Markovate - Generative AI Development Company

AI Development Services: From Use Case to Production AI

We build custom AI on your data: machine learning models, computer vision, AI agents and generative AI, integrated with the systems your team already uses.

65+ AI projects · 30+ AI specialists · Trusted by 3M, Trapeze and NVMS

ISO/IEC 27001:2022 · ISO 9001:2015 · HIPAA-compliant builds · NDA on request

Production AIClaims document modelLiveDataTrainEvaluateDeployAccuracy vs. baseline96.4%Week 1Baseline 78%Week 8Documents todayAvg. responseTo human review12,4801.8s4%SAPSalesforceSharePointYour cloudGuardrails onModel v3.2 deployed · 2 min ago

Trusted by Enterprises

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90%

Fewer blueprint marking errors for CivilTakeoff.

40%

Faster insurance claim settlements for CodmanAI.

95%

Order accuracy with an ERP AI agent for a US manufacturer.

60%

Faster answers from a generative AI medical research chatbot.

Custom AI development built around your business goals

We start from the business problem, not the model. Our team picks the right approach, from classic machine learning to deep learning and large language models, and builds AI that fits your data, your workflows and your security rules. Not sure where AI fits yet? Our AI consulting services help you choose the use case first. Need software that acts on its own? See our AI agent development services.
WHO WE HELP

Problems we solve

If any of these sound familiar, our AI engineers can help.

Off-the-shelf AI doesn’t fit

We build models and tools around your data, terms and processes instead of a generic product.

Pilots that never reach production

We take stalled POCs through integration, testing and monitoring so they run in daily work.

Manual work in documents

We automate reading, classifying and extracting data from drawings, claims, invoices and forms.

Data spread across systems

We build the pipelines that bring your data together and make it ready for AI.

Legacy systems that can’t use AI

We connect AI to your ERP, CRM and internal tools through APIs, without replacing them.

No in-house AI team

Our 30+ AI specialists work as an extension of your team, from design to support.
WHAT WE OFFER

Our AI development services

AI Consultation

We help you pick the AI strategy and use cases with the best return, then support your team through adoption.

ML Development

Custom machine learning models that improve efficiency and decision-making across your operations.

Visual Detection and Inspection

Computer vision for object detection, inspection and recognition, with precise and accurate outputs.

NLP, Chatbots & Assistants

Assistants that understand and generate human language, for customer support and internal knowledge.

Data Engineering

Scalable data collection, storage and processing that AI applications depend on.

Predictive Analytics

Models that forecast trends and market shifts so you can act sooner and protect revenue.

AI Agent Development

Agents that run multi-step workflows across your systems and hand off to people when needed. See AI agent development.

Generative AI Development

LLM applications, retrieval on your documents and content generation, built with guardrails. See generative AI development.

AI Integration & MLOps

Deployment, monitoring and retraining so models stay accurate after launch.

RAG & Knowledge Assistants

Retrieval on your documents and databases, with answers that cite their sources and respect user permissions.

LLM Fine-Tuning & Evaluation

Models tuned to your terms and tasks, tested against an accuracy baseline before they go live.

Document & Drawing Intelligence

AI that reads engineering drawings, BOMs, claims and leases, built on the same tech as our own AI Blueprint Classifier.
HOW IT WORKS

From first call to production AI in four steps

1. Discovery call

We learn your goals, data and current systems, and agree what success looks like.

2. Use case and data review

We check data quality and feasibility, then choose the approach and architecture.

3. POC on your data

A working prototype tested against agreed metrics, with a clear go or no-go.

4. Build, launch and support

We build for production, integrate with your systems, then monitor and improve.
ENGAGEMENT MODELS

Ways to work with our AI developers

AI Readiness Sprint

About 2 weeks. Data and systems review, use case choice and a build plan. See AI consulting.

Proof of Concept

4–6 weeks. A working prototype on your data with agreed success metrics. See AI POC development.

Production AI System

3–6 months. Integrated, tested, deployed and handed over with documentation.

Forward Deployed AI Team

AI engineers embedded with your team to build, run and improve AI over time. See forward deployed engineers.

How we scope your AI project

Every project is scoped to your use case. The estimate depends on four things: how much of the work the AI takes on, the state of your data, how many systems it connects to, and how closely people need to review its output. After a discovery call, you get a written scope with timeline, team and cost.
FEATURED WORK

Our AI development projects

Civiltakeoff-services-work
– CivilTakeoff.ai

90% Fewer Marking Errors with an AI Blueprint Classifier

We built an AI blueprint classifier using computer vision and deep learning for civil engineers to automate marking tasks on construction blueprints, ensuring precise labeling and coloring while significantly reducing manual errors and project delays.
  • Reduced marking errors by up to 90%
  • Accurate identification of blueprint regions using edge detection
  • Lowered Project Completion time by 30%
  • Automated labeling and coloring aligned with construction notes
– CodmanAI

40% Faster Claim Settlements with AI Medical Document Analysis

Using advanced AI, we built an AI-powered claim processing solution that extract key medical data, generate accurate ICD-10 and CPT codes, and reduce manual effort for faster, more efficient insurance operations.
  • 40% Faster Insurance Claim Settlements Processing
  • Advanced document analysis to extract key insights
  • Reduced human errors in medical coding by 20%
  • Delivers precise code assignments with advanced NLP
AI medical coding platform
ERP AI Agent Development
– ERP AI Agent

95% Order Accuracy with an AI Agent for ERP Order Management

For a leading American manufacturer, we created an ERP AI agent to manage customer orders, inventory, and order tracking, improving order accuracy and response times while enhancing operational efficiency.
  • Automated order placement and real-time tracking
  • 95% order accuracy with reduced response times
  • Seamless ERP integration for inventory and pricing updates
  • Enhanced operational productivity across departments
– Medical Research Chatbot

60% Faster Answers with a Generative AI Medical Research Chatbot

We leveraged generative AI to build a medical research chatbot for breast cancer patients that delivers accurate, evidence-based answers, providing easy access to the latest studies, clinical trials, and medical insights.
  • Reduced query response time by 60%
  • Evidence-based responses supported by trusted data sources
  • Summarizes lengthy and complex content into clear, actionable insights
  • Streamlined information retrieval, improving decision-making
Medical Research AI Chatbot
BUILT BY MARKOVATE

We run our own AI products in production

The teams that build your AI also build and operate these platforms for engineering, construction and manufacturing companies.

AI Blueprint Classifier

Drawing intelligence that reads and classifies full engineering drawing sets. Explore

AI Takeoff Software

Quantities taken from full drawing sets, ready for estimating. Explore

AI BOM Software

Bills of materials built from engineering drawings and CAD files. Explore

AI Quoting Software

Structured quotes generated from your rates and requirements. Explore
INDUSTRIES

AI development by industry

Manufacturing

CAD to BOM extraction, visual inspection, quality control and AI quoting. Manufacturing AI

Construction

AI takeoff, plan review and estimating from full drawing sets. Construction AI

Healthcare

AI medical coding, medical transcription and claims automation. Healthcare AI

Insurance

Claims processing, document analysis and risk scoring. Insurance AI

Real Estate

Lease abstraction, portfolio data automation and property narrative agents. Real estate AI

Your industry

We also build for logistics, retail, finance and SaaS. Tell us about your workflow.

See how custom AI could work in your business. Talk to our AI development team.

SECURITY

Built with enterprise-grade security and AI safety

Certified processes

ISO/IEC 27001:2022 and ISO 9001:2015 certified, with NDAs on request.

Compliance aligned

Builds aligned with HIPAA and GDPR, including HIPAA-compliant healthcare AI in production.

Your data stays yours

Your data stays in your own cloud and is never used to train models for anyone else.

Guardrails built in

Role-based access, encryption and output guardrails on every AI system we ship.

Tested before launch

Every model is measured against an agreed accuracy baseline before it goes live.

Monitored after launch

Accuracy, cost and drift are tracked in production, with retraining when needed.
WHY US

Why choose Markovate as your AI development company?

1. Proven Track Record

30+ AI consultants and engineers who have delivered 65+ AI projects in construction, healthcare, insurance, manufacturing and more.

2. Broad AI Expertise

Machine learning, computer vision, NLP, AI agents and generative AI, so we choose the right tool for the problem.

3. End-to-End Delivery

Strategy, data engineering, model building, integration and support from one team.

4. We Run AI in Production Ourselves

We build and operate our own AI products, so we know what it takes to keep AI accurate, fast and secure after launch.

1. Proven Track Record

30+ AI consultants and engineers who have delivered 65+ AI projects in construction, healthcare, insurance, manufacturing and more.

2. Broad AI Expertise

Machine learning, computer vision, NLP, AI agents and generative AI, so we choose the right tool for the problem.

3. End-to-End Delivery

Strategy, data engineering, model building, integration and support from one team.

4. We Run AI in Production Ourselves

We build and operate our own AI products, so we know what it takes to keep AI accurate, fast and secure after launch.

TESTIMONIALS

What our clients say

See how businesses are using our AI solutions to make better decisions with measurable impact.

Within 3 months of working with Markovate, we reduced manual clinical coding work by 65%. We’re pleased with the AI agents supporting our workflows.

David V.
CEO, CodmanAI

Markovate’s AI platform helped improve our property inspection accuracy and reduce operational costs by 86%, helping us deliver a better customer experience.

Chris Cook
CEO, NVMS

Markovate’s AI Blueprint Classifier can process more than 150 drawings in a single pass, helping us prepare takeoffs and estimates faster.

Andrew B.
CEO, CivilTakeoff

Markovate helped us automate 95% of our paratransit workflows. We’ve been impressed by their team and the effectiveness of their solution.

Garrett Vandendries
Director & PMO, Trapeze

We worked with Markovate to build a financial tool for our business and clientele. The experience and results have exceeded our expectations. Markovate's team is great to have on your side if you need an experienced technology partner.

Michael Sedigh
CFO, 3M Corporation

As a retail business, finding the right technology partner was crucial. We partnered with Markovate, who expertly guided our product development from concept to launch. Their recommended innovative solutions have significantly enhanced our operations and reduced our costs.

John D
CEO, Aisle 24

Markovate’s legal AI assistant has reduced our argument preparation time by 78%. It supports our research and is used daily by our legal team.

Tate Lounsbery
Owner, Lounsbery Law Office, PC

Markovate built an AI workflow for investor presentations. With minor edits, we can now prepare presentations in 3 hours instead of several days.

Jacob A
Senior Associate, Madison Capital Group

Markovate’s AI solution helps us find information across support mailboxes and SharePoint, update FAQs, and maintain consistent customer responses. Within a few months, our overall work efficiency increased by 69%.

Tom
Partner, Very Mulberry

Markovate's AI Blueprint Classifier helped us significantly accelerate our quotations, cost estimations, and timeline planning. The automation and accuracy it brought to our blueprint analysis have been a major value-add to our pre-production process.

Jason Porter
COO, MPP Innovation

The AI Interview Agent has improved our hiring efficiency by 80% through natural conversations and automated scoring. Candidates can complete interviews anytime, giving our team greater screening flexibility.

Natalie C.
Talent Lead, AltaSpark

DeVoice helps us manage customer support workflows and answer customer queries. Since implementation, we’ve seen a 54% increase in positive reviews.

Doughlus
CEO, Nebula Pie & Pizza

For our live interviewing platform, we have worked with Markovate on building the infrastructure and roadmap planning. They have advised us on great solutions, and we highly recommend their team.

David Singh
VP Strategy and Operations, Kira Talent

We worked with both Rajeev and Mansi on Hawaii Revealed app development and launch. Excellent people with a thorough understanding of their business. They are experts in providing AI solutions for scalability and product modernization.

George Thompson
Sr. VP, Hawaii Revealed

I would recommend Markovate to businesses looking for a reliable technology partner. Their team combines strong technical skills with a deep understanding of business needs.

Lucie Lalumiere
President & CEO, Interactive Ontario
TOOL & TECHNOLOGY

AI development tech stack

Our engineers recommend the optimal AI and ML development technology stack tailored to each solution. They are skilled and trained in a variety of cutting-edge technologies.
AI development services tech stack
AI-MODELS

Rich expertise across diverse AI models

GPT-5

OpenAI’s most advanced model, delivering state-of-the-art reasoning, coding, and language generation.

Claude 4 Sonnet

Anthropic’s efficient AI model balancing speed, cost, and fluency for conversational and creative tasks.

Claude 4 Opus

Anthropic’s most powerful model for deep reasoning, knowledge tasks, and enterprise AI applications.

LLaMA-4

Meta’s next-generation language model with enhanced scalability and strong performance in NLP tasks.

Mistral 7B

A lightweight, high-performance open model optimized for efficiency and fast text generation.

Cohere Command R+

Cohere’s leading reasoning model, fine-tuned for RAG (retrieval-augmented generation) and enterprise use cases.

DeepSeek-R1

A reasoning-focused AI model designed for coding, math, and logic-intensive tasks.

Google Gemini Flash

Google’s lightweight Gemini family model optimized for speed and multimodal generation.

Whisper V3

OpenAI’s high-accuracy speech-to-text model for transcription and voice applications.

Stable Diffusion

A generative model enabling controlled and customizable image creation & editing.

DALL-E 3

OpenAI’s image generation model creating detailed visuals from natural text prompts.

Phi-2

Microsoft’s small, efficient multimodal AI model advancing text and image generation.
Show More
FAQs

About AI development services

What is your experience with projects similar to ours?

We've implemented AI solutions in healthcare, finance, and retail, such as a predictive analytics tool that boosted retail inventory turnover by 30%. Our broad experience allows us to build customized solutions for your specific needs. Explore our work to learn more about how we have helped our clients.

What technologies do you most commonly use with AI development services, and why?

For AI development services, we leverage techniques such as supervised and unsupervised learning, deep learning, and neural networks. We primarily use Python for its extensive libraries and community support, along with TensorFlow and PyTorch, depending on project needs. Our expertise also includes NLP, computer vision, MLOps, AI models, data processing tools, and cloud platforms, ensuring solutions are tailored to specific project requirements.

How do you measure the success of an AI project?

We measure AI success using KPIs like operational efficiency, error rate reduction, and customer satisfaction, monitoring and optimizing these throughout the project to ensure goal alignment. A POC or MVP helps assess the real-world feasibility of the AI solution before committing to a full-scale one.

What post-deployment support and maintenance do you offer?

We offer comprehensive post-launch support, including system monitoring, updates, and troubleshooting. Our support packages are customizable to ensure your AI systems operate efficiently.

Can you describe your development process, especially how you handle changes in project scope?

Our AI development process follows key steps to ensure smooth delivery. We begin with mathematical formalization, defining objectives and constraints. Next, we focus on data collection, sourcing high-quality datasets, followed by exploratory data analysis (EDA) to uncover patterns and inconsistencies. Data preprocessing ensures clean, structured data for training. During AI training and validation, we fine-tune models for accuracy and performance. AI deployment integrates the model into real-world environments, and AI monitoring ensures ongoing optimization, handling changes in scope through iterative improvements and continuous feedback.

What strategies do you implement to handle the challenge of data quality and sufficiency for training AI models?

We assess data quality initially and address any gaps with data augmentation, synthetic data generation, and advanced cleaning. We also help establish ongoing data collection strategies to maintain and enhance model performance.

How do you ensure data security and compliance in AI projects?

We prioritize data security through encryption, secure protocols, and regular audits. We align our AI software development processes with regulations like GDPR and HIPAA and collaborate with your compliance teams to meet data protection standards.

What is the typical cost of custom AI development with your team?

The cost of developing a custom AI solution varies based on factors like project complexity, data requirements, and specific functionalities. Generally, we provide a detailed cost estimate after understanding your project needs and scope.

What is your typical timeline for delivering AI development projects?

The timeline for AI development varies depending on the project’s complexity. You can start with a Proof of Concept, which takes 4–6 weeks to complete. The POC allows us to demonstrate the potential impact of the AI solution using your data.

Can you take our existing AI pilot to production?

Yes. We review the pilot's model, data and code, fix what blocks production, then handle integration, testing, deployment and monitoring so it runs in daily work.

Do you build AI agents and generative AI, or only machine learning models?

All three. We build classic ML and computer vision models, generative AI applications on your documents, and AI agents that run multi-step workflows across your systems.

Should we use RAG, fine-tuning or prompting?

Start with prompting when a general model already knows the task. Use RAG when answers must come from your own, changing documents. Fine-tune when the model needs your terms, format or style every time. Many production systems combine RAG with a lightly tuned model, and we test each option on your data before choosing.

OUR BLOGS

Point of view

Our thought leadership initiative – an exclusive platform for sharing our insights and technological perspectives.
AI in Logistics: 15 Use Cases to Know for 2027

AI in Logistics: 15 Use Cases to Know for 2027

Customers expect next-day delivery, fuel and labor costs keep rising, and one port delay can ripple through a whole network. That's why logistics teams are putting AI to work, and the spending shows it. The AI in logistics and supply chain market was worth about $20.1...

Contact us

Ready to build AI that works in production?

Tell us about the process, data and systems you want to improve. We will help you choose the right AI approach, scope the build and plan a clear path from proof of concept to production.

Whether you need one model or a full AI platform, our engineers have delivered 65+ AI projects across manufacturing, construction, healthcare, insurance and real estate.

What we can help with
Custom AI Development
ML Models
Computer Vision
AI Agents
Generative AI & RAG
Document & Drawing AI
AI Integration & MLOps
AI POC Development
Senior AI engineersWritten scope after the callNDA on requestISO 27001 certified

Tell us about your AI project

Share your goals and we will match you with the right AI engineer.

    Get in touch with Markovate