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About
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Full Cycle
Data Generation
Improve your AI product with high-quality data
|
ORDER DATASET
Services
For Code
Agents
Agent Behavior Trajectories
We collect and annotate agent actions and thoughts to improve accuracy and performance
HumanInTheLoop
PreciseFeedback
ErrorCorrection
TargetedImprovements
BehaviorTrajectories
More
Agent Architecture Analysis
We test and evaluate agent architectures: search, integration, tools, and external systems
ModularBench
ComponentSpecificBench
ModuleTesting
ArchitectureEvaluation
AgentArchitectureAnalysis
More
For Code
Models
Datasets for SFT
We gather reference dialog samples for models to learn domain-specific skills
HumanInTheLoop
PreciseFeedback
ErrorCorrection
TargetedImprovements
CodeRepair
More
Dialog Evaluation
We evaluate dialog history by various criteria to enhance LLM utility and efficiency
RLHF
EvaluationDatasets
ReasoningEvaluation
CoTEvaluation
Plan2SolveEvaluation
More
Dialog Safety
We analyze LLMs for politeness, honesty, and integrity
ResponseStyleEvaluation
DialogueSafety
Ethics
PoliteResponses
Honest
ToxicityDetection
For Code
Models
and Agents
Benchmarks for Testing Models and Agents
We create datasets and benchmarks for automated testing on real-world tasks
AutoVerifiable
ExecutableBenchmarks
ExpertVerified
RealTaskBenchmarks
ComprehensiveTaxonomy
More
Red Teaming
We provoke incorrect behavior via complex multi-step scenarios to improve robustness
WideRangeScenarios
AdversarialTesting
ProvokingIncorrectBehavior
MultiTurnScenarios
More
Open Source Dataset Expansion
We extend popular open datasets from new sources and domains with refined taxonomy
OpenSourceExpansion
TaxonomyExpansion
Multilingual
StackExpansion
Executable
More
Access to Proprietary Data
We gather and create unique private datasets and benchmarks from internal sources
PrivateBenchmarks
NonPublicSources
ProprietarySources
ExclusivePretrainData
PrivateEnterpriceRepositories
Multimodal Data
We help expand assistant functionality for multimodal data types
Multimodal
Text
Visual
Video
Audio
Diagram
Flowchart
UMLDiagram
ArchitectureScheme
ProjectDevelopmentTasks
UMLDiagram
More
We Handle the Data That Makes or Breaks AI Projects
Challenge:
Lack of specialized datasets
Our Solution:
We create expert-level training data tailored to your specific task:
For any industry-critical tasks and knowledge domains
For highly specialized domains (e.g., Coding/Math AI, Industrial AI)
Based on modern best practices, current scientific research, and agile methodologies
Result:
Your model is trained on relevant real-world data for your use case, not on outdated, synthetic, or abstract examples
Challenge:
Lack of high-quality data for training, validation, and analysis of AI systems
Our Solution:
A rigorous approach to sourcing and designing datasets with exceptional characteristics
Annotators are practicing industry experts
We employ multi-level quality control and cross-validation processes
Result:
Significant improvement in AI product quality, as in today's environment, success largely depends on the quality of the underlying data
Challenge:
Speed and scalability of data labeling
Our Solution:
Flexible approaches to engaging and mass-recruiting industry experts
Training processes for project annotators and in-house AI trainers
Ability to involve experts with unique skills and expertise for your specialized task
Ongoing implementation of project-personalized optimizations that speed up labeling by up to 300%
Result:
Scaling unique expertise within acceptable timeframes
Challenge:
Lack of optimal data delivery solutions for specialized projects
Our Solution:
Development of systems and pipelines for personalized integration into your project and infrastructure
(Example: Our Fermatix-SWE-Bench)
Creation of datasets from specific, combined data sources with proper labeling
Compliance with regulations and adoption of advanced dataset engineering methods, leveraging the latest research and best practices
Result:
Deployment of the most effective solutions tailored precisely to your needs
Additional Capabilities:
Vendor and data contractor management & quality control
AI trainers and industry experts via outstaffing
Access to closed corporate data sources
Compliance with all data security and confidentiality standards (GDPR, ISO)
Business Impact:
Reduced time to production for models
Fewer errors in production
Increased efficiency of AI solutions
Lower operational costs
322K
Datapoints
2.27M
Human labels
21+
Coding languages
124
Ai-trainers
About us
Why choose us?
Before contracting for large volumes of tasks, we offer a pilot project - A risk-free quality assessment
01
Customer Needs Analysis
02
Personalized Presentations
03
Full management
04
Keeping to deadlines
ORDER A PILOT
27.08.25
Multilingual SWE-Bench Fermatix supply: Evaluating Compact Open-Source LLMs on Real-World Software Engineering Tasks
Expanded and improved version of the agent quality standard
16.04.25
The Flight Simulator for Code LLMs: A New Standard of Proof for the AI Revolution
One consistent quality standard, no matter what you code in
24.12.24
Automating Our Client Dataset Verification with LLMs
Cutting Errors by 40% and Costs by 60%
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CONTACT US
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AVENIDAS INTELIGENTES, LDA
Linda a velha Portugal
Lg Alberto Sampaio, 3 A, Sala 10
Postal code: 2795-007
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