Best ML Development Services

Addepto vs Simform: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.3/5) edges ahead of Simform (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.. Simform is the stronger option for companies wanting AI/ML engineering bundled with broader cloud, DevOps, and data platform engineering.. The right choice depends on your project size, budget, and required tech stack.

Addepto vs Simform: head-to-head summary

Criterion Addepto Simform
Founded 2018 2010
HQ Warsaw, Poland Orlando, Florida, United States
Team size 50–100 500–1,300
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. Companies wanting AI/ML engineering bundled with broader cloud, DevOps, and data platform engineering.
Pricing model Project-based, consulting retainer Time & materials, dedicated team
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, AWS AWS, Kubernetes, Apache Spark
Industries served FinTech, Manufacturing, Retail & E-commerce Retail & E-commerce, Healthcare, FinTech, Manufacturing

Addepto vs Simform: 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.

Simform

Simform was founded in 2010 and is headquartered in Orlando, Florida, growing to a reported 500–1,300 employees (sources vary) across full-suite digital engineering capabilities including cloud, DevOps, data, and AI/ML engineering. The firm was recognized as a 2023 Fall Clutch Champion and ranked #2 worldwide among Clutch's Top B2B Service Providers of 2023, a notable third-party distinction. Its broad 'digital engineering' positioning means AI/ML is one of several core engineering disciplines rather than the company's primary identity.

Services and capabilities: Addepto vs Simform

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

Tech stack comparison: Addepto vs Simform

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

Pricing comparison: Addepto vs Simform

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

Target audience comparison: Addepto vs Simform

Dimension Addepto Simform
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Manufacturing, Retail & E-commerce Retail & E-commerce, Healthcare, FinTech
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. Company needs AI/ML engineering delivered alongside cloud infrastructure and DevOps from one vendor., Enterprise wants a vendor with a top-2 global Clutch B2B ranking for procurement confidence.
Typical project type Project-based Dedicated team

Addepto vs Simform: 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.
Simform
+ Ranked #2 worldwide among Clutch's Top B2B Service Providers of 2023, a strong independently sourced distinction.
+ 500–1,300 person scale (reports vary) supports large, multi-workstream cloud + AI/ML programs.
+ 14+ years of company history (since 2010) with full-suite digital engineering capability beyond AI alone.
+ Combines cloud/DevOps engineering with AI/ML, reducing hand-off friction between infrastructure and model delivery teams.
- Reported employee count varies significantly across sources (500–1,000 vs. ~1,300), so confirm current scale directly.
- AI/ML is one of several core engineering disciplines (cloud, DevOps, data) rather than the firm's exclusive 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 Simform?

Simform is the right choice for companies wanting AI/ML engineering bundled with broader cloud, DevOps, and data platform engineering..

Ranked #2 worldwide among Clutch's Top B2B Service Providers of 2023 — one of the strongest third-party rankings in this list.. Minimum engagement starts at Not published. Works best with clients in Retail & E-commerce, Healthcare, FinTech, Manufacturing.

Decision matrix: Addepto vs Simform

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

Use case fit: Addepto vs Simform

Use case Addepto fit Simform 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
Company needs AI/ML engineering delivered alongside cloud infrastructure and DevOps from one vendor. Strong Strong Both equally
Enterprise wants a vendor with a top-2 global Clutch B2B ranking for procurement confidence. Limited Strong Simform
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Addepto vs Simform

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..

Simform (3.8/5) is the better choice when companies wanting AI/ML engineering bundled with broader cloud, DevOps, and data platform engineering.. If your situation matches those criteria, Simform is a competitive option.

Related comparisons

Addepto vs Simform FAQ

Is Addepto better than Simform?

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.. Simform is better for companies wanting AI/ML engineering bundled with broader cloud, DevOps, and data platform engineering..

How do Addepto and Simform differ in pricing?

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

Simform 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 Simform?

Addepto's primary differentiator is: ai consulting boutique with third-party press recognition (forbes, deloitte, financial times), now part of kms technology.. Simform's primary differentiator is: ranked #2 worldwide among clutch's top b2b service providers of 2023 — one of the strongest third-party rankings in this list.. They also differ in team size (50–100 vs 500–1,300), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Manufacturing vs Retail & E-commerce, Healthcare).

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