TTMS vs Markovate: full comparison for 2026
Quick verdict
TTMS (4.5/5) edges ahead of Markovate (3.9/5) overall. TTMS is the better choice for pharma and regulated firms on Salesforce or Microsoft 365. 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.
TTMS vs Markovate: head-to-head summary
| Criterion | TTMS | Markovate |
|---|---|---|
| Founded | 2015 | 2015 |
| HQ | Warsaw, Poland | San Francisco, CA, USA |
| Team size | 800+ | 50–200 |
| Rating | 4.5 / 5 | 3.9 / 5 |
| Primary differentiator | Adds AI inside Salesforce, Microsoft 365 and Adobe Experience Manager for pharma and defense clients with strict validation rules | Generative AI app builds for startups with a fast proof-of-concept focus |
| Pricing model | Fixed-price projects, 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 | Salesforce, Microsoft 365, Azure OpenAI | Azure OpenAI, AWS Bedrock, LangChain |
| Industries served | Pharma & life sciences, Defense, Manufacturing, Financial services | SaaS, Healthcare, Retail & e-commerce, Logistics |
TTMS vs Markovate: overview
TTMS
TTMS (Transition Technologies MS) was formed in 2015 inside Poland's Transition Technologies group and is headquartered in Warsaw's Varso Tower, with subsidiaries in the UK, Denmark, Switzerland, Malaysia and India. It is a platform-partner firm, certified with Salesforce, Microsoft, Adobe and Webcon, and it attaches AI features to those platforms rather than building standalone apps. The company reports more than 800 specialists and PLN 233.7 million in 2024 revenue. Pharma and defense are its most established sectors.
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: TTMS vs Markovate
| Capability | TTMS | 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: TTMS vs Markovate
| Framework / platform | TTMS | Markovate |
|---|---|---|
| Salesforce | ✓ | N/A |
| SAP | N/A | N/A |
| Microsoft Dynamics 365 | N/A | N/A |
| HubSpot | N/A | N/A |
| Snowflake | N/A | N/A |
| Databricks | N/A | N/A |
| Azure OpenAI | ✓ | ✓ |
| AWS Bedrock | N/A | ✓ |
| LangChain | N/A | ✓ |
| ServiceNow | N/A | N/A |
Pricing comparison: TTMS vs Markovate
| Criterion | TTMS | Markovate |
|---|---|---|
| Minimum engagement | Not disclosed | Not disclosed |
| Engagement models | Fixed project, Time & materials, Dedicated team | Fixed project, Time & materials |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: TTMS vs Markovate
| Dimension | TTMS | Markovate |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Pharma & life sciences, Defense, Manufacturing | SaaS, Healthcare, Retail & e-commerce |
| Best use cases | Adding Copilot-style assistants to Microsoft 365 and Power Platform workflows., Document classification and extraction feeding Salesforce for pharma field teams. | A generative AI MVP for a startup., Chat interfaces over product documentation. |
| Typical project type | Fixed project | Fixed project |
TTMS vs Markovate: pros and cons
| TTMS | |
|---|---|
| + | Certified partner status with Salesforce and Microsoft, the two platforms most mid-size AI integrations touch |
| + | Experience in validated pharma environments, where every change to a system needs documentation |
| + | European delivery with EU data handling as the default |
| + | Large enough to staff multi-platform work, small enough to keep senior people on the account |
| - | Part of a larger Polish group, so some decisions sit above the operating company |
| - | AI is one practice among many, and standalone model engineering is thinner than at AI-first firms |
| - | Little published detail on LLM cost controls or model routing |
| 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 TTMS?
A typical fit: adding Copilot-style assistants to Microsoft 365 and Power Platform workflows.
Adds AI inside Salesforce, Microsoft 365 and Adobe Experience Manager for pharma and defense clients with strict validation rules. Minimum engagement is not publicly disclosed. Works best with clients in Pharma & life sciences, Defense, Manufacturing, Financial services.
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: TTMS 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 | TTMS |
| 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: TTMS (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 | Markovate |
Use case fit: TTMS vs Markovate
| Use case | TTMS fit | Markovate fit | Winner |
|---|---|---|---|
| Adding Copilot-style assistants to Microsoft 365 and Power Platform workflows. | Strong | Limited | TTMS |
| Document classification and extraction feeding Salesforce for pharma field teams. | Strong | Strong | Both equally |
| A generative AI MVP for a startup. | Strong | Strong | Both equally |
| Chat interfaces over product documentation. | Limited | Strong | Markovate |
Verdict: TTMS vs Markovate
TTMS (4.5/5) is the stronger overall choice for most AI Integration projects. Adds AI inside Salesforce, Microsoft 365 and Adobe Experience Manager for pharma and defense clients with strict validation rules.
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
TTMS vs Markovate FAQ
Is TTMS better than Markovate?
TTMS (4.5/5) scores higher overall, but "better" depends on your use case. TTMS's strongest advantage: certified partner status with Salesforce and Microsoft, the two platforms most mid-size AI integrations touch. Markovate's strongest advantage: quick turnaround on generative AI prototypes.
How do TTMS and Markovate differ in pricing?
TTMS pricing: Fixed-price projects, 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: TTMS 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 TTMS and Markovate?
TTMS's primary differentiator is: adds AI inside Salesforce, Microsoft 365 and Adobe Experience Manager for pharma and defense clients with strict validation rules. Markovate's primary differentiator is: generative AI app builds for startups with a fast proof-of-concept focus. They also differ in team size (800+ vs 50–200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Pharma & life sciences, Defense vs SaaS, Healthcare).
Verify all details directly with each company before making a decision.