Best Generative AI Development Services

Markovate vs LeewayHertz: full comparison for 2026

Quick verdict

Markovate (4.5/5) edges ahead of LeewayHertz (4.1/5) overall. Markovate is the better choice for founders wanting a generative AI-only product partner. LeewayHertz is the stronger option for buyers wanting broad generative AI service coverage in one agency. The right choice depends on your project size, budget, and required tech stack.

Markovate vs LeewayHertz: head-to-head summary

Criterion Markovate LeewayHertz
Founded 2015 2007
HQ San Francisco, United States San Francisco, United States
Team size 51-200 150-300
Rating 4.5 / 5 4.1 / 5
Primary differentiator AI-exclusive focus dating to 2015, ahead of the current generative AI cycle Backed by The Hackett Group's consulting network following its 2024 acquisition
Pricing model Fixed project or dedicated team Fixed project or dedicated team
Min. engagement Not disclosed Not disclosed
Primary tech stack Python, PyTorch, OpenAI API Python, OpenAI API, PyTorch
Industries served Fintech, Healthcare, Retail & e-commerce, Logistics Financial services, Healthcare, Retail & e-commerce, Manufacturing

Markovate vs LeewayHertz: overview

Markovate

Markovate has run as an AI-only agency out of San Francisco since 2015, with a team in the 51-200 range under co-founder Rajeev Sharma. Its decade of case studies has stayed centered on generative AI and machine learning product work specifically, predating the current wave of firms rebranding around large language models. That narrow focus trades breadth for depth: clients get a generative AI specialist, not a full-service development partner handling every kind of project.

LeewayHertz

LeewayHertz has operated from San Francisco since 2007, though ownership changed in September 2024 when The Hackett Group acquired the company. That's relevant to anyone evaluating long-term direction, since the agency now answers to a larger consulting parent. Employee counts have also shifted, from roughly 300 in earlier reporting to about 182 by mid-2026, worth confirming directly given the volume of generative AI content marketing the agency publishes relative to its actual team size.

Services and capabilities: Markovate vs LeewayHertz

Capability Markovate LeewayHertz
Generative AI
Machine learning
AI agents
MLOps
AI consulting
Fixed-price projects
Dedicated team model

Tech stack comparison: Markovate vs LeewayHertz

Framework / platform Markovate LeewayHertz
Python
OpenAI API
PyTorch
LangChain
AWS
Azure N/A
Kubernetes N/A N/A

Pricing comparison: Markovate vs LeewayHertz

Criterion Markovate LeewayHertz
Minimum engagement Not disclosed Not disclosed
Engagement models Fixed project, Dedicated team Fixed project, Dedicated team
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: Markovate vs LeewayHertz

Dimension Markovate LeewayHertz
Best company size Startup to mid-market Startup to mid-market
Best industries Fintech, Healthcare, Retail & e-commerce Financial services, Healthcare, Retail & e-commerce
Best use cases Turning a generative AI concept into a shipped product with a small, senior team., Getting a fast generative AI prototype built before deciding on an in-house hire. Consolidating several generative AI workstreams under one vendor relationship., Working with an agency backed by a larger consulting parent for enterprise credibility.
Typical project type Fixed project Fixed project

Markovate vs LeewayHertz: pros and cons

Markovate
+ Ten years of AI-only positioning predates most competitors' generative AI pivot.
+ Based in San Francisco, close to the model providers it integrates most often.
+ Willing to take direct founder calls rather than routing through account management layers.
+ Case studies describe shipped generative AI products rather than proof-of-concept demos.
- Team size limits how many large concurrent engagements the agency can realistically run
- No published minimum engagement figure to budget against upfront
LeewayHertz
+ Broad coverage across generative AI, machine learning, and AI agents under one agency.
+ The Hackett Group acquisition adds access to a larger consulting and benchmarking network.
+ Close to two decades of operating history predating the current AI boom.
+ High volume of published technical content makes its approach easy to evaluate before hiring.
- Now owned by The Hackett Group as of 2024, which may shift long-term positioning
- Reported headcount has roughly halved across recent public data, worth confirming directly

Who should choose Markovate?

A typical fit: turning a generative AI concept into a shipped product with a small, senior team.

AI-exclusive focus dating to 2015, ahead of the current generative AI cycle. Minimum engagement is not publicly disclosed. Works best with clients in Fintech, Healthcare, Retail & e-commerce, Logistics.

Who should choose LeewayHertz?

A typical fit: consolidating several generative AI workstreams under one vendor relationship.

Backed by The Hackett Group's consulting network following its 2024 acquisition. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Healthcare, Retail & e-commerce, Manufacturing.

Decision matrix: Markovate vs LeewayHertz

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Markovate
You need a large dedicated team for an ongoing programme Markovate
Your budget is at the lower end Compare: Markovate (Not disclosed) vs LeewayHertz (Not disclosed)
You need specialist depth in a specific vertical Markovate
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: Markovate vs LeewayHertz

Use case Markovate fit LeewayHertz fit Winner
Turning a generative AI concept into a shipped product with a small, senior team. Strong Limited Markovate
Getting a fast generative AI prototype built before deciding on an in-house hire. Strong Strong Both equally
Consolidating several generative AI workstreams under one vendor relationship. Limited Strong LeewayHertz
Working with an agency backed by a larger consulting parent for enterprise credibility. Limited Strong LeewayHertz
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Markovate vs LeewayHertz

Markovate (4.5/5) is the stronger overall choice for most Generative AI Development projects. AI-exclusive focus dating to 2015, ahead of the current generative AI cycle.

LeewayHertz (4.1/5) is worth a look if you need working with an agency backed by a larger consulting parent for enterprise credibility. If your situation matches that, LeewayHertz is a competitive option.

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Markovate vs LeewayHertz FAQ

Is Markovate better than LeewayHertz?

Markovate (4.5/5) scores higher overall, but "better" depends on your use case. Markovate's strongest advantage: ten years of AI-only positioning predates most competitors' generative AI pivot. LeewayHertz's strongest advantage: broad coverage across generative AI, machine learning, and AI agents under one agency.

How do Markovate and LeewayHertz differ in pricing?

Markovate uses fixed project or dedicated team pricing. LeewayHertz uses fixed project or dedicated team pricing. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Markovate or LeewayHertz?

LeewayHertz 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 Markovate and LeewayHertz?

Markovate's primary differentiator is: AI-exclusive focus dating to 2015, ahead of the current generative AI cycle. LeewayHertz's primary differentiator is: backed by The Hackett Group's consulting network following its 2024 acquisition. They also differ in team size (51-200 vs 150-300), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Fintech, Healthcare vs Financial services, Healthcare).

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