Best Machine Learning Development Companies

LeewayHertz vs Scopic: full comparison for 2026

Last updated: July 2026

Quick verdict

LeewayHertz (4.6/5) edges ahead of Scopic (3.9/5) overall. LeewayHertz is the better choice for enterprises seeking end-to-end AI/ML product delivery with a proven Fortune 500 client base and strong US presence. Scopic is the stronger option for organizations needing fully custom ML engineering with 20+ years of distributed team experience and strong computer vision and deep learning capability. The right choice depends on your project size, budget, and required tech stack.

LeewayHertz vs Scopic: head-to-head summary

Criterion LeewayHertz Scopic
Founded 2007 2006
HQ San Francisco, CA, USA Marlborough, MA, USA
Team size 182–300 250–500
Rating 4.6 / 5 3.9 / 5
Best for Enterprises seeking end-to-end AI/ML product delivery with a proven Fortune 500 client base and strong US presence Organizations needing fully custom ML engineering with 20+ years of distributed team experience and strong computer vision and deep learning capability
Pricing model Fixed project, T&M, Dedicated team Fixed project, T&M, Dedicated team
Min. engagement $30K $20K
Primary tech stack TensorFlow, PyTorch, OpenAI GPT TensorFlow, PyTorch, Keras
Industries served fintech, healthcare, retail, logistics, media transportation, healthcare, manufacturing, financial services, edtech

LeewayHertz vs Scopic: overview

LeewayHertz

LeewayHertz is an AI and machine learning development company founded in 2007 and headquartered in San Francisco, California. The company employs approximately 182–300 professionals and has built a strong delivery track record with enterprise clients including ESPN, Siemens, and 3M. In September 2024, LeewayHertz was acquired by The Hackett Group, a business and technology management consulting firm. The acquisition may affect the company's autonomy and ML-specialist focus over time (per company website; independently unverifiable).

Scopic

Scopic is a globally distributed software development company founded in 2006 and headquartered in Marlborough, Massachusetts. The company employs 250–500 professionals and has 20 years of experience building custom ML systems using TensorFlow, neural networks, PyTorch, and computer vision pipelines. Scopic has confirmed production ML deployments across transportation, healthcare, manufacturing, and financial services.

Services and capabilities: LeewayHertz vs Scopic

Capability LeewayHertz Scopic
Custom ML development
ML consulting
Deep learning
NLP
Computer vision
MLOps
Predictive analytics
Generative AI
Data engineering
Staff augmentation

Tech stack comparison: LeewayHertz vs Scopic

Framework / platform LeewayHertz Scopic
TensorFlow
PyTorch
Scikit-Learn N/A
LangChain N/A
AWS SageMaker N/A
Azure ML N/A
GCP Vertex AI N/A
Kubernetes N/A
Apache Spark N/A N/A
MLflow N/A N/A

Pricing comparison: LeewayHertz vs Scopic

Criterion LeewayHertz Scopic
Minimum engagement $30K $20K
Engagement models Fixed project, T&M, Dedicated team Fixed project, T&M, Dedicated team
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: LeewayHertz vs Scopic

Dimension LeewayHertz Scopic
Best company size Startup to mid-market Startup to mid-market
Best industries fintech, healthcare, retail transportation, healthcare, manufacturing
Best use cases Enterprise AI product development from strategy through production deployment, Custom LLM integration and AI agent development for Fortune 500 workflows Custom computer vision pipeline development for transportation safety or logistics automation, Deep learning model development for medical image analysis or clinical data classification
Typical project type Fixed project Fixed project

LeewayHertz vs Scopic: pros and cons

LeewayHertz
+ Confirmed enterprise client references including ESPN, Siemens, and 3M validate production ML delivery
+ Strong generative AI and LLM capability alongside classical ML engineering
+ US-based client-facing team with technical delivery across time zones
+ Product-centric engineering approach — ships complete systems, not just models
+ Broad ML coverage from predictive analytics to NLP and AI agent frameworks
- Acquired by The Hackett Group in September 2024 — future strategic direction and ML focus may change
- Mid-size team limits parallel capacity for very large enterprise programmes
- Minimum engagement higher than boutique-tier alternatives
Scopic
+ 20 years of distributed ML delivery with consistent process maturity across time zones
+ Deep computer vision and neural network expertise with production deployments in transportation
+ Custom ML system engineering — not platform-reliant solutions dependent on third-party services
+ Accessible minimum engagement and competitive rates for the level of specialization offered
+ Healthcare ML experience with sensitivity to data privacy and regulatory considerations
- Distributed-first model may introduce coordination overhead for clients preferring on-site collaboration
- Less public brand presence than US-headquartered firms of similar capability
- Less generative AI and LLM tooling depth than newer AI-first firms

Who should choose LeewayHertz?

LeewayHertz is the right choice for enterprises seeking end-to-end AI/ML product delivery with a proven Fortune 500 client base and strong US presence.

Product-centric AI delivery culture with verified Fortune 500 client references including ESPN, Siemens, and 3M — now operating within The Hackett Group. Minimum engagement starts at $30K. Works best with clients in fintech, healthcare, retail, logistics, media.

Who should choose Scopic?

Scopic is the right choice for organizations needing fully custom ML engineering with 20+ years of distributed team experience and strong computer vision and deep learning capability.

20+ years as a distributed software company gives Scopic strong custom ML engineering discipline with confirmed production deployments across transportation and healthcare. Minimum engagement starts at $20K. Works best with clients in transportation, healthcare, manufacturing, financial services, edtech.

Decision matrix: LeewayHertz vs Scopic

Your situation Recommended choice
You need full-ownership delivery on a defined project scope LeewayHertz
You need a large dedicated team for an ongoing programme LeewayHertz
Your budget is at the lower end Scopic
You need specialist depth in a specific vertical LeewayHertz
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build LeewayHertz

Use case fit: LeewayHertz vs Scopic

Use case LeewayHertz fit Scopic fit Winner
Enterprise AI product development from strategy through production deployment Strong Limited LeewayHertz
Custom LLM integration and AI agent development for Fortune 500 workflows Strong Strong Both equally
Custom computer vision pipeline development for transportation safety or logistics automation Strong Strong Both equally
Deep learning model development for medical image analysis or clinical data classification Limited Strong Scopic
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: LeewayHertz vs Scopic

LeewayHertz (4.6/5) is the stronger overall choice for most Machine Learning Development projects. Product-centric AI delivery culture with verified Fortune 500 client references including ESPN, Siemens, and 3M — now operating within The Hackett Group. It is best for enterprises seeking end-to-end AI/ML product delivery with a proven Fortune 500 client base and strong US presence.

Scopic (3.9/5) is the better choice when organizations needing fully custom ML engineering with 20+ years of distributed team experience and strong computer vision and deep learning capability. If your situation matches those criteria, Scopic is a competitive option.

Related comparisons

LeewayHertz vs Scopic FAQ

Is LeewayHertz better than Scopic?

LeewayHertz (4.6/5) scores higher overall, but "better" depends on your use case. LeewayHertz is better for enterprises seeking end-to-end AI/ML product delivery with a proven Fortune 500 client base and strong US presence. Scopic is better for organizations needing fully custom ML engineering with 20+ years of distributed team experience and strong computer vision and deep learning capability.

How do LeewayHertz and Scopic differ in pricing?

LeewayHertz uses fixed project, t&m, dedicated team pricing with a minimum engagement of $30K. Scopic uses fixed project, t&m, dedicated team pricing with a minimum engagement of $20K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: LeewayHertz or Scopic?

Scopic 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 LeewayHertz and Scopic?

LeewayHertz's primary differentiator is: product-centric ai delivery culture with verified fortune 500 client references including espn, siemens, and 3m — now operating within the hackett group. Scopic's primary differentiator is: 20+ years as a distributed software company gives scopic strong custom ml engineering discipline with confirmed production deployments across transportation and healthcare. They also differ in team size (182–300 vs 250–500), minimum engagement ($30K vs $20K), and primary industries served (fintech, healthcare vs transportation, healthcare).

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