Top Machine Learning Development Services in Europe

Addepto vs Deeper Insights: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.4/5) edges ahead of Deeper Insights (4.3/5) overall. Addepto is the better choice for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline.. Deeper Insights is the stronger option for enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench.. The right choice depends on your project size, budget, and required tech stack.

Addepto vs Deeper Insights: head-to-head summary

Criterion Addepto Deeper Insights
Founded 2017 2014
HQ Warsaw, Poland London, United Kingdom
Team size 50–249 Not disclosed
Rating 4.4 / 5 4.3 / 5
Best for Mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline. Enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench.
Pricing model Fixed project, Time & Materials Consulting engagement
Min. engagement $10,000+ Not published
Primary tech stack Python, MLOps pipelines, AWS Python, Data science pipelines, Document intelligence tooling
Industries served Aviation, Manufacturing, Automotive, Financial Services, Retail/E-commerce, Logistics Healthcare, Financial Services, Retail/E-commerce, Manufacturing

Addepto vs Deeper Insights: overview

Addepto

Addepto is a Warsaw, Poland AI consultancy founded in 2017 that explicitly positions its value around production-grade delivery — moving clients from proof-of-concept to production — rather than research exploration. It covers AI consulting, generative AI development, data engineering, MLOps, document processing, and computer vision, serving aviation, manufacturing, automotive, finance, retail, healthcare, and logistics clients. Addepto is a GoodFirms top-rated firm for Big Data and Business Intelligence services, with a 50–249 employee band per Clutch.

Deeper Insights

Deeper Insights is a London, UK AI and data-science consultancy founded in 2014, with a team reported to hold 500+ citations and patents globally (per company website) — pointing to a research-oriented bench rather than a purely staffing-based delivery model. It serves healthcare, real estate, financial services, retail, recruitment, and manufacturing clients through AI consulting, data science, machine learning, and document intelligence work. Team size is not publicly disclosed.

Services and capabilities: Addepto vs Deeper Insights

Capability Addepto Deeper Insights
ML Development
AI Consulting
Computer Vision
NLP
Generative AI
MLOps
Data Engineering
Staff Augmentation

Tech stack comparison: Addepto vs Deeper Insights

Framework / platform Addepto Deeper Insights
Python
AWS N/A
Microsoft Azure N/A N/A
Google Cloud N/A
Kubernetes N/A N/A
PyTorch N/A N/A
LangChain N/A N/A
Databricks N/A N/A

Pricing comparison: Addepto vs Deeper Insights

Criterion Addepto Deeper Insights
Minimum engagement $10,000+ Not published
Engagement models Fixed project, Time & Materials, Dedicated team Consulting retainer, Fixed project
Rate transparency Minimum disclosed Not public
Price tier Accessible Enterprise / mid-market

Target audience comparison: Addepto vs Deeper Insights

Dimension Addepto Deeper Insights
Best company size Startup to mid-market Startup to mid-market
Best industries Aviation, Manufacturing, Automotive Healthcare, Financial Services, Retail/E-commerce
Best use cases Computer vision for document processing, MLOps pipeline hardening for existing proof-of-concepts Document intelligence and processing systems, Healthcare data science projects
Typical project type Fixed project Consulting retainer

Addepto vs Deeper Insights: pros and cons

Addepto
+ Broad industry coverage from aviation to legal shows delivery flexibility beyond a single vertical
+ Explicit MLOps and production focus addresses the common 'stuck in proof-of-concept' failure mode
+ $10K entry point is accessible for a mid-market pilot engagement
+ GoodFirms top-rated recognition for Big Data and Business Intelligence services
- Broad industry spread can mean less depth in any single regulated vertical than a specialist boutique
- Exact team size within the 50–249 Clutch band is not broken out by function
- Public case studies are largely testimonial-based rather than published with hard metrics
Deeper Insights
+ Founded 2014 with a decade of UK market presence
+ 500+ citations and patents across the team signals genuine research depth (per company website; independently unverifiable at the individual level)
+ Wide industry coverage from healthcare to real estate to manufacturing
+ London HQ gives strong access to UK financial-services and enterprise buyers
- Team size is not publicly disclosed, making capacity planning harder for prospective clients to assess
- Named enterprise clients are described generically rather than listed, limiting independent verification
- AI SEO service line suggests some revenue diversification away from core ML delivery

Who should choose Addepto?

Addepto is the right choice for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline..

Explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ML pilots never reach deployment.. Minimum engagement starts at $10,000+. Works best with clients in Aviation, Manufacturing, Automotive, Financial Services, Retail/E-commerce, Logistics.

Who should choose Deeper Insights?

Deeper Insights is the right choice for enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench..

Team holds 500+ citations and patents globally (per company website), signaling research depth rather than a purely delivery-focused staffing model.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Financial Services, Retail/E-commerce, Manufacturing.

Decision matrix: Addepto vs Deeper Insights

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Addepto
You need a large dedicated team for an ongoing programme Addepto
Your budget is at the lower end Compare: Addepto ($10,000+) vs Deeper Insights (Not published)
You need specialist depth in a specific vertical Addepto
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Addepto

Use case fit: Addepto vs Deeper Insights

Use case Addepto fit Deeper Insights fit Winner
Computer vision for document processing Strong Limited Addepto
MLOps pipeline hardening for existing proof-of-concepts Strong Limited Addepto
Document intelligence and processing systems Strong Strong Both equally
Healthcare data science projects Limited Strong Deeper Insights
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Addepto vs Deeper Insights

Addepto (4.4/5) is the stronger overall choice for most Machine Learning Development projects. Explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ML pilots never reach deployment.. It is best for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline..

Deeper Insights (4.3/5) is the better choice when enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench.. If your situation matches those criteria, Deeper Insights is a competitive option.

Related comparisons

Addepto vs Deeper Insights FAQ

Is Addepto better than Deeper Insights?

Addepto (4.4/5) scores higher overall, but "better" depends on your use case. Addepto is better for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline.. Deeper Insights is better for enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench..

How do Addepto and Deeper Insights differ in pricing?

Addepto uses fixed project, time & materials pricing with a minimum engagement of $10,000+. Deeper Insights uses consulting engagement 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 Deeper Insights?

Addepto 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 Deeper Insights?

Addepto's primary differentiator is: explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ml pilots never reach deployment.. Deeper Insights's primary differentiator is: team holds 500+ citations and patents globally (per company website), signaling research depth rather than a purely delivery-focused staffing model.. They also differ in team size (50–249 vs Not disclosed), minimum engagement ($10,000+ vs Not published), and primary industries served (Aviation, Manufacturing vs Healthcare, Financial Services).

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