Addepto vs Grid Dynamics: full comparison for 2026
Quick verdict
Addepto (4.3/5) edges ahead of Grid Dynamics (4.2/5) overall. Addepto is the better choice for manufacturers connecting AI to engineering data. Grid Dynamics is the stronger option for retailers adding agentic commerce features. The right choice depends on your project size, budget, and required tech stack.
Addepto vs Grid Dynamics: head-to-head summary
| Criterion | Addepto | Grid Dynamics |
|---|---|---|
| Founded | 2018 | 2006 |
| HQ | Warsaw, Poland | San Ramon, CA, USA |
| Team size | 50–249 | 4,000+ |
| Rating | 4.3 / 5 | 4.2 / 5 |
| Primary differentiator | Integration work with industrial systems such as SCADA, CAD, and PLM | Packaged agentic platforms (GAIN) sitting on top of custom engineering |
| Pricing model | Fixed-scope projects and time & materials; $50–$99/hr (Clutch band) | Time & materials and dedicated teams; rates on request |
| Min. engagement | $10,000+ (Clutch) | Not disclosed |
| Primary tech stack | Databricks, Azure OpenAI, Snowflake | Databricks, Snowflake, BigQuery |
| Industries served | Manufacturing, Energy, Logistics, Retail & e-commerce | Retail & e-commerce, Financial services, Manufacturing, Media |
Addepto vs Grid Dynamics: 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.
Grid Dynamics
Grid Dynamics is a digital engineering firm founded in 2006 and based in San Ramon, California, with more than 4,000 engineers. AI accounted for 29.3% of its revenue in Q1 2026, according to its SEC filing. The platforms are new: this year it rolled out its GAIN agentic platforms for commerce, risk and compliance, and software delivery, built with Anthropic and OpenAI integrations, and it aims to certify 90% of its engineers on them by the end of October 2026. Its roots are in retail and e-commerce engineering, which is where you'll find most of its case work.
Services and capabilities: Addepto vs Grid Dynamics
| Capability | Addepto | Grid Dynamics |
|---|---|---|
| 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 Grid Dynamics
| Framework / platform | Addepto | Grid Dynamics |
|---|---|---|
| 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 | ✓ |
| Azure OpenAI | ✓ | N/A |
| AWS Bedrock | N/A | N/A |
| Zendesk | N/A | N/A |
Pricing comparison: Addepto vs Grid Dynamics
| Criterion | Addepto | Grid Dynamics |
|---|---|---|
| Minimum engagement | $10,000+ (Clutch) | Not disclosed |
| Engagement models | Fixed-scope project, Time & materials | Time & materials, Dedicated team |
| Rate transparency | Minimum disclosed | Not public |
| Price tier | Accessible | Mid-market |
Target audience comparison: Addepto vs Grid Dynamics
| Dimension | Addepto | Grid Dynamics |
|---|---|---|
| Best company size | Startup to mid-market | Mid-market to enterprise |
| Best industries | Manufacturing, Energy, Logistics | Retail & e-commerce, Financial services, Manufacturing |
| Best use cases | Search across CAD and PLM records with an LLM front end, Predictive maintenance from SCADA sensor history | Agentic product search and merchandising for retailers, Compliance-review agents for financial firms |
| Typical project type | Fixed-scope project | Time & materials |
Addepto vs Grid Dynamics: 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 |
| Grid Dynamics | |
|---|---|
| + | Public-company reporting gives visibility into how much of the business is AI. |
| + | GAIN platforms shorten agent builds in commerce and compliance. |
| + | Deep retail search and personalization history. |
| + | Partnership agreements with both Anthropic and OpenAI. |
| - | Engagements are sized for large engineering programs, not a small pilot |
| - | No fixed-price entry offer |
| - | Platform-led delivery can steer clients toward its own GAIN tooling |
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 Grid Dynamics?
A typical fit: agentic product search and merchandising for retailers.
Packaged agentic platforms (GAIN) sitting on top of custom engineering. Minimum engagement is not publicly disclosed. Works best with clients in Retail & e-commerce, Financial services, Manufacturing, Media.
Decision matrix: Addepto vs Grid Dynamics
| 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 Grid Dynamics (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 | Grid Dynamics |
| You need a large team for a multi-year program | Grid Dynamics |
Use case fit: Addepto vs Grid Dynamics
| Use case | Addepto fit | Grid Dynamics 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 |
| Agentic product search and merchandising for retailers | Limited | Strong | Grid Dynamics |
| Compliance-review agents for financial firms | Limited | Strong | Grid Dynamics |
Verdict: Addepto vs Grid Dynamics
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.
Grid Dynamics (4.2/5) is worth a look if you need compliance-review agents for financial firms. If your situation matches that, Grid Dynamics is a competitive option.
Related comparisons
Addepto vs Grid Dynamics FAQ
Is Addepto better than Grid Dynamics?
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. Grid Dynamics's strongest advantage: public-company reporting gives visibility into how much of the business is AI.
How do Addepto and Grid Dynamics 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). Grid Dynamics's pricing: time & materials and dedicated teams; 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 Grid Dynamics?
Grid Dynamics 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 Grid Dynamics?
Addepto's primary differentiator is: integration work with industrial systems such as SCADA, CAD, and PLM. Grid Dynamics's primary differentiator is: packaged agentic platforms (GAIN) sitting on top of custom engineering. They also differ in team size (50–249 vs 4,000+), minimum engagement ($10,000+ (Clutch) vs Not disclosed), and primary industries served (Manufacturing, Energy vs Retail & e-commerce, Financial services).
Verify all details directly with each provider before making a decision.