produce real world impact, not impressive slide decks. All projects gets the same senior attention regardless of contract size.

How do you price machine learning development projects?

Pricing depends on project complexity, data readiness, timeline, and the scope of machine learning services required. We offer fixed price engagements for well defined projects and time and materials arrangements for exploratory or evolving work. Every proposal includes a detailed breakdown so you understand exactly what you are paying for. We do not pad estimates with unnecessary overhead. Transparency in pricing is part of the same philosophy that drives our technical execution: clarity, honesty, and respect for your investment.

Some insights into custom software development

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Discuss Your Project

This is a no-pressure, 30-minute conversation. We will talk through what you are building, identify risks or unknowns, and outline what it would take to do it right.

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Let's build together.

Talk with a senior engineer about your product idea, architecture, and what it would take to build it.

Upload File