Top 16 Best AI and Machine Learning Development Services in 2026

What Are AI And Machine Learning Development Services?

AI and machine learning development services help organizations design, build, deploy, and maintain intelligent systems that automate processes, analyze data, and support decision-making. In 2025, the global AI and ML services market was projected at $36.77 billion, reflecting strong and ongoing demand.

Definition of AI And Machine Learning Development Services

These services cover the full ML lifecycle, including planning, solution architecture, model development, deployment, and long-term optimization. They ensure structured implementation of machine learning initiatives from idea to maintenance.

Leading Providers Of AI And Machine Learning Development Services

The AI services market includes diverse vendors with varying strengths and delivery models. Below are recognized providers known for delivering scalable, production-ready AI solutions across industries.

Leading Providers Of AI And Machine Learning Development Services

1. MOR Software

MOR Software is one of the top software outsourcing companies in Vietnam, established in 2016. With 850+ completed projects across 10+ countries, it supports startups and enterprises through structured offshore delivery models.

The company focuses on stable, production-ready systems rather than prototypes. ISO 9001 and ISO 27001 certifications ensure strong quality and security compliance. Its experience spans AI, blockchain, IoT, Salesforce, and enterprise platforms across healthcare, finance, manufacturing, HRM, eCommerce, and media.

Expertise:

Custom software & offshore outsourcing
AI & applied machine learning
Blockchain & Web3
IoT integration
Salesforce services
Web & mobile apps
QC, testing, maintenance

Advantages:

850+ successful projects
ISO-certified processes
Strong Vietnam–Japan presence
Flexible engagement models
Enterprise-grade systems

Industries served: Healthcare, finance, manufacturing, HRM, eCommerce, telecom, media.

2. Uptech Team

Uptech supports startups and enterprises in building scalable digital products. With 9+ years of experience and 1,200+ delivered applications, it combines strong technical skills with user-focused design.

Expertise:

Product discovery
UX/UI
Mobile & web development
Custom software
AI & ML

Advantages:

Transparent workflows
Fast prototyping
Strong startup scaling track record

Industries served: Healthcare, fintech, crypto, travel, ecommerce, energy, insurance.

3. Blackthorn Vision

With 16+ years of experience and Microsoft Solution Partner status, Blackthorn Vision delivers end-to-end AI systems focused on scalability and security.

Expertise:

Generative AI
ML & predictive analytics
Chatbots
Cloud & MLOps
App modernization

Benefits:

ISO 27001 certified
Agile processes
Secure enterprise integrations

Industries Served: Fintech, oil & gas, healthcare, biotech, travel, media.

4. SoftKraft

SoftKraft helps companies implement AI-driven automation and analytics. Its team supports projects from MVP to enterprise scale.

Expertise:

AI solution design
Custom intelligent software
Workflow optimization
ML & NLP
Cloud AI apps

Advantages:

Tailored AI systems
ISO-certified processes
Full-cycle delivery

Industries served: IT, marketing, education, finance, real estate.

5. DataRoot Labs

DataRoot Labs operates as a full-cycle AI R&D center with 8+ years of experience and 50+ specialists.

Expertise:

LLM training & tuning
Multimodal AI
Vector databases
Reinforcement learning
AI interfaces

Benefits:

MVP in 8–12 weeks
Free roadmap consultation
Full IP transfer

Industries served: Automotive, healthcare, retail, energy, gaming.

6. Growexx

Growexx is an AI consulting and digital transformation firm focused on aligning business goals with technical execution.

Expertise:

AI & ML
Data analytics
BI & warehousing
Product engineering
DevOps

Benefits:

Enterprise AI scaling
End-to-end development
Long-term partnership model

Industries served: Consumer goods, SaaS, logistics, healthcare.

7. AtliQ Technologies

AtliQ delivers AI-integrated systems that improve engagement and efficiency.

Expertise:

LLMs
AI strategy
ML model training
AI platforms
MLOps

Benefits:

Smooth system integration
Fast prototyping
Ongoing support

Industries served: Finance, education, government, hospitality.

8. Xorbix Technologies, Inc.

With 25+ years of experience, Xorbix supports enterprise AI transformation with scalable systems.

Expertise:

Custom AI
AI consulting
Intelligent process automation
Advanced analytics

Benefits:

Rapid PoC
Automation-driven ROI
Long-term collaboration

Industries served: Manufacturing, healthcare, insurance.

9. BotsCrew

BotsCrew focuses on AI Agents and Generative AI for enterprise use, with 150+ projects delivered since 2016.

Expertise:

AI agents
Generative AI
LLM customization
Conversational AI
Enterprise integrations

Benefits:

ROI-driven solutions
GDPR & HIPAA compliance
Full lifecycle support

Industries served: Healthcare, retail, logistics, banking, public sector.

10. AscentCore

AscentCore combines long-term partnership with AI innovation to build sustainable digital products.

Expertise:

Multimodal AI
Data science
NLP
Automation

Benefits:

High client satisfaction
Agile delivery
Long-term value focus

Industries served: Cybersecurity, healthcare, automotive, telecom.

11. DevTeam.Space

Since 2016, DevTeam.Space has delivered nearly 400 AI projects using a vetted network of senior engineers.

Services:

Custom AI
ML training & optimization
Predictive analytics
NLP & RPA
Generative AI
Computer vision
Cloud AI

Advantages:

Structured agile model
Dedicated PMs
Scalable & secure systems

Industry verticals: Fintech, healthcare, logistics, retail, manufacturing.

12. Softarex Technologies

Operating since 2000, Softarex combines AI, robotics, and digital transformation for global clients.

Expertise:

AI & ML
Robotics
Computer vision
Data analytics

Benefits:

20+ years experience
ISO 9001 & SOC 2 compliance
Secure, scalable solutions

Industries served: Healthcare, finance, aviation, energy.

13. SPUNCH

SPUNCH builds intelligent solutions tailored to operational improvement.

Expertise:

Chatbots
MVP development
AI team integration
ERP/CRM integration

Benefits:

Flexible scope
Transparent pricing
Dedicated support

Industries served: Healthcare, hospitality, finance, IT.

14. SpellSystems

Based in Dubai, SpellSystems specializes in AI integration, RPA, and blockchain-enabled solutions.

Expertise:

AI programs
Blockchain
Big data
Healthcare & fintech systems

Benefits:

Fast MVP approach
Full IP ownership
Flexible frameworks

Industries served: Healthcare, biotech, fintech, trading, government.

15. Kodexo Labs Global

Kodexo Labs delivers scalable AI systems for startups and enterprises.

Expertise:

AI apps & custom software
ML & NLP
Automation
Cloud-native AI

Benefits:

End-to-end development
Secure & compliant solutions
ROI-focused strategy

Industries served: Healthcare, automotive, retail, logistics.

16. Innowise

With 2,500+ specialists and 18 years of experience, Innowise builds enterprise AI systems that improve efficiency and insights.

Expertise:

Custom AI & ML
Generative AI
NLP
Computer vision
Predictive analytics

Advantages:

ISO 27001 certified
Full-cycle services
Flexible cooperation models

Industries served: Healthcare, fintech, manufacturing, retail, logistics.

17. Kanerika

Kanerika focuses on Agentic AI and generative systems for operational transformation.

Expertise:

Multi-agent AI
Predictive ML
MLOps
Generative AI & RAG
Conversational AI

Advantages:

Certified standards (ISO, SOC 2, CMMI)
Strong industry partnerships
Full-cycle implementation

Industries served: Manufacturing, retail, finance, healthcare.

18. Upsilon

Upsilon specializes in generative AI MVPs delivered within 3 months.

Expertise:

AI MVP development
Generative AI integration
ChatGPT integration
Web & mobile apps

Advantages:

Fast time-to-market
Flexible collaboration
$177M raised by clients

Industries served: Healthcare, finance, retail, manufacturing.

How We Evaluated AI And Machine Learning Development Services

We used a structured evaluation framework to ensure reliability and capability.

Evaluated AI And Machine Learning Development Services

Technical expertise: ML depth, NLP, CV, custom stacks.
Delivery record: Proven ROI and case studies.
Innovation: Research and adoption of new technologies.
Client satisfaction: Reviews and testimonials.
Scalability: Ability to adapt across industries.
Ethical AI: Data privacy and transparency.
Market credibility: Industry reputation.
Global support: International delivery capability.

What Do AI And Machine Learning Development Services Include?

These services cover every phase required to transform data into reliable AI systems.

Components of AI And Machine Learning Development Services

Consulting And Strategy – Define use cases and roadmap.
Data Preparation And Engineering – Clean, structure, and pipeline data.
Model Design And Development – Build ML algorithms for specific needs.
Training And Evaluation – Optimize accuracy and fairness.
Deployment And Integration – Connect models with live systems.
MLOps And Scaling – Monitor and maintain lifecycle performance.
Support And Optimization – Continuous tuning and retraining.

Business Benefits Of AI And Machine Learning Development Services

AI enables smarter operations, automation, and competitive growth.

Business Benefits Of AI And Machine Learning Development Services

Automation And Operational Efficiency – Reduce manual work and downtime through predictive systems.

Smarter Data-Driven Decisions – Gain forecasting accuracy and strategic insights.

Customer Experience Personalization – Deliver tailored recommendations and support.

Cost Control And Process Efficiency – Optimize inventory and resource allocation.

Security And Fraud Prevention – Real-time anomaly detection.

Innovation And Market Advantage – Faster product improvement and differentiation.

Working Roadmap With AI And Machine Learning Development Services

A structured roadmap reduces risk and aligns expectations.

Working Roadmap With AI And Machine Learning Development Services

Defining AI Goals And Requirements – Clarify scope, objectives, and budget.

Shortlisting AI Development Companies – Compare expertise and experience.

Reviewing Client Feedback And Case Studies – Evaluate real-world performance.

Assessing Technical And Industry Expertise – Confirm tech stack and domain knowledge.

Choosing The Right Delivery Method – Select Agile, Scrum, or structured models.

Initial Discussions And Proposals – Align expectations and costs.

Evaluating Core Team Members – Review direct contributors.

Proof Of Concept Validation – Test feasibility before scaling.

Contracting And Reporting Setup – Define legal terms and communication processes.

Conclusion

Selecting the right AI and machine learning development services partner determines how effectively your organization leverages data and automation. Each provider offers different strengths, so careful evaluation is essential. With the right partner, AI initiatives become scalable, secure, and results-driven. Contact MOR Software to explore how our AI expertise can support your next transformation project.

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