Best AI Development Firms

Markovate vs LeewayHertz: full comparison for 2026

Quick verdict

Markovate (4.6/5) edges ahead of LeewayHertz (4.1/5) overall. Markovate is the better choice for founders wanting an AI-only product partner. LeewayHertz is the stronger option for buyers wanting broad AI service coverage in one vendor. 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 4.6 / 5 4.1 / 5
Primary differentiator AI-exclusive focus since 2015, predating the current generative AI surge 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, PyTorch, OpenAI API
Industries served Fintech, Healthcare, Retail & e-commerce, Logistics Financial services, Healthcare, Retail & e-commerce, Manufacturing

Markovate vs LeewayHertz: overview

Markovate

Markovate has stayed narrowly focused on AI and machine learning product work since founding in 2015, running a team in the 51-200 range out of San Francisco. Co-founder Rajeev Sharma built the firm around shipping AI products end to end rather than staffing generic development teams, which shows in how consistently its case studies center on generative AI and applied ML rather than a broader software portfolio. That narrowness is a trade-off: less flexibility for non-AI work, more depth on the thing it actually does.

LeewayHertz

LeewayHertz has operated out of San Francisco since 2007, though its ownership structure changed in September 2024 when The Hackett Group acquired the company. That acquisition matters for anyone evaluating long-term strategic direction, since it now answers to a larger consulting parent rather than operating fully independently. Public employee figures have also moved in different directions across sources and time, from around 300 in earlier reporting down to roughly 182 by mid-2026, worth checking directly given how much content marketing the firm 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
PyTorch
TensorFlow N/A N/A
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 idea into a working product with a small, senior team., Getting a fast prototype built before deciding whether to hire in-house AI engineers. Consolidating several AI workstreams under a single vendor relationship., Working with a firm now 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, well before generative AI became the default pitch for every dev firm.
+ San Francisco location keeps the team close to the model providers it works with most.
+ Comfortable taking founder calls directly rather than routing everything through account management.
+ Case studies describe shipped products, not proof-of-concept demos.
- Team size is small relative to the enterprise generalists on this list, which limits very large concurrent programs
- No public minimum engagement figure to plan a budget against upfront
LeewayHertz
+ Broad service coverage spanning generative AI, machine learning, and AI agents under one roof.
+ 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 writing makes its methodology easy to evaluate before hiring.
- Now owned by The Hackett Group as of 2024, which may shift its long-term positioning
- Reported headcount has fallen by roughly half across recent public data, worth confirming directly

Who should choose Markovate?

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

AI-exclusive focus since 2015, predating the current generative AI surge. 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 AI workstreams under a single 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 idea into a working product with a small, senior team. Strong Limited Markovate
Getting a fast prototype built before deciding whether to hire in-house AI engineers. Strong Strong Both equally
Consolidating several AI workstreams under a single vendor relationship. Limited Strong LeewayHertz
Working with a firm now backed by a larger consulting parent for enterprise credibility. Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Markovate vs LeewayHertz

Markovate (4.6/5) is the stronger overall choice for most AI Development projects. AI-exclusive focus since 2015, predating the current generative AI surge.

LeewayHertz (4.1/5) is worth a look if you need working with a firm now 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 (4.6/5) scores higher overall, but "better" depends on your use case. Markovate's strongest advantage: ten years of AI-only positioning, well before generative AI became the default pitch for every dev firm. LeewayHertz's strongest advantage: broad service coverage spanning generative AI, machine learning, and AI agents under one roof.

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 firm before shortlisting.

What are the main differences between Markovate and LeewayHertz?

Markovate's primary differentiator is: AI-exclusive focus since 2015, predating the current generative AI surge. 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 firm before making a decision.