Addepto vs SPD Technology: full comparison for 2026
Quick verdict
Addepto (4.4/5) edges ahead of SPD Technology (3.9/5) overall. Addepto is the better choice for Aviation, logistics, finance — PoC to production MLOps. SPD Technology is the stronger option for fintech and payments, direct OpenAI and Anthropic partnerships. The right choice depends on your project size, budget, and required tech stack.
Addepto vs SPD Technology: head-to-head summary
| Criterion | Addepto | SPD Technology |
|---|---|---|
| Founded | 2017 | 2006 |
| HQ | Warsaw, Poland | London, United Kingdom |
| Team size | 50–249 | 650+ |
| Rating | 4.4 / 5 | 3.9 / 5 |
| Primary differentiator | Explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ML pilots never reach deployment | Secured direct partnerships with OpenAI, Anthropic, and AWS specifically to reinforce its cloud and AI/ML capabilities — a more direct foundation-model-vendor relationship than most peers on this list disclose |
| Pricing model | Fixed project, Time & Materials | Fixed project, dedicated team |
| Min. engagement | $10,000+ | Not published |
| Primary tech stack | Python, MLOps pipelines, AWS | Python, OpenAI API, Anthropic API |
| Industries served | Aviation, Manufacturing, Automotive, Financial Services, Retail/E-commerce, Logistics | Fintech, Financial Services |
Addepto vs SPD Technology: 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.
SPD Technology
SPD Technology is a London, UK software product development company founded in 2006, with 650+ engineers across 30+ countries and 460+ delivered custom projects. It secured direct partnerships with OpenAI, Anthropic, and AWS specifically to reinforce its cloud and AI/ML capabilities, serving fintech, digital payments, and data-engineering clients including PitchBook, Morningstar, and Blackhawk Network.
Services and capabilities: Addepto vs SPD Technology
| Capability | Addepto | SPD Technology |
|---|---|---|
| ML Development | ✓ | ✓ |
| AI Consulting | ✓ | ✗ |
| Computer Vision | ✗ | ✗ |
| NLP | ✗ | ✗ |
| Generative AI | ✗ | ✓ |
| MLOps | ✓ | ✓ |
| Data Engineering | ✓ | ✗ |
| Staff Augmentation | ✗ | ✓ |
Tech stack comparison: Addepto vs SPD Technology
| Framework / platform | Addepto | SPD Technology |
|---|---|---|
| Python | ✓ | ✓ |
| AWS | ✓ | ✓ |
| 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 SPD Technology
| Criterion | Addepto | SPD Technology |
|---|---|---|
| Minimum engagement | $10,000+ | Not published |
| Engagement models | Fixed project, Time & Materials, Dedicated team | Fixed project, Dedicated team, Staff augmentation |
| Rate transparency | Minimum disclosed | Not public |
| Price tier | Accessible | Enterprise / mid-market |
Target audience comparison: Addepto vs SPD Technology
| Dimension | Addepto | SPD Technology |
|---|---|---|
| Best company size | Startup to mid-market | Mid-market to enterprise |
| Best industries | Aviation, Manufacturing, Automotive | Fintech, Financial Services |
| Best use cases | Computer vision for document processing, MLOps pipeline hardening for existing proof-of-concepts | Fintech and payments platform AI features, OpenAI/Anthropic-based generative AI integrations |
| Typical project type | Fixed project | Fixed project |
Addepto vs SPD Technology: 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 |
| SPD Technology | |
|---|---|
| + | Direct partnerships with OpenAI and Anthropic, in addition to AWS, are a distinctive and verifiable technology relationship |
| + | 650+ engineers across 30+ countries and 460+ delivered custom projects show significant scale and reach |
| + | Notable enterprise clients including PitchBook, Morningstar, and Blackhawk Network |
| + | London HQ combined with globally distributed delivery centers balances local client access with cost-effective delivery |
| - | AI/ML is one of several practices (fintech, payments, data engineering, cloud) rather than the company's sole focus |
| - | 650+ person, 30+ country delivery footprint can mean variable team consistency across engagements |
| - | Founded 2006 as a general software product company — AI/ML partnerships are a comparatively recent strategic addition |
Who should choose Addepto?
A typical fit: computer vision for document processing.
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 SPD Technology?
A typical fit: fintech and payments platform AI features.
Secured direct partnerships with OpenAI, Anthropic, and AWS specifically to reinforce its cloud and AI/ML capabilities — a more direct foundation-model-vendor relationship than most peers on this list disclose. Minimum engagement starts at Not published. Works best with clients in Fintech, Financial Services.
Decision matrix: Addepto vs SPD Technology
| 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 SPD Technology (Not published) |
| You need specialist depth in a specific vertical | Addepto |
| You need staff augmentation or team extension | SPD Technology |
| You need consulting before committing to a build | Addepto |
Use case fit: Addepto vs SPD Technology
| Use case | Addepto fit | SPD Technology fit | Winner |
|---|---|---|---|
| Computer vision for document processing | Strong | Limited | Addepto |
| MLOps pipeline hardening for existing proof-of-concepts | Strong | Strong | Both equally |
| Fintech and payments platform AI features | Limited | Strong | SPD Technology |
| OpenAI/Anthropic-based generative AI integrations | Limited | Strong | SPD Technology |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Addepto vs SPD Technology
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.
SPD Technology (3.9/5) is worth a look if you need OpenAI/Anthropic-based generative AI integrations. If your situation matches that, SPD Technology is a competitive option.
Related comparisons
Addepto vs SPD Technology FAQ
Is Addepto better than SPD Technology?
Addepto (4.4/5) scores higher overall, but "better" depends on your use case. Addepto's strongest advantage: broad industry coverage from aviation to legal shows delivery flexibility beyond a single vertical. SPD Technology's strongest advantage: direct partnerships with OpenAI and Anthropic, in addition to AWS, are a distinctive and verifiable technology relationship.
How do Addepto and SPD Technology differ in pricing?
Addepto uses fixed project, time & materials pricing with a minimum engagement of $10,000+. SPD Technology uses fixed project, 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 SPD Technology?
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 SPD Technology?
Addepto's primary differentiator is: explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ML pilots never reach deployment. SPD Technology's primary differentiator is: secured direct partnerships with OpenAI, Anthropic, and AWS specifically to reinforce its cloud and AI/ML capabilities — a more direct foundation-model-vendor relationship than most peers on this list disclose. They also differ in team size (50–249 vs 650+), minimum engagement ($10,000+ vs Not published), and primary industries served (Aviation, Manufacturing vs Fintech, Financial Services).