/ R&D division /
Validate Fast. Build Smart. Ship Confident.
Tensor Labs is Tensorbot's premium R&D division — a selective, rapid prototyping and proof-of-concept engine that takes your idea from whiteboard to working prototype in 20 days, and to a market-ready MVP in 60.
/ ecosystem /
Built into the Tensorbot ecosystem.
Tensor Labs isn't a standalone lab. It's the R&D engine at the centre of a three-division flywheel — which is exactly how we keep costs lean and iteration fast.
Tensor Academy
Trains Tensor Fellows
Tensor Labs
Runs rapid POCs & MVPs
Tensorbot Innovations
Ships products & client solutions
“Most labs charge enterprise rates because they carry enterprise overheads. Tensor Labs is different. Because we're plugged into the Tensorbot ecosystem — sharing talent, tools, and insights across divisions — we can run rigorous R&D without the bloat. That's not a discount. It's a structural advantage.”
/ the framework /
The 20-Day POC.
Three phases, one honest checkpoint, and a clear answer at the end.
- Days 1–3
Phase 1 — Discover
Problem definition, success criteria alignment, tech stack decisions, and risk mapping.
Feasibility Brief + Agreed Scope - Days 4–7
Phase 2 — Assess
Deep technical feasibility: prior art review, component selection, architecture design.
Go / No-Go Checkpoint - Days 8–17
Phase 3 — Build
Core prototype development. Senior engineers and Tensor Fellows build iteratively, with a mid-sprint client demo at day 12.
Working Bare-Bone Prototype - Days 18–20
Phase 4 — Validate
Testing against real inputs, live demo, and full documentation.
Prototype + Feasibility Report + Go/No-Go + MVP Roadmap + Demo Recording
“If the concept doesn't hold, we tell you at day 7 — not day 20. This checkpoint is a feature, not a hedge. It's how we protect your budget.”
Validated? Here's what comes next.
For POCs that receive a Go, Tensor Labs offers a 60-Day MVP sprint — taking the prototype to a deployable product with real users.
Learn about the 60-Day MVP/ technologies /
What we build with.
Seven technical domains. One team.
Computer Vision
Object detection, segmentation, real-time inference
Hyper-automation
Agentic AI pipelines, workflow orchestration
Embedded AI
Edge AI, microcontroller integration, embedded development
LLMs
Large language model integration, fine-tuning, RAG pipelines
Deep Learning
Custom model architecture, training, and optimization
Robotics
Robot design & development, arm control, human-robot interaction
IoT Integration
Sensor networks, device communication, real-time data pipelines
/ proof, not promises /
A real POC. Real outcome. 20 days.
Adaptive Laser Control System
A health-tech startup needed to validate whether an ML model could replace manual clinician calibration of a medical-grade laser device — setting output power and pulse intervals automatically, based on patient biometric inputs.
What was built
- Laser diode driver with software-controlled output power and programmable pulse timing
- Beam control module with adjustable timing sequences
- Lightweight ML model predicting optimal parameters from patient inputs: Fitzpatrick skin type, treatment area dimensions, and tissue characteristics
“In 20 days, the core AI-hardware control loop was validated. The startup left with a working prototype, a feasibility report, and a clear roadmap to regulatory-grade engineering — without spending six months finding out if the concept was physically possible.”
/ scope /
What gets built here.
POC scope varies. These are the kinds of projects Tensor Labs takes on.
Healthcare AI
Chat assistants with clinical EMR integration and triage logic
Personal Robotics
LLM-powered robots with natural-language control and IoT sensor integration
Computer Vision
Real-time quality inspection systems with edge deployment
Medical Devices
AI-controlled parameter tuning for patient-variable hardware
Industrial AI
Agentic monitoring and anomaly detection pipelines
Agri-tech
Embedded computer vision for crop inspection and yield prediction
/ who this is for /
A hard technical question. Real urgency.
Tensor Labs works best when there's a hard technical question and a real urgency to answer it.
Early-Stage Founders
Validate a technical idea before raising or building a full team. Your POC becomes your pitch artifact.
Funded Startups
Rapid technical proof for investors, pilots, or pre-launch milestones.
Enterprise Innovation Teams
Run applied R&D without internal headcount, procurement overhead, or budget cycles.
Government & Public Sector
Structured feasibility studies and proofs-of-concept for procurement and policy decisions.
Educational Institutions
Collaborative research projects + a direct pipeline into the Tensor Fellows program. Top students work on live client projects, not simulations.
/ tensor fellows /
The people behind the prototypes.
Tensor Labs runs on a rolling cohort of Tensor Fellows — pre-vetted engineers and graduates selected from Tensor Academy's pipeline. They arrive domain-trained, embedded in live projects from day one, and chosen for one defining trait: relentless technical curiosity.
This is what keeps Tensor Labs lean without cutting corners. Senior engineers direct. Tensor Fellows execute. You get R&D velocity without the enterprise R&D budget.
Selected from Tensor Academy graduates
Embedded in live client projects from day one
Pre-vetted for domain knowledge and technical curiosity
/ inside the lab — the T-Coin system /
What you earn here isn't just a CV line.
Tensor Labs runs on a performance economy. Every task inside the Lab has a T-Coin value. Deliver with quality, deliver on time, and earn more. T-Coins (TensorCoins) are Tensorbot's internal reward currency — redeemable for cash, tools, Academy courses, partner offers, and daily essentials.
This isn't a participation prize. It's a system built on one idea: the best work should be the best rewarded.
Performance
Does the deliverable meet spec? Does it work? Is it clean?
Delivery
Was it submitted on time — or ahead of schedule?
Quality
Senior and peer review of the approach, not just the output.
Each task carries a base T-Coin value set by the senior team — Fellows earn multipliers on top, based on how well they build. The reward model is built into the Lab; the gamified T-Coin platform is on the roadmap.
T-Coins redeem for
Cash
Direct payout at a defined conversion rate
Equipment & tools
Dev hardware, software licences, peripherals
Academy courses
Access to any course in the Academy catalog
Partner offers
Discounts and perks from Tensorbot's partner network
Daily utilities
Food, transport, and everyday essentials
Is your idea worth building?
30 minutes. No pitch deck. We'll tell you if your concept is technically viable — and what it would take to prove it.
Pricing is scoped per project. Most POCs are built for early-stage budgets, not enterprise R&D departments. We'll give you a clear quote after the discovery call. No obligation.
Book a Free Discovery CallTypical response within 24 hours.