Top AI Integration Companies

Grid Dynamics vs Markovate: full comparison for 2026

Quick verdict

Grid Dynamics (4.3/5) edges ahead of Markovate (3.9/5) overall. Grid Dynamics is the better choice for retailers adding AI to commerce and supply chain systems. Markovate is the stronger option for startups wanting a quick generative AI build. The right choice depends on your project size, budget, and required tech stack.

Grid Dynamics vs Markovate: head-to-head summary

Criterion Grid Dynamics Markovate
Founded 2006 2015
HQ San Ramon, CA, USA San Francisco, CA, USA
Team size 4,800+ 50–200
Rating 4.3 / 5 3.9 / 5
Primary differentiator Packaged agentic-commerce accelerators backed by a large engineering bench with public financial reporting Generative AI app builds for startups with a fast proof-of-concept focus
Pricing model T&M and dedicated teams; rates on request Fixed-price and T&M; rates on request
Min. engagement Not disclosed Not disclosed
Primary tech stack Google Vertex AI, Azure OpenAI, AWS Bedrock Azure OpenAI, AWS Bedrock, LangChain
Industries served Retail & e-commerce, Manufacturing, Financial services, Technology SaaS, Healthcare, Retail & e-commerce, Logistics

Grid Dynamics vs Markovate: overview

Grid Dynamics

Grid Dynamics is a publicly traded (Nasdaq: GDYN) digital engineering firm founded in 2006 and headquartered in San Ramon, California. It reported 4,838 employees in mid-2026, most of them engineers outside the U.S., and said AI work made up 30.7% of second-quarter 2026 revenue. The company's GAIN platforms package agentic patterns for commerce, software delivery, risk and compliance. Retail and consumer brands are its most established vertical.

Markovate

Markovate is an AI development agency founded in 2015, headquartered in San Francisco with a presence in Toronto. Directory headcount estimates sit between about 50 and 200. It builds generative AI apps, agents and integrations for startups and mid-size firms. It publishes a large volume of marketing content, while independent detail on production integrations is limited.

Services and capabilities: Grid Dynamics vs Markovate

Capability Grid Dynamics Markovate
CRM / ERP integration ✗ ✗
LLM API gateway & cost control ✓ ✓
Document processing ✗ ✗
Agentic workflows ✓ ✓
Fixed-price pilot ✗ ✗
Managed services after launch ✗ ✗
PII masking & access control ✗ ✗

Tech stack comparison: Grid Dynamics vs Markovate

Framework / platform Grid Dynamics Markovate
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 ✓ N/A
Azure OpenAI ✓ ✓
AWS Bedrock ✓ ✓
LangChain N/A ✓
ServiceNow N/A N/A

Pricing comparison: Grid Dynamics vs Markovate

Criterion Grid Dynamics Markovate
Minimum engagement Not disclosed Not disclosed
Engagement models Time & materials, Dedicated team Fixed project, Time & materials
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: Grid Dynamics vs Markovate

Dimension Grid Dynamics Markovate
Best company size Startup to mid-market Startup to mid-market
Best industries Retail & e-commerce, Manufacturing, Financial services SaaS, Healthcare, Retail & e-commerce
Best use cases Agentic product search and merchandising for a large online retailer., Demand and price forecasting fed into supply-chain planning. A generative AI MVP for a startup., Chat interfaces over product documentation.
Typical project type Time & materials Fixed project

Grid Dynamics vs Markovate: pros and cons

Grid Dynamics
+ Public company disclosures give unusual visibility into headcount, AI revenue share and stability
+ Strong search, recommendation and pricing work for large retailers
+ Engineering-first culture comfortable with complex cloud data platforms
+ Accelerators shorten the start of commerce and compliance agent projects
- Built for large accounts, and small pilots are not its usual entry point
- Headcount shrank in 2026 as non-billable roles were cut
- Less hands-on work inside packaged ERP or CRM suites
Markovate
+ Quick turnaround on generative AI prototypes
+ Good fit for startups without an in-house AI team
+ Experience with chat and agent interfaces
- Thin independent evidence of enterprise CRM or ERP integration
- Headcount estimates vary widely between directories
- Ratings and awards mostly cited from its own materials

Who should choose Grid Dynamics?

A typical fit: agentic product search and merchandising for a large online retailer.

Packaged agentic-commerce accelerators backed by a large engineering bench with public financial reporting. Minimum engagement is not publicly disclosed. Works best with clients in Retail & e-commerce, Manufacturing, Financial services, Technology.

Who should choose Markovate?

A typical fit: a generative AI MVP for a startup.

Generative AI app builds for startups with a fast proof-of-concept focus. Minimum engagement is not publicly disclosed. Works best with clients in SaaS, Healthcare, Retail & e-commerce, Logistics.

Decision matrix: Grid Dynamics vs Markovate

Your situation Recommended choice
You want a fixed-price audit or pilot before committing Neither advertises one; ask for a scoped pilot
AI has to work inside your existing CRM or ERP Neither lists CRM/ERP integration work
Personal data must be masked and answers limited by user permissions Ask both for their PII and access-control design
Your budget is at the lower end Compare: Grid Dynamics (Not disclosed) vs Markovate (Not disclosed)
You want the vendor to run the AI service after launch Neither offers managed services; plan in-house operations
You are building multi-step agents across systems Both

Use case fit: Grid Dynamics vs Markovate

Use case Grid Dynamics fit Markovate fit Winner
Agentic product search and merchandising for a large online retailer. Strong Limited Grid Dynamics
Demand and price forecasting fed into supply-chain planning. Strong Limited Grid Dynamics
A generative AI MVP for a startup. Strong Strong Both equally
Chat interfaces over product documentation. Limited Strong Markovate

Verdict: Grid Dynamics vs Markovate

Grid Dynamics (4.3/5) is the stronger overall choice for most AI Integration projects. Packaged agentic-commerce accelerators backed by a large engineering bench with public financial reporting.

Markovate (3.9/5) is worth a look if you need chat interfaces over product documentation. If your situation matches that, Markovate is a competitive option.

Related comparisons

Grid Dynamics vs Markovate FAQ

Is Grid Dynamics better than Markovate?

Grid Dynamics (4.3/5) scores higher overall, but "better" depends on your use case. Grid Dynamics's strongest advantage: public company disclosures give unusual visibility into headcount, AI revenue share and stability. Markovate's strongest advantage: quick turnaround on generative AI prototypes.

How do Grid Dynamics and Markovate differ in pricing?

Grid Dynamics pricing: T&M and dedicated teams; rates on request. Markovate pricing: Fixed-price and T&M; rates on request. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Grid Dynamics or Markovate?

Markovate 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 Grid Dynamics and Markovate?

Grid Dynamics's primary differentiator is: packaged agentic-commerce accelerators backed by a large engineering bench with public financial reporting. Markovate's primary differentiator is: generative AI app builds for startups with a fast proof-of-concept focus. They also differ in team size (4,800+ vs 50–200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Retail & e-commerce, Manufacturing vs SaaS, Healthcare).

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