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AI & ML Specialists , Strategy, Engineering, Deployment

AI & Machine Learning Solutions That Unlock Predictive, Automated Operations

Unlock data-driven intelligence and transform how your teams make decisions. We architect GPT, computer vision, and predictive analytics solutions that deliver measurable efficiency, precision, and growth across your organization.

10+

Years delivering AI platforms

40+

Custom models launched

98%

Client satisfaction score

24/7

Enterprise support coverage

WBENC Certified
MMSDC Certified
Oakland County Cornerstone Company
Michigan & Ohio teams

Why Mid-Market Teams Choose One Team US for AI & ML

Every engagement pairs onshore strategy with a dedicated engineering squad so you move from concept to deployment without sacrificing velocity, transparency, or security.

Deep AI/ML Portfolio

40+ custom models and AI platforms shipped across healthcare, manufacturing, logistics, and retail.

Full-Stack ML Expertise

Python, TensorFlow, PyTorch, and Azure OpenAI specialists ensure the right architecture for your data and use case.

End-to-End Delivery

From data strategy and engineering to model training, deployment, and continuous optimization under one roof.

Enterprise Security & Compliance

HIPAA, SOC 2, and industry-specific compliance with encryption, anonymization, and audit trails baked in.

Production-Ready MLOps

CI/CD pipelines, model monitoring, drift detection, and automated retraining workflows for reliable operations.

Post-Deployment Support

Model performance monitoring, accuracy tuning, feature engineering, and 24/7 support help you scale confidently.

AI & ML Services Built for Scale

Explore service lines built from production engagements and reusable solution accelerators.

AI Agent Development Services

AI Agent Development

Design and build production AI agents that use enterprise data, approved tools, and human controls to complete multi-step workflows.

AI Agent Development
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Retrieval-Augmented Generation Development Services

RAG Development

Build retrieval-augmented generation systems that ground AI answers in approved enterprise knowledge, permissions, and citations.

RAG Development
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Generative AI Development Services

Generative AI Development

Design and build secure generative AI applications for content, document, service, and operational workflows with evaluation and human controls.

Generative AI Development
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Enterprise AI Integration Services

Enterprise AI Integration

Connect AI to ERP, CRM, APIs, identity, and operational workflows with secure access, controls, monitoring, and reliable system integration.

Enterprise AI Integration
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Document AI Development Services

Document AI Development

Turn documents into validated data with secure intake, classification, extraction, review, integration, monitoring, and continuous improvement.

Document AI Development
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MLOps Consulting and Implementation Services

MLOps Consulting & Implementation

Build reliable model delivery, evaluation, monitoring, governance, rollback, and retraining workflows for production AI systems.

MLOps Consulting & Implementation
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Predictive Analytics Development Services

Predictive Analytics Development

Build forecasting, risk scoring, demand planning, and decision-support systems that turn operational data into measurable business action.

Predictive Analytics Development
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Custom NLP Development Services

Custom NLP Development

Turn messages, notes, records, and knowledge sources into structured information, controlled workflow actions, and measurable operational insight.

Custom NLP Development
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Computer Vision Development Services

Computer Vision Development

Build production vision systems for inspection, quality, safety, and operational monitoring with capture design, validation, review, and system integration.

Computer Vision Development
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Recommendation Engine Development Services

Recommendation Engines

Design ranking and personalization systems that surface useful next choices across catalog, content, service, and operational workflows.

Recommendation Engines
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Data Engineering and Model Pipeline Services

Data Engineering & ML Pipelines

Design reliable ETL workflows, feature pipelines, and training-serving data platforms that give machine learning systems governed, traceable inputs.

Data Engineering & ML Pipelines
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AI-Powered Automation Services

AI-Powered Automation

Automate operational workflows across ERP, CRM, and field systems with governed AI orchestration, validation, exception handling, and human controls.

AI-Powered Automation
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Cloud AI Integration Services

Cloud AI Integration

Integrate Azure, AWS, and GCP AI services into enterprise applications with security, identity, evaluation, cost controls, and production operations.

Cloud AI Integration
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AI & ML Development Services

AI & ML Development Services

Custom machine learning development to automate decisions, uncover insights, and scale operations.

AI & ML Development
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AI Video Analytics

AI Video Analytics

Computer vision platforms for safety, surveillance, and real-time operational intelligence.

AI Video Analytics
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AI for Workplace Safety

AI for Workplace Safety

Automate PPE compliance, hazard detection, and safety alerts with IoT and vision analytics.

AI for Workplace Safety
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AI Chat & Virtual Assistants

AI Chat & Virtual Assistants

Build GPT-powered chat experiences for sales, support, and field operations workflows.

AI Chat & Virtual Assistants
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Face Mask Detection

Face Mask Detection

Deploy AI-based compliance monitoring for healthcare, retail, and industrial facilities.

Face Mask Detection
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Driver's License Scanner

Driver's License Scanner

Accelerate onboarding and ID verification with OCR, document AI, and compliance workflows.

Driver's License Scanner
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Our AI Delivery Process

Proven methodology that transforms AI initiatives into measurable business outcomes.

01

Data Assessment & Strategy

Audit data sources, define AI opportunities, and align success metrics with business goals.

02

Model Design & Training

Prototype algorithms, iterate on features, and train models using modern ML frameworks.

03

Integration & Engineering

Embed models into apps, data warehouses, and automation workflows used by your teams.

04

Validation & Compliance

Test accuracy, fairness, and bias while ensuring data governance and regulatory alignment.

05

Deployment & Scaling

Launch securely on cloud or on-prem infrastructure with high availability and failover.

06

Continuous Optimization

Monitor performance, retrain for accuracy, and evolve features with product roadmaps.

Trusted by AI Product Owners

Verified reviews from teams building intelligent automation and predictive analytics solutions.

"They are always willing to explain something in detail to make sure we completely understand."

Lonnie Giffin

Owner, LG-Solutions Unlimited

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"The communication with One Team is brilliant. We have a WhatsApp group where the entire team comes up with ideas."

Technology Company Client

Technology Company

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"While the app is still in the testing phase, the results thus far have received positive feedback from everyone who has seen the product."

Healthcare Provider Client

Healthcare Provider

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Technology Stack

Languages & Frameworks

  • Python
  • TypeScript
  • FastAPI
  • Node.js

AI & ML Frameworks

  • TensorFlow
  • PyTorch
  • Scikit-learn
  • Hugging Face Transformers

Cloud & Data

  • Azure AI
  • AWS SageMaker
  • GCP Vertex AI
  • Databricks

MLOps & Tooling

  • MLflow
  • Weights & Biases
  • Docker
  • Kubernetes

AI & ML FAQs

Do you build custom AI models or integrate existing platforms?+
Both. We develop custom models when differentiation is required and integrate Azure OpenAI, GPT, TensorFlow, and other APIs when speed-to-market is critical.
Can AI connect to our ERP or CRM systems?+
Yes. We have prebuilt connectors and integration experience with Odoo, Salesforce, HubSpot, and other enterprise platforms.
How do you ensure data security and compliance?+
We implement encryption, anonymization, role-based access, and audit trails that align with HIPAA, SOC 2, and industry-specific standards.
How does AI improve decision-making for our teams?+
Predictive analytics, automated insights, and alerting help teams act faster, reduce manual work, and align resources with demand in real time.

One Team US provides AI and software development across Michigan, including AI development in Midland.

Also see the Midland software hub.

Ready to Harness the Power of AI & ML?

Talk with our Michigan-based AI team about computer vision, automation, and analytics solutions tailored to your roadmap.