Top AI Integration Services

Tensorway vs EPAM Systems: full comparison for 2026

Quick verdict

Tensorway (4.8/5) edges ahead of EPAM Systems (4.1/5) overall. Tensorway is the better choice for buyers who want a priced pilot before a rollout. EPAM Systems is the stronger option for enterprises with multi-year engineering budgets. The right choice depends on your project size, budget, and required tech stack.

Tensorway vs EPAM Systems: head-to-head summary

Criterion Tensorway EPAM Systems
Founded 2019 1993
HQ Alicante, Spain Newtown, PA, USA
Team size 50+ 61,000+
Rating 4.8 / 5 4.1 / 5
Primary differentiator Fixed-price audit and pilot, with the per-request API cost modeled before rollout Engineering capacity across Europe, India, and the Americas for long AI programs
Pricing model Fixed price for the audit and pilot; dedicated team or managed service afterward Time & materials and dedicated teams; rates on request
Min. engagement Not disclosed Not disclosed
Primary tech stack Salesforce, HubSpot, Microsoft Dynamics 365 Azure OpenAI, AWS Bedrock, Databricks
Industries served Legal, Financial services, Education, Real estate, Media Financial services, Healthcare, Retail & e-commerce, Media, Energy

Tensorway vs EPAM Systems: overview

Tensorway

Tensorway is an AI-first engineering firm based in Alicante, Spain, founded in 2019, with a team of more than 50 people. Its senior engineers carry over two decades of experience building business systems, and the company now concentrates on fitting AI into the software clients already run. The buying process is unusually concrete. A one-week system audit produces an integration plan and an ROI estimate; then a fixed-price pilot runs one workflow on real data for 2–4 weeks, and the API run cost is calculated during that pilot, before anyone commits to a rollout. Recent smaller projects include invoice extraction for a fintech client and AI document processing for disability law firms (per company website; independently unverifiable). The company also says 93% of its clients come back for another project (per company website; independently unverifiable).

EPAM Systems

EPAM Systems was founded in 1993 and is headquartered in Newtown, Pennsylvania, with over 61,200 employees at the end of 2025. Acquisitions shaped the recent mix: NEORIS (2024) for Latin America and Iberia, and First Derivative (completed December 2024) for financial-services data. Management targets more than $600 million of AI-native revenue in 2026, after reporting over $105 million in Q4 2025. Its AI/Run tooling and Agentic QA product support large engineering programs more than single-workflow pilots.

Services and capabilities: Tensorway vs EPAM Systems

Capability Tensorway EPAM Systems
CRM / ERP integration ✓ ✓
LLM API gateway & cost control ✓ ✓
Document processing ✓ ✗
Conversational AI ✓ ✗
Agentic workflows ✓ ✓
Fixed-price pilot ✓ ✗
Managed services after launch ✓ ✓

Tech stack comparison: Tensorway vs EPAM Systems

Framework / platform Tensorway EPAM Systems
Salesforce ✓ N/A
SAP ✓ ✓
Microsoft Dynamics 365 ✓ N/A
HubSpot ✓ N/A
Snowflake ✓ ✓
Databricks N/A ✓
BigQuery ✓ N/A
Azure OpenAI N/A ✓
AWS Bedrock N/A ✓
Zendesk ✓ N/A

Pricing comparison: Tensorway vs EPAM Systems

Criterion Tensorway EPAM Systems
Minimum engagement Not disclosed Not disclosed
Engagement models Fixed-price audit or pilot, Dedicated team, Managed services Time & materials, Dedicated team, Managed services
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: Tensorway vs EPAM Systems

Dimension Tensorway EPAM Systems
Best company size Startup to mid-market Enterprise
Best industries Legal, Financial services, Education Financial services, Healthcare, Retail & e-commerce
Best use cases Pulling line items out of supplier invoices and posting them to the finance system, Classifying and routing case documents for a law practice Large data-platform programs that end in AI features, Agent development across several business units
Typical project type Fixed-price audit or pilot Time & materials

Tensorway vs EPAM Systems: pros and cons

Tensorway
+ The audit and the pilot both carry a fixed price, so the first two stages have a known cost before any longer contract is signed.
+ API spend per request is worked out during the pilot, which gives finance a run-cost figure instead of a guess.
+ Clients can stop after the pilot, scale with a dedicated team, or hand the system over as a managed service.
+ A single gateway logs every model call, applies rate limits, and tracks cost per feature, and routing sends routine requests to cheaper models.
+ Integration types cover document processing, support bots with live order and ticket lookups, approval-routed process automation, and multi-step agents with action logs.
- No prices are published, so even the fixed-price pilot has to be quoted on a call
- No named LLM-provider or hyperscaler partnership tier appears on its pages
- With a team of about 50, it can't offer the follow-the-sun support desk a global integrator runs
EPAM Systems
+ Engineering depth to staff many workstreams at once.
+ Public reporting on AI-native revenue gives a measurable view of the practice.
+ First Derivative added capital-markets data skills.
+ Agentic QA product addresses testing of AI-generated code.
- Acquisition-driven growth (NEORIS, First Derivative) means teams are still being integrated
- Not built for a small fixed-price pilot
- Management flagged slower organic growth in 2026 guidance

Who should choose Tensorway?

A typical fit: pulling line items out of supplier invoices and posting them to the finance system.

Fixed-price audit and pilot, with the per-request API cost modeled before rollout. Minimum engagement is not publicly disclosed. Works best with clients in Legal, Financial services, Education, Real estate, Media.

Who should choose EPAM Systems?

A typical fit: large data-platform programs that end in AI features.

Engineering capacity across Europe, India, and the Americas for long AI programs. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Healthcare, Retail & e-commerce, Media, Energy.

Decision matrix: Tensorway vs EPAM Systems

Your situation Recommended choice
You want a priced pilot before committing to a rollout Tensorway
You need someone to run and monitor the system after launch Both offer managed services
Your budget is at the lower end Compare: Tensorway (Not disclosed) vs EPAM Systems (Not disclosed)
The AI has to read and write in your CRM or ERP Both have CRM or ERP integration work
You need multi-step agents acting across systems Both build agentic workflows
You need a large team for a multi-year program EPAM Systems

Use case fit: Tensorway vs EPAM Systems

Use case Tensorway fit EPAM Systems fit Winner
Pulling line items out of supplier invoices and posting them to the finance system Strong Limited Tensorway
Classifying and routing case documents for a law practice Strong Limited Tensorway
Large data-platform programs that end in AI features Limited Strong EPAM Systems
Agent development across several business units Limited Strong EPAM Systems

Verdict: Tensorway vs EPAM Systems

Tensorway (4.8/5) is the stronger overall choice for most AI Integration Services projects. Fixed-price audit and pilot, with the per-request API cost modeled before rollout.

EPAM Systems (4.1/5) is worth a look if you need agent development across several business units. If your situation matches that, EPAM Systems is a competitive option.

Related comparisons

Tensorway vs EPAM Systems FAQ

Is Tensorway better than EPAM Systems?

Tensorway (4.8/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: the audit and the pilot both carry a fixed price, so the first two stages have a known cost before any longer contract is signed. EPAM Systems's strongest advantage: engineering depth to staff many workstreams at once.

How do Tensorway and EPAM Systems differ in pricing?

Tensorway's pricing: fixed price for the audit and pilot; dedicated team or managed service afterward. EPAM Systems's pricing: time & materials and dedicated teams; rates on request. Any hourly bands shown come from Clutch, not a published rate card, so a scoping call is still needed for a project quote.

Which is better for enterprise: Tensorway or EPAM Systems?

EPAM Systems is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each provider before shortlisting.

What are the main differences between Tensorway and EPAM Systems?

Tensorway's primary differentiator is: fixed-price audit and pilot, with the per-request API cost modeled before rollout. EPAM Systems's primary differentiator is: engineering capacity across Europe, India, and the Americas for long AI programs. They also differ in team size (50+ vs 61,000+), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Legal, Financial services vs Financial services, Healthcare).

Verify all details directly with each provider before making a decision.