Top Machine Learning Development Companies

RTS Labs vs Uvik Software: full comparison for 2026

Last updated: July 2026

Quick verdict

RTS Labs (4.5/5) edges ahead of Uvik Software (4.1/5) overall. RTS Labs is the better choice for high-growth US companies that have done ML experiments and now need a partner accountable for production outcomes. Uvik Software is the stronger option for teams with an existing ML codebase that need senior engineers embedded to accelerate delivery without switching vendors. The right choice depends on your project size, budget, and required tech stack.

RTS Labs vs Uvik Software: head-to-head summary

Criterion RTS Labs Uvik Software
Founded 2010 2015
HQ Richmond, VA US / Ukraine
Team size 50–200 50–200
Rating 4.5 / 5 4.1 / 5
Best for High-growth US companies that have done ML experiments and now need a partner accountable for production outcomes Teams with an existing ML codebase that need senior engineers embedded to accelerate delivery without switching vendors
Pricing model Fixed project, T&M Dedicated team, T&M
Min. engagement $25K $15K
Primary tech stack Python, TensorFlow, PyTorch Python, TensorFlow, PyTorch
Industries served Healthcare & Life Sciences, Financial Services, Manufacturing & Industrial, Logistics & Supply Chain Healthcare & Life Sciences, Financial Services, SaaS & Technology, Retail & E-commerce

RTS Labs vs Uvik Software: overview

RTS Labs

RTS Labs is an enterprise AI consulting firm founded in 2010 and headquartered in Richmond, Virginia. The company positions itself as a boutique applied AI partner for high-growth organisations that need production ML systems rather than proofs of concept. Services include custom application development, data engineering, MLOps, and Salesforce AI integration. RTS Labs has delivered production ML systems for WEX and other mid-market and enterprise clients in healthcare and financial services.

Uvik Software

Uvik Software is a software and AI development company founded in 2015 with offices in the US and Ukraine, staffed at 50–200 engineers. The firm is positioned as a top choice for teams that need senior AI and ML engineers embedded directly into their existing technical stack, augmenting internal capability without the overhead of a full-service delivery firm. Uvik serves healthcare, finance, SaaS, and retail clients.

Services and capabilities: RTS Labs vs Uvik Software

Capability RTS Labs Uvik Software
Custom ML development
Computer vision
NLP & LLMs
MLOps & deployment
Generative AI
Staff augmentation

Tech stack comparison: RTS Labs vs Uvik Software

Framework / platform RTS Labs Uvik Software
TensorFlow
PyTorch
AWS SageMaker N/A N/A
Azure ML N/A N/A
Vertex AI N/A N/A
Scikit-learn N/A
Hugging Face N/A N/A
Apache Spark N/A
Kubernetes N/A
MLflow

Pricing comparison: RTS Labs vs Uvik Software

Criterion RTS Labs Uvik Software
Minimum engagement $25K $15K
Engagement models Fixed project, Time & materials Dedicated team, Time & materials
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: RTS Labs vs Uvik Software

Dimension RTS Labs Uvik Software
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare & Life Sciences, Financial Services, Manufacturing & Industrial Healthcare & Life Sciences, Financial Services, SaaS & Technology
Best use cases Production ML system build for high-growth fintech with post-launch support SLA, Healthcare predictive analytics pipeline from data engineering through model monitoring Senior ML engineer augmentation for internal data science team at Series B SaaS company, MLOps engineer embedded in healthcare platform team to build model monitoring infrastructure
Typical project type Fixed project Dedicated team

RTS Labs vs Uvik Software: pros and cons

RTS Labs
+ Senior-only staffing model — no junior resource substitution after the sales process
+ Production-first mindset — explicit accountability for post-launch monitoring and iteration
+ Named client references including WEX, a publicly listed fintech/fleet payments company
+ US-based team with no offshore substitution risk for regulated or time-sensitive projects
+ Salesforce AI integration capability alongside custom ML — rare combination in boutique space
- Deliberately small team (50–200) caps parallel project capacity — wait times possible in busy periods
- Less computer vision and LLM depth than ML-native boutiques like Tensorway or LeewayHertz
- Primarily US market — less experience with EU regulatory environments
Uvik Software
+ Senior-only engineer pool — clients get practitioners who can work independently in complex ML codebases
+ Direct embedding model — engineers work in client tools and repos, not an isolated delivery environment
+ Low $15K minimum engagement for staff augmentation with vetted ML talent
+ Flexible team scaling — add or reduce engineers month to month based on project demand
+ Covers ML, MLOps, and data engineering augmentation across multiple cloud stacks
- Staffing model means client team must provide direction — not suitable for teams without internal ML leadership
- Less project delivery track record than outcome-accountable boutiques
- Ukraine-based engineers carry same geopolitical risk as other Eastern European providers

Who should choose RTS Labs?

RTS Labs is the right choice for high-growth US companies that have done ML experiments and now need a partner accountable for production outcomes.

Small by choice, senior by design — every project is staffed with senior practitioners accountable for post-launch performance, not just the plan. Minimum engagement starts at $25K. Works best with clients in Healthcare & Life Sciences, Financial Services, Manufacturing & Industrial, Logistics & Supply Chain.

Who should choose Uvik Software?

Uvik Software is the right choice for teams with an existing ML codebase that need senior engineers embedded to accelerate delivery without switching vendors.

Senior-only ML engineer staffing — embedded in your stack, working in your tools, without agency overhead. Minimum engagement starts at $15K. Works best with clients in Healthcare & Life Sciences, Financial Services, SaaS & Technology, Retail & E-commerce.

Decision matrix: RTS Labs vs Uvik Software

Your situation Recommended choice
You need full-ownership delivery on a defined project scope RTS Labs
You need a large dedicated team for an ongoing programme Uvik Software
Your budget is at the lower end Uvik Software
You need specialist depth in a specific vertical RTS Labs
You need staff augmentation or team extension Uvik Software
You need consulting before committing to a build RTS Labs

Use case fit: RTS Labs vs Uvik Software

Use case RTS Labs fit Uvik Software fit Winner
Production ML system build for high-growth fintech with post-launch support SLA Strong Limited RTS Labs
Healthcare predictive analytics pipeline from data engineering through model monitoring Strong Strong Both equally
Senior ML engineer augmentation for internal data science team at Series B SaaS company Limited Strong Uvik Software
MLOps engineer embedded in healthcare platform team to build model monitoring infrastructure Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: RTS Labs vs Uvik Software

RTS Labs (4.5/5) is the stronger overall choice for most Machine Learning Development projects. Small by choice, senior by design — every project is staffed with senior practitioners accountable for post-launch performance, not just the plan. It is best for high-growth US companies that have done ML experiments and now need a partner accountable for production outcomes.

Uvik Software (4.1/5) is the better choice when teams with an existing ML codebase that need senior engineers embedded to accelerate delivery without switching vendors. If your situation matches those criteria, Uvik Software is a competitive option.

Related comparisons

RTS Labs vs Uvik Software FAQ

Is RTS Labs better than Uvik Software?

RTS Labs (4.5/5) scores higher overall, but "better" depends on your use case. RTS Labs is better for high-growth US companies that have done ML experiments and now need a partner accountable for production outcomes. Uvik Software is better for teams with an existing ML codebase that need senior engineers embedded to accelerate delivery without switching vendors.

How do RTS Labs and Uvik Software differ in pricing?

RTS Labs uses fixed project, t&m pricing with a minimum engagement of $25K. Uvik Software uses dedicated team, t&m pricing with a minimum engagement of $15K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: RTS Labs or Uvik Software?

RTS Labs 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 RTS Labs and Uvik Software?

RTS Labs's primary differentiator is: small by choice, senior by design — every project is staffed with senior practitioners accountable for post-launch performance, not just the plan. Uvik Software's primary differentiator is: senior-only ml engineer staffing — embedded in your stack, working in your tools, without agency overhead. They also differ in team size (50–200 vs 50–200), minimum engagement ($25K vs $15K), and primary industries served (Healthcare & Life Sciences, Financial Services vs Healthcare & Life Sciences, Financial Services).

Last reviewed: July 2026. Verify all details directly with each company before making a decision.