Best ML Model Development Companies

InData Labs vs ELEKS: full comparison for 2026

Last updated: July 2026

Quick verdict

InData Labs (4.3/5) edges ahead of ELEKS (4.1/5) overall. InData Labs is the better choice for companies needing a focused predictive-analytics or computer-vision model with clearly documented accuracy benchmarks.. ELEKS is the stronger option for enterprises wanting a long-established European software engineering partner with an added data science practice rather than an AI-only startup vendor.. The right choice depends on your project size, budget, and required tech stack.

InData Labs vs ELEKS: head-to-head summary

Criterion InData Labs ELEKS
Founded 2014 1991
HQ Nicosia, Cyprus (delivery center: Minsk, Belarus) Tallinn, Estonia (engineering hub: Lviv, Ukraine)
Team size 51–200 1,001–5,000
Rating 4.3 / 5 4.1 / 5
Best for Companies needing a focused predictive-analytics or computer-vision model with clearly documented accuracy benchmarks. Enterprises wanting a long-established European software engineering partner with an added data science practice rather than an AI-only startup vendor.
Pricing model Project-based Time & Material, Fixed project
Min. engagement $25,000 Not published
Primary tech stack Python, Computer vision frameworks, NLP toolkits Python, Cloud ML platforms (AWS/Azure/GCP), Data engineering tooling
Industries served Transportation/logistics, Retail, Finance Financial services, Healthcare, Manufacturing, Insurance

InData Labs vs ELEKS: overview

InData Labs

InData Labs is a data science consultancy founded in 2014 by Marat Karpeko, with a registered headquarters in Nicosia, Cyprus, and its primary research and development center in Minsk, Belarus. The company focuses on predictive analytics, natural language processing, and computer vision, delivering custom AI model development for clients ranging from logistics to retail. Published case studies include a freight-rate prediction model for a transportation company and a dog-face-identification model reporting 91.96 percent accuracy, giving it more quantified, checkable outcome data than many peers of similar size.

ELEKS

ELEKS is a long-running European software engineering company founded in 1991, with corporate presence in Tallinn, Estonia and its largest engineering hub in Lviv, Ukraine, alongside additional offices across Europe and North America. The company reports more than 2,000 employees and operates a dedicated data science and AI practice layered onto its broader enterprise software engineering services. Its history predates the modern AI/ML consulting wave by roughly three decades, giving it an unusually long operating track record compared to most peers in this list.

Services and capabilities: InData Labs vs ELEKS

Capability InData Labs ELEKS
Custom model training
Fine-tuning & adaptation
MLOps pipeline
Model deployment & serving
Data engineering for ML
ML infrastructure management
Computer vision
NLP & LLM development
Forecasting & time-series modeling
ML strategy consulting

Tech stack comparison: InData Labs vs ELEKS

Framework / platform InData Labs ELEKS
PyTorch N/A N/A
TensorFlow N/A N/A
MLflow N/A N/A
AWS SageMaker N/A N/A
Amazon Bedrock N/A N/A
Google Cloud N/A N/A
Microsoft Azure N/A N/A
Kubernetes N/A
Snowflake N/A N/A
NVIDIA N/A N/A

Pricing comparison: InData Labs vs ELEKS

Criterion InData Labs ELEKS
Minimum engagement $25,000 Not published
Engagement models Fixed project, Time & Material Time & Material, Fixed project, Dedicated team
Rate transparency Minimum disclosed Not public
Price tier Mid-market Mid-market

Target audience comparison: InData Labs vs ELEKS

Dimension InData Labs ELEKS
Best company size Startup to mid-market Startup to mid-market
Best industries Transportation/logistics, Retail, Finance Financial services, Healthcare, Manufacturing
Best use cases Building a predictive pricing or demand-forecasting model for logistics or transportation, Developing a computer-vision classification model with a documented accuracy target Running an enterprise-scale data science initiative alongside a broader software modernization program, Engaging a long-tenured, stable partner for a multi-year digital transformation that includes ML components
Typical project type Fixed project Time & Material

InData Labs vs ELEKS: pros and cons

InData Labs
+ Case studies include specific, quantified model accuracy figures rather than vague outcome claims.
+ Featured among Clutch's broader provider directory with a positive review sentiment on delivery timeliness.
+ Focused specialization in predictive analytics and computer vision avoids service-line dilution.
+ Recognized in a 2016 "Top 100 Big Data" listing, indicating an established track record.
- Team size figures are inconsistent across sources (roughly 50–80 depending on source), so exact headcount is uncertain.
- Registered HQ (Cyprus) differs from the primary delivery center (Belarus), which some buyers may want clarified given regional considerations.
- Public tech-stack disclosure is limited beyond high-level specialization areas.
- Fewer large, brand-name enterprise clients named publicly compared to bigger peers.
ELEKS
+ Over three decades of continuous operation, unusually long for this category.
+ Large engineering bench (2,000+ employees) supports substantial delivery capacity.
+ Data science practice is embedded within a mature enterprise software engineering organization.
+ Multi-region European and North American office footprint.
- AI/ML is one practice area within a much broader enterprise software portfolio, not the company's primary specialization.
- Specific, named ML case studies with quantified outcomes are limited in available public sources.
- Pricing minimums are not published.
- Long operating history does not necessarily translate into deep modern ML/LLM specialization relative to newer, AI-first boutiques.

Who should choose InData Labs?

InData Labs is the right choice for companies needing a focused predictive-analytics or computer-vision model with clearly documented accuracy benchmarks..

Publishes concrete, quantified accuracy figures in its case studies rather than only qualitative outcome claims.. Minimum engagement starts at $25,000. Works best with clients in Transportation/logistics, Retail, Finance.

Who should choose ELEKS?

ELEKS is the right choice for enterprises wanting a long-established European software engineering partner with an added data science practice rather than an AI-only startup vendor..

One of the longest operating histories (since 1991) among firms researched for this list, predating the AI consulting boom by decades.. Minimum engagement starts at Not published. Works best with clients in Financial services, Healthcare, Manufacturing, Insurance.

Decision matrix: InData Labs vs ELEKS

Your situation Recommended choice
You need full-ownership delivery on a defined project scope InData Labs
You need a large dedicated team for an ongoing programme ELEKS
Your budget is at the lower end Compare: InData Labs ($25,000) vs ELEKS (Not published)
You need specialist depth in a specific vertical ELEKS
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: InData Labs vs ELEKS

Use case InData Labs fit ELEKS fit Winner
Building a predictive pricing or demand-forecasting model for logistics or transportation Strong Strong Both equally
Developing a computer-vision classification model with a documented accuracy target Strong Limited InData Labs
Running an enterprise-scale data science initiative alongside a broader software modernization program Strong Strong Both equally
Engaging a long-tenured, stable partner for a multi-year digital transformation that includes ML components Limited Strong ELEKS
Fixed-price build Limited Limited Both equally
MLOps pipeline setup Limited Limited Both equally

Verdict: InData Labs vs ELEKS

InData Labs (4.3/5) is the stronger overall choice for most ML Model Development projects. Publishes concrete, quantified accuracy figures in its case studies rather than only qualitative outcome claims.. It is best for companies needing a focused predictive-analytics or computer-vision model with clearly documented accuracy benchmarks..

ELEKS (4.1/5) is the better choice when enterprises wanting a long-established European software engineering partner with an added data science practice rather than an AI-only startup vendor.. If your situation matches those criteria, ELEKS is a competitive option.

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InData Labs vs ELEKS FAQ

Is InData Labs better than ELEKS?

InData Labs (4.3/5) scores higher overall, but "better" depends on your use case. InData Labs is better for companies needing a focused predictive-analytics or computer-vision model with clearly documented accuracy benchmarks.. ELEKS is better for enterprises wanting a long-established European software engineering partner with an added data science practice rather than an AI-only startup vendor..

How do InData Labs and ELEKS differ in pricing?

InData Labs uses project-based pricing with a minimum engagement of $25,000. ELEKS uses time & material, fixed project 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: InData Labs or ELEKS?

ELEKS 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 InData Labs and ELEKS?

InData Labs's primary differentiator is: publishes concrete, quantified accuracy figures in its case studies rather than only qualitative outcome claims.. ELEKS's primary differentiator is: one of the longest operating histories (since 1991) among firms researched for this list, predating the ai consulting boom by decades.. They also differ in team size (51–200 vs 1,001–5,000), minimum engagement ($25,000 vs Not published), and primary industries served (Transportation/logistics, Retail vs Financial services, Healthcare).

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