Best Machine Learning Development Services Companies

Appinventiv vs Codiant: full comparison for 2026

Last updated: July 2026

Quick verdict

Appinventiv (3.7/5) edges ahead of Codiant (3.6/5) overall. Appinventiv is the better choice for enterprise and mid-market companies needing ML features integrated into mobile and web products at scale. Codiant is the stronger option for startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost. The right choice depends on your project size, budget, and required tech stack.

Appinventiv vs Codiant: head-to-head summary

Criterion Appinventiv Codiant
Founded 2015 2011
HQ Noida, India / New York, NY, USA Illinois, USA / India
Team size 1,000–2,000 200–300
Rating 3.7 / 5 3.6 / 5
Best for Enterprise and mid-market companies needing ML features integrated into mobile and web products at scale Startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost
Pricing model Fixed project, dedicated team, T&M Fixed project, dedicated team, T&M
Min. engagement $25K $15K
Primary tech stack Python, TensorFlow, PyTorch Python, TensorFlow, PyTorch
Industries served Healthcare, Fintech, Logistics, Retail, E-commerce Healthcare, Fintech, E-commerce, SaaS, Logistics

Appinventiv vs Codiant: overview

Appinventiv

Appinventiv is a technology company founded in 2015, headquartered in Noida, India with offices in New York, USA, employing 1,600+ professionals including 200+ dedicated machine learning experts. The firm delivers ML development services from concept to production across mobile, web, and enterprise platforms, covering data workflows, model development, integration, and post-launch iteration. Appinventiv serves clients across healthcare, fintech, logistics, and retail. The company has executed 700+ digital projects and holds a Clutch rating across multiple reviewers.

Codiant

Codiant is a software development company headquartered in Illinois, USA with a development centre in India and offices in the UK, Australia, and UAE, employing 240+ full-time professionals. The company is a subsidiary of Yash Technologies and delivers custom AI and ML solutions alongside web and mobile development for startups and enterprises across five continents. Codiant holds ISO 9001 and ISO/IEC 27001:2013 certifications and has completed 700+ projects for 200+ active clients. The ML practice covers data engineering, model development, and integration into web and mobile platforms.

Services and capabilities: Appinventiv vs Codiant

Capability Appinventiv Codiant
Custom ML development
Computer vision
NLP & text analytics
MLOps & deployment
Generative AI
ML consulting & strategy
Staff augmentation
Dedicated team model

Tech stack comparison: Appinventiv vs Codiant

Framework / platform Appinventiv Codiant
Python
PyTorch
TensorFlow
Scikit-learn N/A
AWS SageMaker N/A N/A
MLflow N/A N/A
Hugging Face N/A N/A
LangChain N/A
Docker/Kubernetes N/A N/A
Databricks N/A N/A

Pricing comparison: Appinventiv vs Codiant

Criterion Appinventiv Codiant
Minimum engagement $25K $15K
Engagement models Fixed project, Dedicated team, Time & materials Fixed project, Dedicated team, Time & materials
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Appinventiv vs Codiant

Dimension Appinventiv Codiant
Best company size Mid-market to enterprise Startup to mid-market
Best industries Healthcare, Fintech, Logistics Healthcare, Fintech, E-commerce
Best use cases ML-powered features integrated into mobile healthcare patient applications, Predictive analytics dashboards for fintech risk management and compliance ML features integrated into mobile and web application product builds, Predictive analytics for e-commerce product recommendation and personalisation
Typical project type Fixed project Fixed project

Appinventiv vs Codiant: pros and cons

Appinventiv
+ 200+ dedicated ML experts within a large firm — specialisation at scale
+ Strong coverage of computer vision, NLP, and generative AI within a single team
+ Mobile and web product delivery alongside ML reduces integration overhead
+ 700+ completed projects provides delivery maturity across multiple industries
+ US New York office provides enterprise sales and account management in North American timezone
- India-primary delivery teams require proactive timezone management for US and EU clients
- Large firm structure can mean less senior attention on smaller mid-market engagements
- Marketing-heavy company positioning requires independent validation of delivery quality claims
Codiant
+ ISO 9001 and 27001 certifications for quality and security process assurance
+ Yash Technologies parent provides financial stability and enterprise credibility
+ 240+ professionals with multi-continent delivery capability across 5 geographies
+ $15K minimum engagement is accessible for startup and small company budgets
+ 700+ completed projects provides delivery track record across multiple industries
- AI/ML is one of multiple service lines at a broadly-positioned development company
- Yash Technologies acquisition means company culture may differ from independent AI-first firms
- Smaller team limits capacity for very large or complex enterprise ML programmes

Who should choose Appinventiv?

Appinventiv is the right choice for enterprise and mid-market companies needing ML features integrated into mobile and web products at scale.

200+ dedicated ML experts within a 1,600+ person firm delivering ML at scale within mobile and enterprise product development. Minimum engagement starts at $25K. Works best with clients in Healthcare, Fintech, Logistics, Retail, E-commerce.

Who should choose Codiant?

Codiant is the right choice for startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost.

Yash Technologies subsidiary with ISO 9001 and 27001 certifications, multi-continent delivery, and 700+ completed projects for 200+ active clients. Minimum engagement starts at $15K. Works best with clients in Healthcare, Fintech, E-commerce, SaaS, Logistics.

Decision matrix: Appinventiv vs Codiant

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Appinventiv
You need a large dedicated team for an ongoing programme Appinventiv
Your budget is at the lower end Codiant
You need specialist depth in a specific vertical Appinventiv
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: Appinventiv vs Codiant

Use case Appinventiv fit Codiant fit Winner
ML-powered features integrated into mobile healthcare patient applications Strong Limited Appinventiv
Predictive analytics dashboards for fintech risk management and compliance Strong Strong Both equally
ML features integrated into mobile and web application product builds Strong Strong Both equally
Predictive analytics for e-commerce product recommendation and personalisation Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Appinventiv vs Codiant

Appinventiv (3.7/5) is the stronger overall choice for most Machine Learning Development projects. 200+ dedicated ML experts within a 1,600+ person firm delivering ML at scale within mobile and enterprise product development. It is best for enterprise and mid-market companies needing ML features integrated into mobile and web products at scale.

Codiant (3.6/5) is the better choice when startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost. If your situation matches those criteria, Codiant is a competitive option.

Related comparisons

Appinventiv vs Codiant FAQ

Is Appinventiv better than Codiant?

Appinventiv (3.7/5) scores higher overall, but "better" depends on your use case. Appinventiv is better for enterprise and mid-market companies needing ML features integrated into mobile and web products at scale. Codiant is better for startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost.

How do Appinventiv and Codiant differ in pricing?

Appinventiv uses fixed project, dedicated team, t&m pricing with a minimum engagement of $25K. Codiant uses fixed project, 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: Appinventiv or Codiant?

Appinventiv 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 Appinventiv and Codiant?

Appinventiv's primary differentiator is: 200+ dedicated ml experts within a 1,600+ person firm delivering ml at scale within mobile and enterprise product development. Codiant's primary differentiator is: yash technologies subsidiary with iso 9001 and 27001 certifications, multi-continent delivery, and 700+ completed projects for 200+ active clients. They also differ in team size (1,000–2,000 vs 200–300), minimum engagement ($25K vs $15K), and primary industries served (Healthcare, Fintech vs Healthcare, Fintech).

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