Top AI Integration Services

Provectus vs Addepto: full comparison for 2026

Quick verdict

Provectus (4.6/5) edges ahead of Addepto (4.3/5) overall. Provectus is the better choice for AWS-centric companies adding generative AI. Addepto is the stronger option for manufacturers connecting AI to engineering data. The right choice depends on your project size, budget, and required tech stack.

Provectus vs Addepto: head-to-head summary

Criterion Provectus Addepto
Founded 2010 2018
HQ Palo Alto, CA, USA Warsaw, Poland
Team size ~570 50–249
Rating 4.6 / 5 4.3 / 5
Primary differentiator AWS Premier Tier status with a gen-AI practice built around Bedrock Integration work with industrial systems such as SCADA, CAD, and PLM
Pricing model Project-based and time & materials; $50–$99/hr (Clutch band) Fixed-scope projects and time & materials; $50–$99/hr (Clutch band)
Min. engagement $25,000+ (Clutch) $10,000+ (Clutch)
Primary tech stack AWS Bedrock, Amazon SageMaker, Snowflake Databricks, Azure OpenAI, Snowflake
Industries served Healthcare, Financial services, Retail & e-commerce, Manufacturing Manufacturing, Energy, Logistics, Retail & e-commerce

Provectus vs Addepto: overview

Provectus

Provectus is an AI-first consultancy headquartered in Palo Alto and founded in 2010, with roughly 570 staff across North America, Latin America, and EMEA. It's an AWS Premier Tier services partner, and a 2026 job posting describes it as an Anthropic strategic partner (per company materials; independently unverifiable). Most of its integration work runs on Amazon Bedrock and SageMaker, which makes it a natural pick when the data and the identity system already live in AWS. Clutch lists a $50–$99 hourly band and a $25,000 project minimum.

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.

Services and capabilities: Provectus vs Addepto

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

Tech stack comparison: Provectus vs Addepto

Framework / platform Provectus Addepto
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 N/A ✓
AWS Bedrock ✓ N/A
Zendesk N/A N/A

Pricing comparison: Provectus vs Addepto

Criterion Provectus Addepto
Minimum engagement $25,000+ (Clutch) $10,000+ (Clutch)
Engagement models Fixed-scope project, Time & materials, Dedicated team Fixed-scope project, Time & materials
Rate transparency Minimum disclosed Minimum disclosed
Price tier Mid-market Accessible

Target audience comparison: Provectus vs Addepto

Dimension Provectus Addepto
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Financial services, Retail & e-commerce Manufacturing, Energy, Logistics
Best use cases Adding a retrieval assistant on top of documents stored in S3, Building agent workflows on Bedrock with existing IAM controls Search across CAD and PLM records with an LLM front end, Predictive maintenance from SCADA sensor history
Typical project type Fixed-scope project Fixed-scope project

Provectus vs Addepto: pros and cons

Provectus
+ Premier Tier is the top level of the AWS partner network, and only a small share of partners hold it.
+ Bedrock-based builds keep data inside the client's existing AWS account boundaries.
+ Mixed delivery from the U.S. and Latin America keeps hourly rates in Clutch's middle band.
+ Data engineering and ML sit in the same team, so warehouse work and model work are scoped together.
- Much less useful if your stack is Azure- or Google-first
- The pilot is scoped as a regular project, with no published fixed-price pilot package
- The $25K Clutch minimum is above what some small teams can spend on a first test
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

Who should choose Provectus?

A typical fit: adding a retrieval assistant on top of documents stored in S3.

AWS Premier Tier status with a gen-AI practice built around Bedrock. Minimum engagement starts at $25,000+ (Clutch). Works best with clients in Healthcare, Financial services, Retail & e-commerce, Manufacturing.

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.

Decision matrix: Provectus vs Addepto

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 Addepto
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 Provectus
You need a large team for a multi-year program Provectus

Use case fit: Provectus vs Addepto

Use case Provectus fit Addepto fit Winner
Adding a retrieval assistant on top of documents stored in S3 Strong Limited Provectus
Building agent workflows on Bedrock with existing IAM controls Strong Limited Provectus
Search across CAD and PLM records with an LLM front end Limited Strong Addepto
Predictive maintenance from SCADA sensor history Limited Strong Addepto

Verdict: Provectus vs Addepto

Provectus (4.6/5) is the stronger overall choice for most AI Integration Services projects. AWS Premier Tier status with a gen-AI practice built around Bedrock.

Addepto (4.3/5) is worth a look if you need predictive maintenance from SCADA sensor history. If your situation matches that, Addepto is a competitive option.

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Provectus vs Addepto FAQ

Is Provectus better than Addepto?

Provectus (4.6/5) scores higher overall, but "better" depends on your use case. Provectus's strongest advantage: premier Tier is the top level of the AWS partner network, and only a small share of partners hold it. Addepto's strongest advantage: the $10K Clutch minimum lets small teams test an integration without a large commitment.

How do Provectus and Addepto differ in pricing?

Provectus's pricing: project-based and time & materials; $50–$99/hr (Clutch band) with a minimum engagement of $25,000+ (Clutch). Addepto's pricing: fixed-scope projects and time & materials; $50–$99/hr (Clutch band) with a minimum engagement of $10,000+ (Clutch). 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: Provectus or Addepto?

Provectus 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 Provectus and Addepto?

Provectus's primary differentiator is: AWS Premier Tier status with a gen-AI practice built around Bedrock. Addepto's primary differentiator is: integration work with industrial systems such as SCADA, CAD, and PLM. They also differ in team size (~570 vs 50–249), minimum engagement ($25,000+ (Clutch) vs $10,000+ (Clutch)), and primary industries served (Healthcare, Financial services vs Manufacturing, Energy).

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