RESEARCH PRODUCTION

Frontier AI research.
Production-grade execution.

Mind Lingo is a first-tier team of AI scientists, engineers, mathematicians, and physicists - led by Sarel Weinberger, PhD, who previously headed PwC's AI Lab. We take AI from frontier research to systems that run reliably in the real world, for enterprises, government and defense organizations, and fast-growing startups alike.

Our clients include
AWS PwC Mafat Nielsen

Deep research meets production reality.

01

What we do

End-to-end AI delivery - from understanding your business, to building models from the ground up, to deploying and maintaining them inside your own infrastructure.

01

Business Understanding & Workflow Design

  • Mapping business processes, stakeholders, and operational constraints before proposing a technical solution.
  • Translating ambiguous business goals into staged, executable technical roadmaps.
  • Designing workflows and decision points around how the organization actually operates, not just the technology.
02

Model Strategy & Selection

  • Matching each task to the right model - quality, latency, cost, and architecture fit.
  • Selecting the right base model for fine-tuning or continued training.
  • Building models from scratch when nothing off-the-shelf fits the task.
03

Inference & Training Infrastructure

  • GPU cluster optimization - sharding, parallelism, batching, quantization, distillation.
  • Efficient deployment inside the client's own infrastructure if needed, tuned to their constraints.
04

Applied AI Specializations

  • Training MoE and language-specific models for high-security environments.
  • Computer vision: deep fake detection, geo AI detection.
  • Signal processing: satellite AI optimization, AI navigation.
  • Agent architecture - context, memory, tools, observability, evaluation.
05

AI Maintenance & Model Adaptation

  • Ongoing maintenance and model adjustments as your business grows and changes.
  • Keeping deployed systems updated and leading as the underlying models and techniques evolve.
06

Embedded AI Leadership

  • Embedded Tech Lead / Chief Architect roles inside client organizations.
  • Mentorship, hiring support, and technical direction for internal AI teams.
02

Team

Sarel Weinberger, PhD
Founder & CEO

Sarel Weinberger, PhD

Hands-on AI engineer, researcher, and consultant in deep learning. Previously headed PwC's AI Lab, and leads Mind Lingo's team of PhDs and leading experts across AI, machine learning, physics, and mathematics.

Naomi Govrin Shwarts
VP Operations

Naomi Govrin Shwarts

Operations leader with a legal background in corporate and M&A law, and a decade leading complex, multi-stakeholder tech initiatives, partnerships, and multi-million NIS budgets. At Mind Lingo, she leads operations and partnerships end-to-end.

Michael Benattar
Head of Product Strategy

Michael Benattar

Technology and product executive specializing in GenAI/Agentic AI systems and go-to-market strategy. Former Co-Founder & CPO at MilestoneZero, VP Product at Data2Life (acquired by IQVIA), and Venture Partner at OurCrowd.

Royi Itzhak, PhD
AI Advisor

Royi Itzhak, PhD

Data science and AI expert with a PhD in Applied Math and 15+ years in machine learning, delivering projects for AT&T, Fiverr, HPE, banks, transportation, and military technology companies. Advises Mind Lingo on applied AI strategy and technical direction.

Ronen Tur
R&D Advisor

Ronen Tur

20+ years in algorithmic research, signal processing, and sensing systems, with focused expertise in LLM systems, agentic AI architectures, and large-scale multi-agent workflows. Led algorithm groups at AI21 Labs; built R&D divisions from scratch and matured products from concept to customers across automotive, medical, and AI.

Shay Freundlich
Systems & Algorithms Engineer

Shay Freundlich

20+ years across wireless/RF, AI/CVML, hardware, and chip/FPGA design. Algorithm engineer at Apple; chief architect of the WHDI wireless standard at Amimon; systems and algorithms at Qualcomm.

03

Who we serve

One core capability, three different points of contact.

Enterprise & Tech

Scale & reliability

Integration into existing production systems, ROI, and reliability at scale.

Government & Defense

Discretion & rigor

Specialized, sensitive applications built with deep technical trust and rigor.

Startups & Growth

Speed without overhead

Senior-level thinking without the overhead of building an in-house AI team.

Let's talk about your AI challenge.

Deep research meets production reality - for enterprises, government and defense organizations, and fast-growing startups.