Best ML Development Services

Markovate vs Andersen: full comparison for 2026

Last updated: July 2026

Quick verdict

Markovate (4.1/5) edges ahead of Andersen (3.7/5) overall. Markovate is the better choice for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM).. Andersen is the stronger option for enterprises wanting AI consulting bundled with a very broad general software-engineering practice (.NET, Java, mobile, etc.).. The right choice depends on your project size, budget, and required tech stack.

Markovate vs Andersen: head-to-head summary

Criterion Markovate Andersen
Founded 2015 2007
HQ San Francisco, California, United States Warsaw, Poland
Team size 50–100 3,600+
Rating 4.1 / 5 3.7 / 5
Best for Companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM). Enterprises wanting AI consulting bundled with a very broad general software-engineering practice (.NET, Java, mobile, etc.).
Pricing model Project-based, dedicated team Time & materials, dedicated team
Min. engagement Not published Not published
Primary tech stack LangChain, OpenAI API, Python Python, .NET, Java
Industries served Healthcare, Retail & E-commerce, FinTech, Travel & Hospitality FinTech, Healthcare, Retail & E-commerce, Manufacturing

Markovate vs Andersen: overview

Markovate

Markovate was founded in 2015 and is led by CEO Rajeev Sharma, an AI veteran with 18+ years of experience who previously led AI initiatives at AT&T and IBM. Headquartered with a San Francisco address (some sources cite Toronto as an operating base), the company has grown to roughly 51 employees, including 50+ engineers described as 'certified AI engineers' (per company website), delivering custom AI agents, chatbot development, and cloud services for healthcare, retail, fintech, SaaS, and travel clients. Its small team size makes it a boutique play best suited to scoped generative AI or agent projects rather than large-scale programs.

Andersen

Andersen was founded in 2007 by Alexandr Khomich, with Alexandr Orlov as co-founder/CTO and Alexandr Grigoryev as CEO, and is headquartered in Warsaw, Poland with additional presence in Krakow. The company employs more than 3,600 in-house developers, QA engineers, business analysts, designers, project managers, DevOps, and security specialists across 20 office locations and 16 development centers, with a technology stack spanning .NET, Java, Python, PHP, Go, mobile, and front-end frameworks alongside AI consulting, machine learning, and data engineering. Its AI/data practice sits within a much broader general software-engineering portfolio.

Services and capabilities: Markovate vs Andersen

Capability Markovate Andersen
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: Markovate vs Andersen

Framework / platform Markovate Andersen
TensorFlow N/A N/A
PyTorch N/A N/A
AWS
Azure N/A
Google Cloud N/A
LangChain N/A
Hugging Face N/A N/A
Kubernetes N/A N/A

Pricing comparison: Markovate vs Andersen

Criterion Markovate Andersen
Minimum engagement Not published Not published
Engagement models Project-based, Dedicated team Dedicated team, Time & materials, Staff augmentation
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: Markovate vs Andersen

Dimension Markovate Andersen
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Retail & E-commerce, FinTech FinTech, Healthcare, Retail & E-commerce
Best use cases Company wants an AI agent or chatbot built by a team led by a former enterprise AI executive., Healthcare or fintech startup needs a scoped generative AI project from a small, focused vendor. Enterprise wants AI consulting bundled with broad general software engineering (.NET, Java, mobile) from one vendor., Company needs a large, multi-language development team where AI/ML is one of several needed capabilities.
Typical project type Project-based Dedicated team

Markovate vs Andersen: pros and cons

Markovate
+ CEO's 18+ years leading AI initiatives at AT&T and IBM brings genuine enterprise AI leadership experience to client engagements.
+ Focused service scope (AI agents, chatbots, generative AI) rather than a broad, diluted general-consulting offering.
+ Serves a wide industry spread (healthcare to travel) despite small team size, suggesting adaptable delivery patterns.
- At roughly 51 employees, capacity for multiple concurrent large engagements is limited.
- HQ location is inconsistently reported (San Francisco vs. Toronto across sources) — confirm the contracting entity directly.
- "50+ certified AI engineers" claim on a 51-person total headcount is a company claim worth verifying during vendor due diligence.
Andersen
+ 3,600+ in-house experts across 20 office locations and 16 development centers gives it substantial delivery flexibility.
+ 17 years of company history (since 2007) with a broad, multi-language technology stack beyond AI alone.
+ AI-powered robotic integration line suggests genuine applied AI work beyond pure software consulting.
- AI consulting and ML are a smaller practice within a much broader general software-engineering portfolio (.NET, Java, PHP, Go, mobile).
- Reported HQ city varies between Warsaw and Krakow across sources — confirm the primary contracting entity.
- At 3,600+ employees, clients should confirm they're assigned a genuinely AI-specialized pod, not general developers relabeled for the engagement.

Who should choose Markovate?

Markovate is the right choice for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM)..

CEO brings direct enterprise AI leadership experience (AT&T, IBM) rather than a purely technical or agency background.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail & E-commerce, FinTech, Travel & Hospitality.

Who should choose Andersen?

Andersen is the right choice for enterprises wanting AI consulting bundled with a very broad general software-engineering practice (.NET, Java, mobile, etc.)..

3,600+ in-house experts across 20 office locations, giving it exceptional breadth across programming languages and delivery models.. Minimum engagement starts at Not published. Works best with clients in FinTech, Healthcare, Retail & E-commerce, Manufacturing.

Decision matrix: Markovate vs Andersen

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Both offer fixed-price models
You need a large dedicated team for an ongoing programme Markovate
Your budget is at the lower end Compare: Markovate (Not published) vs Andersen (Not published)
You need specialist depth in a specific vertical Markovate
You need production MLOps support after model launch Both offer MLOps support
You need consulting before committing to a build Andersen

Use case fit: Markovate vs Andersen

Use case Markovate fit Andersen fit Winner
Company wants an AI agent or chatbot built by a team led by a former enterprise AI executive. Strong Strong Both equally
Healthcare or fintech startup needs a scoped generative AI project from a small, focused vendor. Strong Limited Markovate
Enterprise wants AI consulting bundled with broad general software engineering (.NET, Java, mobile) from one vendor. Strong Strong Both equally
Company needs a large, multi-language development team where AI/ML is one of several needed capabilities. Strong Strong Both equally
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Markovate vs Andersen

Markovate (4.1/5) is the stronger overall choice for most Machine Learning Development projects. CEO brings direct enterprise AI leadership experience (AT&T, IBM) rather than a purely technical or agency background.. It is best for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM)..

Andersen (3.7/5) is the better choice when enterprises wanting AI consulting bundled with a very broad general software-engineering practice (.NET, Java, mobile, etc.).. If your situation matches those criteria, Andersen is a competitive option.

Related comparisons

Markovate vs Andersen FAQ

Is Markovate better than Andersen?

Markovate (4.1/5) scores higher overall, but "better" depends on your use case. Markovate is better for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM).. Andersen is better for enterprises wanting AI consulting bundled with a very broad general software-engineering practice (.NET, Java, mobile, etc.)..

How do Markovate and Andersen differ in pricing?

Markovate uses project-based, dedicated team pricing with a minimum engagement of Not published. Andersen uses time & materials, dedicated team pricing with a minimum engagement of Not published. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Markovate or Andersen?

Markovate is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each company before shortlisting.

What are the main differences between Markovate and Andersen?

Markovate's primary differentiator is: ceo brings direct enterprise ai leadership experience (at&t, ibm) rather than a purely technical or agency background.. Andersen's primary differentiator is: 3,600+ in-house experts across 20 office locations, giving it exceptional breadth across programming languages and delivery models.. They also differ in team size (50–100 vs 3,600+), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail & E-commerce vs FinTech, Healthcare).

Last reviewed: July 2026. Verify all details directly with each company before making a decision.