Best ML Development Services

XenonStack vs Cleveroad: full comparison for 2026

Last updated: July 2026

Quick verdict

XenonStack (4.4/5) edges ahead of Cleveroad (3.9/5) overall. XenonStack is the better choice for companies building agentic AI or real-time data platforms that want a specialist rather than a general IT outsourcer.. Cleveroad is the stronger option for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. The right choice depends on your project size, budget, and required tech stack.

XenonStack vs Cleveroad: head-to-head summary

Criterion XenonStack Cleveroad
Founded 2016 2011
HQ Mohali, India Tallinn, Estonia
Team size 50–100 51–200
Rating 4.4 / 5 3.9 / 5
Best for Companies building agentic AI or real-time data platforms that want a specialist rather than a general IT outsourcer. Healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.
Pricing model Project-based, retainer Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack Kubernetes, Apache Kafka, AWS TensorFlow, OpenCV, Python
Industries served FinTech, Manufacturing, Telecom, Retail & E-commerce Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce

XenonStack vs Cleveroad: overview

XenonStack

XenonStack was founded in 2016 by Navdeep Singh Gill and is based in Mohali, India, operating as a technology consulting company centered on real-time data, generative AI, and agentic AI platform engineering. The company has grown from roughly 63 employees in 2023 to about 97 in 2026 and holds AWS, Azure, and Google Cloud partner status, alongside membership in the Cloud Native Computing Foundation and LF AI & Data. Its bootstrapped, revenue-funded growth (reported ~$3.8M ARR) suggests a stable but still relatively small operation for enterprise-scale programs.

Cleveroad

Cleveroad was founded in 2011 and is headquartered in Tallinn, Estonia, with an R&D center there and additional delivery staff across five countries. The company has built more than a decade of experience in healthcare, logistics, fintech, and retail, delivering web and mobile applications alongside AI/ML solutions and dedicated development teams. Cleveroad was named to the 2025 Clutch 1000 — placing it among the top 30 highest-rated B2B service providers globally on the platform — though reported employee counts vary between roughly 50 and 200.

Services and capabilities: XenonStack vs Cleveroad

Capability XenonStack Cleveroad
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: XenonStack vs Cleveroad

Framework / platform XenonStack Cleveroad
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure N/A
Google Cloud N/A
LangChain N/A
Hugging Face N/A N/A
Kubernetes N/A

Pricing comparison: XenonStack vs Cleveroad

Criterion XenonStack Cleveroad
Minimum engagement Not published Not published
Engagement models Project-based, Retainer, Dedicated team Project-based, Dedicated team, Fixed project
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: XenonStack vs Cleveroad

Dimension XenonStack Cleveroad
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Manufacturing, Telecom Healthcare, Logistics & Supply Chain, FinTech
Best use cases Enterprise needs a real-time data platform feeding downstream ML models., Company is building agentic AI workflows and needs specialist platform engineering, not just model development. Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm., Fintech startup needs both application development and ML modeling from a single Estonia-based vendor.
Typical project type Project-based Project-based

XenonStack vs Cleveroad: pros and cons

XenonStack
+ Multi-cloud partner status across AWS, Azure, and Google Cloud gives flexibility on platform choice rather than pushing a single vendor stack.
+ Bootstrapped and profitable growth trajectory (reported ~$3.8M ARR) signals operational stability without dependence on external funding rounds.
+ Cloud Native Computing Foundation and LF AI & Data membership reflects genuine open-source platform engineering involvement, not just marketing claims.
+ Specialization in agentic and real-time AI platform engineering is a differentiated niche versus generalist ML shops.
- Team size of roughly 97 (2026) is small relative to the scale of enterprise real-time data platform programs it targets.
- Conflicting HQ reports (Mohali, India vs. Dubai, UAE across sources) make it worth confirming the primary legal entity before contracting.
Cleveroad
+ 2025 Clutch 1000 placement (top 30 highest-rated global B2B providers) is a strong, independently verified distinction.
+ 13+ years of operating history (since 2011) with consistent focus on healthcare, logistics, and fintech verticals.
+ AI-assisted development services line reflects the firm keeping pace with modern AI-augmented delivery practices, not just AI as a client-facing product line.
- Employee-count sources conflict meaningfully (50 vs. 51–200), so confirm current AI-specific team size before contracting.
- AI/ML is one of several service lines (alongside general web/mobile development) rather than the firm's primary identity.

Who should choose XenonStack?

XenonStack is the right choice for companies building agentic AI or real-time data platforms that want a specialist rather than a general IT outsourcer..

Multi-cloud certified (AWS, Azure, GCP) platform-engineering specialist for real-time and agentic AI.. Minimum engagement starts at Not published. Works best with clients in FinTech, Manufacturing, Telecom, Retail & E-commerce.

Who should choose Cleveroad?

Cleveroad is the right choice for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce.

Decision matrix: XenonStack vs Cleveroad

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Cleveroad
You need a large dedicated team for an ongoing programme XenonStack
Your budget is at the lower end Compare: XenonStack (Not published) vs Cleveroad (Not published)
You need specialist depth in a specific vertical XenonStack
You need production MLOps support after model launch XenonStack
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: XenonStack vs Cleveroad

Use case XenonStack fit Cleveroad fit Winner
Enterprise needs a real-time data platform feeding downstream ML models. Strong Limited XenonStack
Company is building agentic AI workflows and needs specialist platform engineering, not just model development. Strong Strong Both equally
Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm. Limited Strong Cleveroad
Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. Limited Strong Cleveroad
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: XenonStack vs Cleveroad

XenonStack (4.4/5) is the stronger overall choice for most Machine Learning Development projects. Multi-cloud certified (AWS, Azure, GCP) platform-engineering specialist for real-time and agentic AI.. It is best for companies building agentic AI or real-time data platforms that want a specialist rather than a general IT outsourcer..

Cleveroad (3.9/5) is the better choice when healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. If your situation matches those criteria, Cleveroad is a competitive option.

Related comparisons

XenonStack vs Cleveroad FAQ

Is XenonStack better than Cleveroad?

XenonStack (4.4/5) scores higher overall, but "better" depends on your use case. XenonStack is better for companies building agentic AI or real-time data platforms that want a specialist rather than a general IT outsourcer.. Cleveroad is better for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

How do XenonStack and Cleveroad differ in pricing?

XenonStack uses project-based, retainer pricing with a minimum engagement of Not published. Cleveroad uses project-based, dedicated team pricing with a minimum engagement of Not published. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: XenonStack or Cleveroad?

Cleveroad 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 XenonStack and Cleveroad?

XenonStack's primary differentiator is: multi-cloud certified (aws, azure, gcp) platform-engineering specialist for real-time and agentic ai.. Cleveroad's primary differentiator is: named to the 2025 clutch 1000, placing it in the global top 30 highest-rated b2b service providers on the platform.. They also differ in team size (50–100 vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Manufacturing vs Healthcare, Logistics & Supply Chain).

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