AI systems and data infrastructure for organizations that can’t afford to fail
From data engineering to deployed AI systems, we deliver end-to-end solutions built for reliability in demanding environments.
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World-class data for AI systems
Your AI systems are only as good as the data that trains and validates them. We design, build, and operate data pipelines that deliver consistent, high-quality training data and evaluation benchmarks.
CAPABILITIES:
- Data collection and curation
- Expert annotation
- Synthetic data generation
- Data quality assurance
- Benchmark development
Best for: LLM providers, autonomous systems developers, computer vision applications
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AI systems built for production
We engineer complete AI solutions—from model architecture to deployment infrastructure—optimized for reliability, explainability, and performance in real-world conditions.
CAPABILITIES:
- Perception systems
- Sensor fusion
- Decision support systems
- Model optimization
- MLOps infrastructure
Best for: Defense applications, autonomous systems, critical infrastructure
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Confidence in every deployment
We help organizations understand how their AI systems actually perform—identifying failure modes, quantifying uncertainty, and ensuring systems meet operational requirements before deployment.
CAPABILITIES:
- System evaluation
- Red teaming
- Explainability engineering
- Monitoring & observability
- Safety assessment
Best for: Regulated industries, defense programs, high-stakes applications
Expertise across critical domains
Defense & Intelligence
AI systems for contested environments
Defense and intelligence applications face unique constraints: degraded communications, adversarial interference, strict security requirements, and zero tolerance for unexplainable failures. Teder AI builds systems designed from the ground up for these realities.
CAPABILITIES:
- Multi-sensor ISR processing
- Target detection and classification
- Secure deployment on classified networks
- Human-in-the-loop systems
SECURITY & COMPLIANCE:
- Designed for classified network deployment
- CMMC-aligned security practices
- Cleared team members available
- Air-gapped operation support
Frontier AI & LLM Providers
Data that defines model capability
The gap between good models and great models increasingly comes down to data quality. Teder AI helps AI labs and LLM providers build the high-quality, diverse training data and rigorous evaluation frameworks that drive breakthrough capabilities.
CAPABILITIES:
- Expert data curation for complex domains
- RLHF and preference data collection
- Model evaluation and benchmarking
- Safety testing and red team exercises
TRUST ELEMENTS:
- SOC 2 Type II compliant processes
- Strict data handling and confidentiality
- Contributor verification and quality tracking
- NDA and IP protection standard
Agricultural Technology
AI that performs in the field
Agricultural AI must work across enormous variability—different crops, soil conditions, weather patterns, equipment configurations, and farm practices. Teder AI builds perception systems and decision tools that maintain accuracy despite real-world complexity.
CAPABILITIES:
- Crop health monitoring and yield prediction
- Autonomous equipment perception systems
- Multi-spectral imagery analysis
- Weather-resilient computer vision
Sensor & Autonomous Systems
Reliable perception for autonomous operation
Autonomous systems—vehicles, drones, robots—depend on perception systems that perform consistently in unpredictable environments. Teder AI specializes in multi-sensor perception, sensor fusion, and edge-optimized deployment.
CAPABILITIES:
- LiDAR, radar, and camera fusion
- 3D annotation and scene understanding
- Edge-optimized model deployment
- Simulation and synthetic data generation
How we engage
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Defined-scope projects
Clear objectives, fixed timeline, specified deliverables. Ideal for discrete challenges like building a new perception system, creating training datasets, or evaluating model performance.
Typical duration: 2-6 months
Best for: Specific technical challenges with clear success criteria
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Extended partnerships
Teder AI engineers work alongside your team on an ongoing basis, providing continuous capability development, system improvement, and rapid response to emerging needs.
Typical duration: 6-24+ months
Best for: Programs requiring sustained development and iteration
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Data operations
Ongoing data collection, annotation, and quality assurance delivered as a managed service. Scalable capacity with consistent quality standards.
Typical duration: Ongoing
Best for: Continuous training data needs, annotation pipelines
Let’s scope your challenge
Every engagement starts with understanding your specific requirements, constraints, and objectives. Schedule a consultation to discuss how Teder AI can help.