Best AI Integration Services

Addepto vs SoftServe: full comparison for 2026

Quick verdict

Addepto (4.3/5) edges ahead of SoftServe (4.0/5) overall. Addepto is the better choice for manufacturers connecting AI to engineering data. SoftServe is the stronger option for document AI projects on Google Cloud. The right choice depends on your project size, budget, and required tech stack.

Addepto vs SoftServe: head-to-head summary

Criterion Addepto SoftServe
Founded 2018 1993
HQ Warsaw, Poland Austin, TX, USA (and Lviv, Ukraine)
Team size 50–249 10,000+
Rating 4.3 / 5 4.0 / 5
Primary differentiator Integration work with industrial systems such as SCADA, CAD, and PLM Google Cloud Premier status with Document AI expertise
Pricing model Fixed-scope projects and time & materials; $50–$99/hr (Clutch band) Time & materials, dedicated teams, and fixed-scope projects; rates on request
Min. engagement $10,000+ (Clutch) Not disclosed
Primary tech stack Databricks, Azure OpenAI, Snowflake Google Cloud, Vertex AI, AWS Bedrock
Industries served Manufacturing, Energy, Logistics, Retail & e-commerce Healthcare, Retail & e-commerce, Financial services, Manufacturing, Energy

Addepto vs SoftServe: overview

Addepto

Addepto was founded in Warsaw in 2018 and employs 50–100 people according to most directories (Clutch shows 50–249). KMS Technology acquired it in December 2025, and it continues as an independent subsidiary. Its focus is unusual. The integration work leans toward industrial and engineering data, connecting AI to supervisory control (SCADA), computer-aided design (CAD), and product lifecycle management (PLM) systems alongside more common document and analytics projects. Clutch lists a $10,000 minimum and a $50–$99 hourly band, one of the more accessible entry points on this list.

SoftServe

SoftServe was founded in Lviv, Ukraine, in 1993 and lists dual headquarters in Austin, Texas, and Lviv, with more than 10,000 employees. It's a Google Cloud Premier Partner and earned Google's Document AI expertise designation, alongside partnerships with AWS and Microsoft. Its AI work spans document processing, retail analytics, and agentic migration projects, such as moving its own website to a new content platform in under 60 days with an AI-assisted approach (per company LinkedIn; independently unverifiable).

Services and capabilities: Addepto vs SoftServe

Capability Addepto SoftServe
CRM / ERP integration ✗ ✗
LLM API gateway & cost control ✓ ✗
Document processing ✓ ✓
Conversational AI ✗ ✗
Agentic workflows ✗ ✓
Fixed-price pilot ✗ ✗
Managed services after launch ✗ ✗

Tech stack comparison: Addepto vs SoftServe

Framework / platform Addepto SoftServe
Salesforce N/A N/A
SAP N/A N/A
Microsoft Dynamics 365 N/A N/A
HubSpot N/A N/A
Snowflake ✓ N/A
Databricks ✓ ✓
BigQuery N/A N/A
Azure OpenAI ✓ ✓
AWS Bedrock N/A ✓
Zendesk N/A N/A

Pricing comparison: Addepto vs SoftServe

Criterion Addepto SoftServe
Minimum engagement $10,000+ (Clutch) Not disclosed
Engagement models Fixed-scope project, Time & materials Fixed-scope project, Time & materials, Dedicated team
Rate transparency Minimum disclosed Not public
Price tier Accessible Mid-market

Target audience comparison: Addepto vs SoftServe

Dimension Addepto SoftServe
Best company size Startup to mid-market Enterprise
Best industries Manufacturing, Energy, Logistics Healthcare, Retail & e-commerce, Financial services
Best use cases Search across CAD and PLM records with an LLM front end, Predictive maintenance from SCADA sensor history Extracting data from medical and insurance forms on Google Cloud, Retail analytics feeding AI-driven merchandising
Typical project type Fixed-scope project Fixed-scope project

Addepto vs SoftServe: pros and cons

Addepto
+ The $10K Clutch minimum lets small teams test an integration without a large commitment.
+ Experience with plant and engineering systems most AI vendors don't touch.
+ Clutch reviews average close to 4.9.
+ Data engineering and AI are scoped by the same team.
- Acquired by KMS Technology in December 2025; long-term pricing and branding may change
- Headcount varies a lot between directories
- No managed-service offer for running systems after launch
SoftServe
+ Document AI expertise is a formal Google Cloud designation.
+ Large Central and Eastern European engineering bench.
+ Partnerships with all three hyperscalers.
+ Long track record in healthcare and retail.
- Many of its partner designations date from 2021, with little newer public detail
- Headcount figures vary widely between sources
- Pilots run as general projects instead of a packaged offer

Who should choose Addepto?

A typical fit: search across CAD and PLM records with an LLM front end.

Integration work with industrial systems such as SCADA, CAD, and PLM. Minimum engagement starts at $10,000+ (Clutch). Works best with clients in Manufacturing, Energy, Logistics, Retail & e-commerce.

Who should choose SoftServe?

A typical fit: extracting data from medical and insurance forms on Google Cloud.

Google Cloud Premier status with Document AI expertise. Minimum engagement is not publicly disclosed. Works best with clients in Healthcare, Retail & e-commerce, Financial services, Manufacturing, Energy.

Decision matrix: Addepto vs SoftServe

Your situation Recommended choice
You want a priced pilot before committing to a rollout Neither advertises one; ask for a scoped pilot quote
You need someone to run and monitor the system after launch Neither; plan for your own team to run it
Your budget is at the lower end Compare: Addepto ($10,000+ (Clutch)) vs SoftServe (Not disclosed)
The AI has to read and write in your CRM or ERP Check each profile; neither lists CRM or ERP work
You need multi-step agents acting across systems SoftServe
You need a large team for a multi-year program SoftServe

Use case fit: Addepto vs SoftServe

Use case Addepto fit SoftServe fit Winner
Search across CAD and PLM records with an LLM front end Strong Limited Addepto
Predictive maintenance from SCADA sensor history Strong Limited Addepto
Extracting data from medical and insurance forms on Google Cloud Limited Strong SoftServe
Retail analytics feeding AI-driven merchandising Limited Strong SoftServe

Verdict: Addepto vs SoftServe

Addepto (4.3/5) is the stronger overall choice for most AI Integration Services projects. Integration work with industrial systems such as SCADA, CAD, and PLM.

SoftServe (4.0/5) is worth a look if you need retail analytics feeding AI-driven merchandising. If your situation matches that, SoftServe is a competitive option.

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Addepto vs SoftServe FAQ

Is Addepto better than SoftServe?

Addepto (4.3/5) scores higher overall, but "better" depends on your use case. Addepto's strongest advantage: the $10K Clutch minimum lets small teams test an integration without a large commitment. SoftServe's strongest advantage: document AI expertise is a formal Google Cloud designation.

How do Addepto and SoftServe differ in pricing?

Addepto's pricing: fixed-scope projects and time & materials; $50–$99/hr (Clutch band) with a minimum engagement of $10,000+ (Clutch). SoftServe's pricing: time & materials, dedicated teams, and fixed-scope projects; rates on request. Any hourly bands shown come from Clutch, not a published rate card, so a scoping call is still needed for a project quote.

Which is better for enterprise: Addepto or SoftServe?

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

What are the main differences between Addepto and SoftServe?

Addepto's primary differentiator is: integration work with industrial systems such as SCADA, CAD, and PLM. SoftServe's primary differentiator is: google Cloud Premier status with Document AI expertise. They also differ in team size (50–249 vs 10,000+), minimum engagement ($10,000+ (Clutch) vs Not disclosed), and primary industries served (Manufacturing, Energy vs Healthcare, Retail & e-commerce).

Verify all details directly with each provider before making a decision.