Best ML Development Services

Addepto vs ValueCoders: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.3/5) edges ahead of ValueCoders (3.8/5) overall. Addepto is the better choice for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk.. ValueCoders is the stronger option for budget-conscious companies wanting a 20-year Indian IT outsourcer with a dedicated ML/AutoML practice.. The right choice depends on your project size, budget, and required tech stack.

Addepto vs ValueCoders: head-to-head summary

Criterion Addepto ValueCoders
Founded 2018 2004
HQ Warsaw, Poland Gurugram, India
Team size 50–100 203–675
Rating 4.3 / 5 3.8 / 5
Best for Companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk. Budget-conscious companies wanting a 20-year Indian IT outsourcer with a dedicated ML/AutoML practice.
Pricing model Project-based, consulting retainer Time & materials, dedicated team
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, AWS Python, AWS, Azure ML
Industries served FinTech, Manufacturing, Retail & E-commerce Healthcare, FinTech, Retail & E-commerce, Logistics & Supply Chain, Education

Addepto vs ValueCoders: overview

Addepto

Addepto was founded in Warsaw in 2018 by Data Science enthusiasts Edwin Lisowski and Artur Haponik, delivering AI consulting and data-driven solutions recognized by Forbes, Deloitte, and the Financial Times. In December 2025, Addepto was acquired by KMS Technology, and prospective clients should confirm how delivery teams, pricing, and leadership continuity have changed post-acquisition. Reported employee counts vary from roughly 11–50 to 72, reflecting the transition period around the acquisition.

ValueCoders

ValueCoders was founded in 2004 by Parvesh Aggarwal and is headquartered in Gurugram, India, delivering IT outsourcing services worldwide with what the company describes as 675+ skilled software professionals (LeadIQ separately reports 203 employees as of mid-2025). The firm's machine learning practice covers ML solution development, model engineering, and AutoML development, alongside broader AI development, generative AI integration, and intelligent automation for healthcare, fintech, e-commerce, logistics, and education clients. ValueCoders holds a 5.0 rating on Clutch, though the wide gap between reported employee counts (203 vs. 675+) is worth clarifying directly.

Services and capabilities: Addepto vs ValueCoders

Capability Addepto ValueCoders
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: Addepto vs ValueCoders

Framework / platform Addepto ValueCoders
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure
Google Cloud N/A N/A
LangChain N/A N/A
Hugging Face N/A N/A
Kubernetes N/A N/A

Pricing comparison: Addepto vs ValueCoders

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

Target audience comparison: Addepto vs ValueCoders

Dimension Addepto ValueCoders
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Manufacturing, Retail & E-commerce Healthcare, FinTech, Retail & E-commerce
Best use cases Company wants an AI consultancy with independent press recognition for vendor due diligence., Client is comfortable evaluating a firm mid-acquisition and confirming continuity directly before signing. Budget-conscious company wants ML development from a 5.0-rated, 20-year Indian outsourcing firm., Team needs a dedicated AutoML development service rather than fully custom model engineering.
Typical project type Project-based Time & materials

Addepto vs ValueCoders: pros and cons

Addepto
+ Press recognition from Forbes, Deloitte, and the Financial Times provides independent third-party validation beyond client testimonials.
+ Founder-led AI consulting model since 2018, prior to being acquired.
+ Now backed by KMS Technology's broader resources post-acquisition, which may add delivery capacity.
- Acquired by KMS Technology in December 2025 — leadership continuity, pricing, and delivery-team stability during integration are unconfirmed.
- Reported headcount varies significantly across sources (11–50 vs. 72), making current team size hard to pin down.
- Recent acquisition means the company's standalone track record may not reflect how engagements are run going forward.
ValueCoders
+ 5.0 perfect rating on Clutch reflects strong client satisfaction on the platform.
+ 20 years of IT outsourcing history (since 2004) under continuous founder-CEO leadership.
+ Dedicated AutoML development service line is a differentiated offering versus generalist ML consulting.
+ Wide industry coverage (healthcare through education) with cost-competitive Indian delivery rates.
- Reported employee count varies by more than 3x across sources (203 vs. 675+), making it hard to confirm actual current scale.
- As a broad IT outsourcing firm, ML/AutoML is one service line among several rather than the company's core specialty.

Who should choose Addepto?

Addepto is the right choice for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk..

AI consulting boutique with third-party press recognition (Forbes, Deloitte, Financial Times), now part of KMS Technology.. Minimum engagement starts at Not published. Works best with clients in FinTech, Manufacturing, Retail & E-commerce.

Who should choose ValueCoders?

ValueCoders is the right choice for budget-conscious companies wanting a 20-year Indian IT outsourcer with a dedicated ML/AutoML practice..

5.0 Clutch rating combined with a specific AutoML development service line, uncommon among generalist outsourcing firms.. Minimum engagement starts at Not published. Works best with clients in Healthcare, FinTech, Retail & E-commerce, Logistics & Supply Chain, Education.

Decision matrix: Addepto vs ValueCoders

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 ValueCoders
Your budget is at the lower end Compare: Addepto (Not published) vs ValueCoders (Not published)
You need specialist depth in a specific vertical ValueCoders
You need production MLOps support after model launch ValueCoders
You need consulting before committing to a build Addepto

Use case fit: Addepto vs ValueCoders

Use case Addepto fit ValueCoders fit Winner
Company wants an AI consultancy with independent press recognition for vendor due diligence. Strong Strong Both equally
Client is comfortable evaluating a firm mid-acquisition and confirming continuity directly before signing. Strong Limited Addepto
Budget-conscious company wants ML development from a 5.0-rated, 20-year Indian outsourcing firm. Limited Strong ValueCoders
Team needs a dedicated AutoML development service rather than fully custom model engineering. Limited Strong ValueCoders
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Addepto vs ValueCoders

Addepto (4.3/5) is the stronger overall choice for most Machine Learning Development projects. AI consulting boutique with third-party press recognition (Forbes, Deloitte, Financial Times), now part of KMS Technology.. It is best for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk..

ValueCoders (3.8/5) is the better choice when budget-conscious companies wanting a 20-year Indian IT outsourcer with a dedicated ML/AutoML practice.. If your situation matches those criteria, ValueCoders is a competitive option.

Related comparisons

Addepto vs ValueCoders FAQ

Is Addepto better than ValueCoders?

Addepto (4.3/5) scores higher overall, but "better" depends on your use case. Addepto is better for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk.. ValueCoders is better for budget-conscious companies wanting a 20-year Indian IT outsourcer with a dedicated ML/AutoML practice..

How do Addepto and ValueCoders differ in pricing?

Addepto uses project-based, consulting retainer pricing with a minimum engagement of Not published. ValueCoders 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: Addepto or ValueCoders?

ValueCoders 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 Addepto and ValueCoders?

Addepto's primary differentiator is: ai consulting boutique with third-party press recognition (forbes, deloitte, financial times), now part of kms technology.. ValueCoders's primary differentiator is: 5.0 clutch rating combined with a specific automl development service line, uncommon among generalist outsourcing firms.. They also differ in team size (50–100 vs 203–675), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Manufacturing vs Healthcare, FinTech).

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