The Voice AI
Infrastructure Platform
Production-grade voice AI capabilities for defense and enterprise.
Running in the most demanding environments - air-gapped, edge-ready, mission-tested.
Production-Ready, Battle-Tested
Defense agencies and enterprise leaders rely on Meaning to deploy voice AI systems that handle millions of interactions under the most demanding conditions.
Real-Time Voice Privacy & Conversion
Tier-1 Government Agency
Deployed privacy-protecting voice conversion technology, enabling access to previously unavailable defense capabilities with multi-language support.
- Zero-trust architecture for classified environments
- Real-time processing with sub-250ms latency
- Multi-language voice model deployment and evaluation
Voice AI Red Team & Adversarial Testing
Government & IC Agency
Executed red team exercises and systematic adversarial testing to uncover and remediate voice AI vulnerabilities.
- Red team exercises simulating real-world attack scenarios
- Systematic adversarial testing across voice AI attack surfaces
- Real-time response and vulnerability remediation
Real-Time Accent Softening at Scale
Quick Service Restaurant Chain
Deployed voice clarity solution across offshore call centers processing millions of customer interactions with seamless infrastructure integration.
- 23% reduction in Average Handling Time
- 25% increase in Customer Satisfaction scores
- 4M+ minutes processed monthly across 4 continents
Voice AI Evaluation Platform
IARPA ARTS Research Partnership
Partnered with leading academic researchers to develop a standardized evaluation framework for generative voice AI systems deployed across the US Intelligence Community.
- Platform deployed with multiple IC customers
- Standardized quality and stability benchmarking
- Objective performance assessment framework
Voice AI is exploding.
Deployment is the bottleneck.
Every organization wants to harness voice AI. The models exist. The problem is getting from prototype to secure, scalable production — especially in high-stakes, regulated, or air-gapped environments.
Which model to use for your mission
- Model proliferation with inconsistent performance across use cases and deployment environments
- No standardized evaluation frameworks for security resilience, quality benchmarking, or regulatory compliance
- Off-the-shelf models requiring extensive customization and validation
How to deploy securely and at scale
- Security compliance frameworks, including FedRAMP, SOC 2, HIPAA, with continuous audit readiness and certification
- Air-gapped installations with zero-trust architecture and integration with existing systems and workflows
Trust under adversarial conditions
- Operational monitoring with performance analytics, system observability, and seamless model upgrades
- Monitor, detect, and alert against real-time adversarial attacks
Production-Grade Infrastructure
Meaning provides the complete deployment stack for voice AI systems. We handle security, compliance, orchestration, and operations so you can deploy faster and scale with confidence.
Security & Compliance
Defense-grade security architecture built for the most stringent regulatory environments. Deploy with confidence knowing your infrastructure meets government and enterprise compliance requirements.
Deployment Orchestration
Flexible deployment options supporting cloud, on-premises, hybrid, and air-gapped environments. Consistent deployment experience regardless of infrastructure constraints or geographic requirements.
Operations & Monitoring
Comprehensive observability platform providing real-time visibility into system performance, usage patterns, and operational health. Proactive monitoring ensures reliability and rapid incident response.
Built by Experts
Our team brings deep expertise from defense systems, enterprise security, and production AI deployment — building infrastructure for the world's most demanding organizations.
Yishay Carmiel
Chief Executive Officer
Former founder of IntelligentWire and S-Infinity, with two successful AI startup exits. Over 15 years of experience in ASR and conversational AI. Named Speech Luminary of the Year by SpeechTek.
Najim Dehak
Scientific Lead
Expert in ASR and co-developer of the influential I-vector technique. Leads research in speech and machine learning as a professor at Johns Hopkins University and former MIT CSAIL researcher.
Łukasz Wójciak
VP Engineering
Over 21 years of experience in software development, including more than a decade in real-time audio processing. He has led multiple teams and projects at companies like Avaya and Spoken, with a strong focus on telco and low-latency systems.
Roy Zanbel
VP Product & Operations
Product leader with extensive experience in cloud infrastructure, AI systems, and web3 technologies. Track record of bringing cutting-edge solutions to market at top tech companies like Elastic and JFrog.
Jan Vainer
Research Lead
Expert in audio and speech technologies, combining cutting-edge research with practical development. He has many years of experience in TTS, ASR, voice cloning, and voice privacy.
Vojtěch Srdečný
MLOps Engineer
Jack of all trades who specializes in doing the dirty research and infrastructure jobs nobody else wants to bother with.
Tomáš Nekvinda
ML Engineer
Curious bug-squasher with hands-on experience in speech-to-speech, TTS, ASR, and dialogue systems. Usually building something streamable or fixing datasets.
Marzena Żyła
Lead Annotator
Linguist and editor with over a decade of experience in e-learning platforms, publishing, and data annotation for spoken language systems. Currently also delving into the intricacies of voice assessment.
Maciej Czarkowski
Fullstack Dev
Making sure all the moving parts actually move together. I use whatever gets the job done — scripts, configs, divine intervention, or just turning it off and on again.
Join Our Mission
Help build the infrastructure that powers the future of voice AI deployment.
ML Engineer
(Speech-Focused)
Help us build and scale the pipelines behind our speech models — from data to deployment.
UI/UX Designer & Frontend Developer
As a UI/UX Designer & Frontend Developer, you’ll take the lead on everything visual — building slick user interfaces in React, designing beautiful websites, and crafting the graphic materials that bring our ideas to life.
No perfect match?
Don’t worry — we’d still love to hear from you! If none of the listed roles feel like the right fit, reach out anyway. We’re always open to exploring new forms of collaboration and finding ways to work with great people.
Ready to Deploy?
Schedule time with our engineering team. We'll assess your deployment requirements, security constraints, and operational needs to design a production-ready infrastructure strategy.
