Tensorway vs Neurons Lab: full comparison for 2026
Quick verdict
Tensorway (4.8/5) edges ahead of Neurons Lab (4.5/5) overall. Tensorway is the better choice for mid-market firms adding AI to existing CRM and ERP. Neurons Lab is the stronger option for banks and insurers piloting agentic AI under regulation. The right choice depends on your project size, budget, and required tech stack.
Tensorway vs Neurons Lab: head-to-head summary
| Criterion | Tensorway | Neurons Lab |
|---|---|---|
| Founded | 2019 | 2019 |
| HQ | Alicante, Spain | London, UK |
| Team size | 50+ | 51–200 |
| Rating | 4.8 / 5 | 4.5 / 5 |
| Primary differentiator | Integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call | Financial-services agent work delivered by an AWS Advanced Tier partner that also holds a public-sector designation |
| Pricing model | Fixed price for the audit and pilot, then dedicated team or managed service; API run cost estimated during the pilot | Fixed-price discovery and proof of concept, then T&M; rates on request |
| Min. engagement | Not disclosed | Not disclosed |
| Primary tech stack | Salesforce, HubSpot, Microsoft Dynamics 365 | AWS Bedrock, Amazon SageMaker, LangChain |
| Industries served | Legal services, Financial services, Healthcare records, Retail & e-commerce, Private equity | Financial services, Insurance, Healthcare, Public sector |
Tensorway vs Neurons Lab: overview
Tensorway
Tensorway is an AI-first engineering company founded in 2019 and headquartered in Alicante, Spain, with a team of more than 50. Its integration work runs on top of existing platforms such as Salesforce, HubSpot, Dynamics 365, SAP, Oracle and NetSuite, so clients keep their systems of record and skip a migration. Requests pass through a single gateway that masks personal data before it reaches a model and limits each answer to documents the employee is already allowed to open. For Liner Legal, a U.S. law practice, it cut medical-record processing from roughly a week to 5–15 minutes and automated about four days of manual CRM reconciliation (per company website; independently unverifiable). The delivery leads behind it bring 20-plus years of business-software engineering to the work.
Neurons Lab
Neurons Lab is an AI-first consultancy incorporated in London in October 2019, with a second office in Singapore and a distributed engineering team. It is an AWS Advanced Tier Services Partner with the Generative AI competency and joined the AWS Public Sector Partner programme in September 2024. Recent published work leans toward financial services, including an AI-driven investment product built with a global asset manager. Third-party estimates put direct headcount at roughly 50–200, supplemented by a contractor network.
Services and capabilities: Tensorway vs Neurons Lab
| Capability | Tensorway | Neurons Lab |
|---|---|---|
| CRM / ERP integration | ✓ | ✗ |
| LLM API gateway & cost control | ✓ | ✓ |
| Document processing | ✓ | ✗ |
| Agentic workflows | ✗ | ✓ |
| Fixed-price pilot | ✓ | ✓ |
| Managed services after launch | ✓ | ✗ |
| PII masking & access control | ✓ | ✓ |
Tech stack comparison: Tensorway vs Neurons Lab
| Framework / platform | Tensorway | Neurons Lab |
|---|---|---|
| Salesforce | ✓ | N/A |
| SAP | ✓ | N/A |
| Microsoft Dynamics 365 | ✓ | N/A |
| HubSpot | ✓ | N/A |
| Snowflake | ✓ | N/A |
| Databricks | ✓ | N/A |
| Azure OpenAI | N/A | N/A |
| AWS Bedrock | N/A | ✓ |
| LangChain | N/A | ✓ |
| ServiceNow | N/A | N/A |
Pricing comparison: Tensorway vs Neurons Lab
| Criterion | Tensorway | Neurons Lab |
|---|---|---|
| Minimum engagement | Not disclosed | Not disclosed |
| Engagement models | Fixed-scope audit or pilot, Dedicated team, Managed services | Fixed-scope audit or pilot, Time & materials |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: Tensorway vs Neurons Lab
| Dimension | Tensorway | Neurons Lab |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Legal services, Financial services, Healthcare records | Financial services, Insurance, Healthcare |
| Best use cases | Reconciling CRM records against case or order data that staff currently match by hand., Extracting and cross-checking fields from medical records, invoices or contracts, then routing them into the ERP. | Research or advisory agents for an asset manager that pull from internal and market data., Customer-service agents for an insurer with audit logging on every action. |
| Typical project type | Fixed-scope audit or pilot | Fixed-scope audit or pilot |
Tensorway vs Neurons Lab: pros and cons
| Tensorway | |
|---|---|
| + | Works against the systems you already own, and where a platform has no usable API it reads from database replicas, message queues or file exports |
| + | Personal data is masked before a prompt leaves your perimeter, and answers respect the same document permissions the employee has today |
| + | A one-week system audit produces an integration plan and ROI estimate before any build money is committed |
| + | The first workflow goes live on real data in 2–4 weeks and is measured against the baseline taken during the audit |
| + | One gateway logs every request, enforces rate limits and tracks token spend per feature, which makes the monthly AI bill explainable |
| - | No prices are published, so you only see a number after the scoping call |
| - | A team of 50+ has no round-the-clock global delivery footprint like the large integrators |
| - | Its pages list no certifications and no named partner tier with an LLM provider or hyperscaler |
| Neurons Lab | |
|---|---|
| + | Regulated-finance experience shows up in how it scopes data access and model risk |
| + | Fixed-price discovery and proof-of-concept stages limit early spend |
| + | AWS Advanced Tier and GenAI competency are confirmed through AWS programmes |
| + | Small senior teams with direct access to founders |
| - | Not yet AWS Premier Tier, and its own job ads have described that as a future goal |
| - | Weaker fit for Azure- or SAP-heavy estates |
| - | A small core team relies on a contractor network for larger programmes |
Who should choose Tensorway?
A typical fit: reconciling CRM records against case or order data that staff currently match by hand.
Integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call. Minimum engagement is not publicly disclosed. Works best with clients in Legal services, Financial services, Healthcare records, Retail & e-commerce, Private equity.
Who should choose Neurons Lab?
A typical fit: research or advisory agents for an asset manager that pull from internal and market data.
Financial-services agent work delivered by an AWS Advanced Tier partner that also holds a public-sector designation. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Insurance, Healthcare, Public sector.
Decision matrix: Tensorway vs Neurons Lab
| Your situation | Recommended choice |
|---|---|
| You want a fixed-price audit or pilot before committing | Both |
| AI has to work inside your existing CRM or ERP | Tensorway |
| Personal data must be masked and answers limited by user permissions | Both |
| Your budget is at the lower end | Compare: Tensorway (Not disclosed) vs Neurons Lab (Not disclosed) |
| You want the vendor to run the AI service after launch | Tensorway |
| You are building multi-step agents across systems | Neurons Lab |
Use case fit: Tensorway vs Neurons Lab
| Use case | Tensorway fit | Neurons Lab fit | Winner |
|---|---|---|---|
| Reconciling CRM records against case or order data that staff currently match by hand. | Strong | Limited | Tensorway |
| Extracting and cross-checking fields from medical records, invoices or contracts, then routing them into the ERP. | Strong | Limited | Tensorway |
| Research or advisory agents for an asset manager that pull from internal and market data. | Limited | Strong | Neurons Lab |
| Customer-service agents for an insurer with audit logging on every action. | Limited | Strong | Neurons Lab |
Verdict: Tensorway vs Neurons Lab
Tensorway (4.8/5) is the stronger overall choice for most AI Integration projects. Integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call.
Neurons Lab (4.5/5) is worth a look if you need customer-service agents for an insurer with audit logging on every action. If your situation matches that, Neurons Lab is a competitive option.
Related comparisons
Tensorway vs Neurons Lab FAQ
Is Tensorway better than Neurons Lab?
Tensorway (4.8/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: works against the systems you already own, and where a platform has no usable API it reads from database replicas, message queues or file exports. Neurons Lab's strongest advantage: regulated-finance experience shows up in how it scopes data access and model risk.
How do Tensorway and Neurons Lab differ in pricing?
Tensorway pricing: Fixed price for the audit and pilot, then dedicated team or managed service; API run cost estimated during the pilot. Neurons Lab pricing: Fixed-price discovery and proof of concept, then T&M; rates on request. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Tensorway or Neurons Lab?
Neurons Lab 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 Tensorway and Neurons Lab?
Tensorway's primary differentiator is: integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call. Neurons Lab's primary differentiator is: financial-services agent work delivered by an AWS Advanced Tier partner that also holds a public-sector designation. They also differ in team size (50+ vs 51–200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Legal services, Financial services vs Financial services, Insurance).
Verify all details directly with each company before making a decision.