Best AI Integration Services

Addepto vs Thoughtworks: full comparison for 2026

Quick verdict

Addepto (4.3/5) edges ahead of Thoughtworks (4.2/5) overall. Addepto is the better choice for manufacturers connecting AI to engineering data. Thoughtworks is the stronger option for engineering-led teams with strict code standards. The right choice depends on your project size, budget, and required tech stack.

Addepto vs Thoughtworks: head-to-head summary

Criterion Addepto Thoughtworks
Founded 2018 1993
HQ Warsaw, Poland Chicago, IL, USA
Team size 50–249 ~10,000
Rating 4.3 / 5 4.2 / 5
Primary differentiator Integration work with industrial systems such as SCADA, CAD, and PLM Engineering practice reputation applied to AI-first delivery
Pricing model Fixed-scope projects and time & materials; $50–$99/hr (Clutch band) Time & materials and fixed-scope phases; rates on request
Min. engagement $10,000+ (Clutch) Not disclosed
Primary tech stack Databricks, Azure OpenAI, Snowflake AWS Bedrock, Azure OpenAI, Databricks
Industries served Manufacturing, Energy, Logistics, Retail & e-commerce Financial services, Retail & e-commerce, Healthcare, Telecom, Public sector

Addepto vs Thoughtworks: 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.

Thoughtworks

Thoughtworks is a software consultancy founded in 1993 and headquartered in Chicago, with roughly 10,000 people in 49 offices. Apax Partners took it private in a deal valued at about $1.75 billion, announced in August 2024. The firm now describes its services as AI-first software delivery, and in March 2026 management consultancy Teneo launched an AI-focused joint venture with it. Engineering discipline is its reputation, which suits integrations that have to fit into well-tested production code.

Services and capabilities: Addepto vs Thoughtworks

Capability Addepto Thoughtworks
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 Thoughtworks

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

Pricing comparison: Addepto vs Thoughtworks

Criterion Addepto Thoughtworks
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 Thoughtworks

Dimension Addepto Thoughtworks
Best company size Startup to mid-market Enterprise
Best industries Manufacturing, Energy, Logistics Financial services, Retail & e-commerce, Healthcare
Best use cases Search across CAD and PLM records with an LLM front end, Predictive maintenance from SCADA sensor history Adding LLM features to a large existing codebase with test coverage, Data platform work that has to precede AI
Typical project type Fixed-scope project Fixed-scope project

Addepto vs Thoughtworks: 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
Thoughtworks
+ Testing and continuous delivery habits carry over to prompt and model changes.
+ The Technology Radar it publishes gives clients its view on tools before they hire.
+ Strong data-mesh and platform engineering background.
+ Global offices for multi-country work.
- Owned by Apax Partners since the 2024 take-private, with cost-cutting reported since
- Senior consulting rates are high for a narrow pilot
- AI integration is one practice within a broad consultancy

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 Thoughtworks?

A typical fit: adding LLM features to a large existing codebase with test coverage.

Engineering practice reputation applied to AI-first delivery. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Retail & e-commerce, Healthcare, Telecom, Public sector.

Decision matrix: Addepto vs Thoughtworks

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 Thoughtworks (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 Thoughtworks
You need a large team for a multi-year program Thoughtworks

Use case fit: Addepto vs Thoughtworks

Use case Addepto fit Thoughtworks 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
Adding LLM features to a large existing codebase with test coverage Limited Strong Thoughtworks
Data platform work that has to precede AI Limited Strong Thoughtworks

Verdict: Addepto vs Thoughtworks

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.

Thoughtworks (4.2/5) is worth a look if you need data platform work that has to precede AI. If your situation matches that, Thoughtworks is a competitive option.

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Addepto vs Thoughtworks FAQ

Is Addepto better than Thoughtworks?

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. Thoughtworks's strongest advantage: testing and continuous delivery habits carry over to prompt and model changes.

How do Addepto and Thoughtworks 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). Thoughtworks's pricing: time & materials and fixed-scope phases; 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 Thoughtworks?

Thoughtworks 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 Thoughtworks?

Addepto's primary differentiator is: integration work with industrial systems such as SCADA, CAD, and PLM. Thoughtworks's primary differentiator is: engineering practice reputation applied to AI-first delivery. 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 Financial services, Retail & e-commerce).

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