Tensorway vs B12 Consulting: full comparison for 2026
Quick verdict
Tensorway (4.5/5) edges ahead of B12 Consulting (3.7/5) overall. Tensorway is the better choice for agency-sized team, long-tenured parent company. B12 Consulting is the stronger option for Small, deeply technical, physics-founded Belgian agency. The right choice depends on your project size, budget, and required tech stack.
Tensorway vs B12 Consulting: head-to-head summary
| Criterion | Tensorway | B12 Consulting |
|---|---|---|
| Founded | 2019 | 2012 |
| HQ | Alicante, Spain | Louvain-la-Neuve, Belgium |
| Team size | 50–249 | 11–50 |
| Rating | 4.5 / 5 | 3.7 / 5 |
| Primary differentiator | An agency-scale (50–249 person) team combined with a parent company's two-plus-decade delivery track record — unusual for this size bracket | Founded by PhDs in Physics, giving it a research-adjacent, deeply technical culture uncommon among agencies of its size |
| Pricing model | Fixed project, dedicated team, retainer, time & materials, plus a discovery-first exploratory option | Fixed project, staff augmentation |
| Min. engagement | $10K (per company website; independently unverifiable) | Not published |
| Primary tech stack | Python, TypeScript, LangChain | Python, LangChain, AWS |
| Industries served | Healthcare, Financial Services, Retail & E-commerce, Manufacturing | Manufacturing, Technology & SaaS |
Tensorway vs B12 Consulting: overview
Tensorway
Tensorway traces back to 2019 as the AI-agent spin-out of a much older Alicante, Spain software house, but the team itself is deliberately sized like an agency — 50 to 249 people — rather than scaled into a global systems integrator. A six-phase delivery methodology carries a client from assessment to a working agentic MVP in about a month, compliance included as a named phase rather than an afterthought, and a discovery-first track lets smaller buyers test the fit before signing a full engagement. Pairing agency-scale headcount with a decades-old parent company is an unusual combination among the options on this list.
B12 Consulting
B12 Consulting was founded in 2012 by a group of PhDs in Physics sharing a passion for complex problem solving, headquartered in Louvain-la-Neuve, Belgium with an additional Brussels presence, and roughly 35 FTE. It is an agency expert in artificial intelligence, data science, and custom software development, with a technical, research-adjacent culture reflecting its founders' academic backgrounds.
Services and capabilities: Tensorway vs B12 Consulting
| Capability | Tensorway | B12 Consulting |
|---|---|---|
| Multi-agent orchestration | ✓ | ✗ |
| RAG / knowledge integration | ✓ | ✗ |
| Workflow & systems integration | ✓ | ✓ |
| Coding agents | ✓ | ✗ |
| Monitoring & anomaly detection | ✗ | ✗ |
| Customer-facing agents | ✗ | ✗ |
Tech stack comparison: Tensorway vs B12 Consulting
| Framework / platform | Tensorway | B12 Consulting |
|---|---|---|
| LangChain | ✓ | ✓ |
| LangGraph | ✓ | N/A |
| AutoGen | ✓ | N/A |
| LlamaIndex | ✓ | N/A |
| OpenAI | N/A | N/A |
| Anthropic Claude | N/A | N/A |
| Pinecone | N/A | N/A |
| AWS | ✓ | ✓ |
| Azure | ✓ | N/A |
| Kubernetes | N/A | N/A |
Pricing comparison: Tensorway vs B12 Consulting
| Criterion | Tensorway | B12 Consulting |
|---|---|---|
| Minimum engagement | $10K (per company website; independently unverifiable) | Not published |
| Engagement models | Fixed project, Dedicated team, Retainer, Time & materials, Discovery-first | Fixed project, Staff augmentation |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Mid-market |
Target audience comparison: Tensorway vs B12 Consulting
| Dimension | Tensorway | B12 Consulting |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Healthcare, Financial Services, Retail & E-commerce | Manufacturing, Technology & SaaS |
| Best use cases | Smaller buyers wanting an agency-sized team with unusually deep institutional backing, Discovery-first evaluations before committing budget to a full agentic AI build | Buyers wanting a small, technically rigorous Belgian agency for a well-scoped project, Complex data-science-adjacent agentic AI problems suited to a research-oriented team |
| Typical project type | Fixed project | Fixed project |
Tensorway vs B12 Consulting: pros and cons
| Tensorway | |
|---|---|
| + | Discovery-first option lets smaller buyers de-risk before committing to a full engagement |
| + | Compliance (GDPR, HIPAA, ISO 27001) embedded as a named phase in the delivery methodology |
| + | Six-phase methodology reaches a working MVP in roughly a month |
| + | Backed by a parent company with two-plus decades of software delivery history — rare for an agency-sized team |
| - | Team size (50–249, shared across the parent company's broader practice) still caps very large concurrent programs |
| - | Published case studies are a short list, so depth outside those verticals is less proven |
| - | Minimum engagement and project-count figures are sourced from the company's own site and independently unverifiable |
| B12 Consulting | |
|---|---|
| + | Founded by PhDs in Physics, giving it an unusually research-adjacent technical culture |
| + | Over a decade of continuous operating history since 2012 |
| + | Brussels presence alongside Louvain-la-Neuve headquarters gives access to EU institutional buyers |
| + | Compact ~35 FTE team keeps senior staff hands-on across every engagement |
| - | Very small team (~35 FTE) caps capacity for large or highly parallel programs |
| - | Minimum engagement figures are not published, requiring direct sales contact for early budgeting |
| - | Fewer named large-enterprise case studies than other agencies on this list |
Who should choose Tensorway?
A typical fit: smaller buyers wanting an agency-sized team with unusually deep institutional backing.
An agency-scale (50–249 person) team combined with a parent company's two-plus-decade delivery track record — unusual for this size bracket. Minimum engagement starts at $10K (per company website; independently unverifiable). Works best with clients in Healthcare, Financial Services, Retail & E-commerce, Manufacturing.
Who should choose B12 Consulting?
A typical fit: buyers wanting a small, technically rigorous Belgian agency for a well-scoped project.
Founded by PhDs in Physics, giving it a research-adjacent, deeply technical culture uncommon among agencies of its size. Minimum engagement starts at Not published. Works best with clients in Manufacturing, Technology & SaaS.
Decision matrix: Tensorway vs B12 Consulting
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Tensorway |
| You need a large dedicated team for an ongoing programme | Tensorway |
| Your budget is at the lower end | Compare: Tensorway ($10K (per company website; independently unverifiable)) vs B12 Consulting (Not published) |
| You need specialist depth in a specific vertical | Tensorway |
| 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: Tensorway vs B12 Consulting
| Use case | Tensorway fit | B12 Consulting fit | Winner |
|---|---|---|---|
| Smaller buyers wanting an agency-sized team with unusually deep institutional backing | Strong | Limited | Tensorway |
| Discovery-first evaluations before committing budget to a full agentic AI build | Strong | Limited | Tensorway |
| Buyers wanting a small, technically rigorous Belgian agency for a well-scoped project | Strong | Strong | Both equally |
| Complex data-science-adjacent agentic AI problems suited to a research-oriented team | Limited | Strong | B12 Consulting |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Tensorway vs B12 Consulting
Tensorway (4.5/5) is the stronger overall choice for most AI Agent Development projects. An agency-scale (50–249 person) team combined with a parent company's two-plus-decade delivery track record — unusual for this size bracket.
B12 Consulting (3.7/5) is worth a look if you need complex data-science-adjacent agentic AI problems suited to a research-oriented team. If your situation matches that, B12 Consulting is a competitive option.
Related comparisons
Tensorway vs B12 Consulting FAQ
Is Tensorway better than B12 Consulting?
Tensorway (4.5/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: discovery-first option lets smaller buyers de-risk before committing to a full engagement. B12 Consulting's strongest advantage: founded by PhDs in Physics, giving it an unusually research-adjacent technical culture.
How do Tensorway and B12 Consulting differ in pricing?
Tensorway uses fixed project, dedicated team, retainer, time & materials, plus a discovery-first exploratory option pricing with a minimum engagement of $10K (per company website; independently unverifiable). B12 Consulting uses fixed project, staff augmentation 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: Tensorway or B12 Consulting?
Tensorway is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each agency before shortlisting.
What are the main differences between Tensorway and B12 Consulting?
Tensorway's primary differentiator is: an agency-scale (50–249 person) team combined with a parent company's two-plus-decade delivery track record — unusual for this size bracket. B12 Consulting's primary differentiator is: founded by PhDs in Physics, giving it a research-adjacent, deeply technical culture uncommon among agencies of its size. They also differ in team size (50–249 vs 11–50), minimum engagement ($10K (per company website; independently unverifiable) vs Not published), and primary industries served (Healthcare, Financial Services vs Manufacturing, Technology & SaaS).