MIMIR empowers you to select the right AI agent for every task through predictive evaluation and intelligent routing
Our technology predicts AI performance, compliance, and costs before you commit, giving you the confidence to deploy AI solutions that truly work
We're building the infrastructure for a future where AI choices are data-driven, transparent, and democratized—not controlled by a few large corporations
Put the power of informed AI selection in everyone's hands. No more relying solely on vendor claims or marketing hype—make decisions based on real, verified performance data.
Enable a vibrant marketplace where AI agents compete on merit. Our independent evaluation platform ensures transparency and fairness in the emerging agent economy.
Ensure that European regulatory standards are met from day one. Our evaluation framework incorporates EU AI Act requirements, GDPR, and other critical compliance dimensions.
Every use case of AI has its own relevant risks and challenges, be it PR sensitivities of customer facing applications, data privacy concerns, or consequences of decisions made by AI agents. MIMIR identifies and quantifies these risks to help you make informed decisions.
Build a continuously improving system where every routing decision generates data that makes future predictions more accurate. As more users and agents join, the entire ecosystem gets smarter.
MIMIR provides cutting-edge solutions for the emerging AI agent ecosystem. Our intelligent routing technology automatically selects the best AI agent for any task and predicts its strengths and weaknesses in all relevant dimensions like performance, costs and risk aspects.
Evidence-based routing is enabled by our composition of state-of-the-art AI benchmarking tools, completed with handcrafted evals for your specific needs. Thus, MIMIR ensures that your AI systems are compliant, reliable, and effective. We're pioneering the future of AI orchestration with our four core products: MIMIR.PREDICTOR, MIMIR.ROUTER, MIMIR.DATASETS, and MIMIR.EVALUATIONS.
Understanding AI agent capabilities and limitations is critical for deployment success. Our comprehensive evaluation framework provides the insights you need to make confident decisions.
Systematic measurement of accuracy, speed and resource efficiency with customized benchmarks tailored to your specific use cases.
We evaluate not only basic performance but also analyze scalability and efficiency under different load conditions with real-world stress testing.
Comparisons with industry standards and competitive products give you clear insights into your market position and competitive advantages.
Continuous performance monitoring with proactive alerts for performance degradation or anomalies before they impact your operations.
Comprehensive checking for conformity with EU AI Act, GDPR and other critical standards to minimize legal and regulatory risks.
Detailed assessment of your system's risk class and fulfillment of all requirements for high-risk AI systems with actionable compliance roadmaps.
Complete review of data processing practices for compliance with the European General Data Protection Regulation, including data minimization and purpose limitation.
Consideration of country- and industry-specific regulations for global market launches with region-specific compliance frameworks.
Advanced testing for vulnerability to adversarial attacks, jailbreaks and unexpected inputs that could compromise system integrity.
Simulation of real attack scenarios by our expert security team to identify vulnerabilities before malicious actors can exploit them.
Systematic review of stability under extreme conditions and unexpected inputs that may occur in production environments.
Specialized tests for out-of-distribution inputs and edge cases that could lead to unpredictable or dangerous behaviors.
Evaluation of the effectiveness of model adaptations through fine-tuning and retrieval-augmented generation systems.
Measurement of the impact of domain-specific fine-tuning on model performance, behavior, and generalization capabilities.
Assessment of the accuracy, efficiency, and reliability of retrieval-augmented generation systems with proprietary knowledge bases.
Verification that desired new behaviors occur consistently across different scenarios and user interactions.
Cost savings through optimal model selection and avoidance of expensive compliance violations and operational inefficiencies.
Calculation of return on investment for various AI implementations in your company with predictive cost-benefit modeling.
Identification of potential financial risks from regulatory non-compliance and operational failures with mitigation strategies.
Recommendations for efficiency improvements and cost reductions in AI implementations without sacrificing quality or performance.
Customized training programs for effective AI use, compliance, and maximization of your AI investment.
Practical workshops for developers and data scientists on robust AI implementations, monitoring, and maintenance best practices.
Specialized training for managers and compliance officers on regulatory requirements, risk management, and governance frameworks.
Industry-specific training on optimal use of AI in your business context with hands-on implementation guidance.
Additional context variations and special attention in reports with comprehensive evaluation tailored to your priorities.
In-depth assessment of specific aspects that are particularly relevant to your company's strategic objectives and risk profile.
Extended test scenarios that accurately reflect your specific use cases, customer interactions, and operational environments.
Executive summaries and actionable recommendations tailored to your strategic priorities and decision-making processes.
Specific evaluation based on actual usage in your business context with industry-specific benchmarks and metrics.
Evaluation with your actual data and workflows for maximally relevant results that reflect real operational conditions.
Comparisons with specific benchmarks for your industry and company size with peer performance analysis.
Assessment of AI integration into your existing systems and processes with compatibility and interoperability testing.
Four powerful solutions to navigate the AI agent landscape with confidence
The engine at the heart of everything we do. MIMIR.PREDICTOR is a transformer-based system that accurately predicts how well any AI agent will perform on your specific task—before you run it. It evaluates performance, compliance risk, cost efficiency, and more across multiple dimensions.
Unlike simple routing systems that just pick a model, MIMIR.PREDICTOR provides quantitative quality predictions for each agent, allowing you to make informed decisions based on your unique requirements.
Forecast correctness, compliance, costs, and other critical metrics with confidence intervals
Know how confident the prediction is for better risk management and decision-making
Handle predictions for many agents and tasks simultaneously with minimal latency
Improves over time as more evaluation data becomes available through our data flywheel
Your intelligent AI agent dispatcher. MIMIR.ROUTER uses the PREDICTOR to automatically select the optimal AI agent for each task based on your criteria—whether that's maximizing accuracy, minimizing cost, ensuring compliance, or balancing all three.
Perfect for businesses running multi-agent systems, developers building AI applications, and super-agents that need to delegate tasks intelligently.
Automatically routes tasks to the best-suited AI agent based on real-time performance data
Set your own priorities: performance, cost, compliance, speed, or weighted combinations
Track routing decisions and measure actual vs. predicted performance with detailed dashboards
Works with existing AI infrastructure via simple API with extensive documentation
Comprehensive viability assessment for your AI deployment. Before you invest in building that chatbot, customer service agent, or automated workflow, let MIMIR.EVALUATIONS tell you if it will actually work for your specific use case.
We test proposed AI solutions against your real requirements, data, and constraints—providing detailed reports on expected performance, compliance risks, and cost implications.
Evaluate AI solutions for your exact business context with domain-specific testing protocols
Detailed analysis of EU AI Act, GDPR, and regulatory alignment with actionable recommendations
Understand the true TCO before deployment with detailed operational cost modeling
Identify potential failure modes and mitigation strategies with probability estimates
Specialized evaluation datasets that fill critical gaps in the AI testing landscape. Our datasets are designed to assess AI agents on dimensions that matter for European businesses—from EU AI Act compliance to domain-specific performance benchmarks.
These datasets power our PREDICTOR and ROUTER, but also serve as standalone products for organizations building their own evaluation pipelines.
Purpose-built for EU AI Act and regulatory requirements with legal expert validation
Cover evaluation areas overlooked by standard benchmarks with innovative testing methodologies
Regularly expanded to address emerging risk areas and new regulatory developments
Curated and verified for accuracy and relevance with multiple validation layers
From evaluation data to intelligent routing in three steps
We systematically evaluate AI agents on diverse datasets covering performance, compliance, safety, and domain-specific tasks. This creates a rich knowledge base of how different agents perform across various dimensions.
Our transformer-based PREDICTOR learns patterns from this evaluation data. It discovers which agent characteristics correlate with success on different types of tasks, enabling accurate predictions for new, unseen queries.
When you submit a task, the PREDICTOR forecasts how each available agent would perform. The ROUTER then selects the optimal agent based on your criteria—or provides you with predictions to make your own informed choice.
Building the future of AI agent selection, one milestone at a time
MIMIR serves diverse needs across the AI ecosystem
Assess whether a customer service chatbot or document processing agent will meet your performance and compliance requirements before investing in development.
Integrate ROUTER into your AI application to automatically select the best model for each user request, optimizing for cost, speed, or accuracy.
Enable super-agents to intelligently delegate subtasks to specialized agents based on predicted performance and compliance requirements.
Verify that AI systems meet EU AI Act, GDPR, and other regulatory requirements through comprehensive evaluation reports.
Access specialized datasets for evaluating agent capabilities in areas not covered by standard benchmarks.
Reduce AI infrastructure costs by routing simple tasks to cheaper models while using premium models only when necessary.
Most routers simply select a model based on basic heuristics or prompt similarity. MIMIR.PREDICTOR provides quantitative predictions across multiple dimensions—not just "which model," but "how well will this model perform on correctness, compliance, cost, and other factors you care about."
This enables sophisticated decision-making: you might choose a slightly less accurate model if it significantly reduces compliance risk or cost, depending on your priorities.
We systematically identify gaps in the evaluation landscape—areas critical for European businesses but underserved by existing benchmarks. This includes EU AI Act compliance testing, industry-specific scenarios, and risk assessment dimensions.
Our datasets are designed with real regulatory requirements in mind, not just academic benchmarks.
Every time ROUTER makes a selection, we can compare predicted performance to actual performance. This feedback improves the PREDICTOR's accuracy over time.
As more users and agents join the ecosystem, we gather more diverse evaluation data, making predictions better for everyone. It's a virtuous cycle that increases value for all participants.
Yes! MIMIR.ROUTER integrates via API and can work with any AI agents you can access—whether they're commercial APIs (OpenAI, Anthropic, etc.), open-source models, or your own fine-tuned systems.
MIMIR.EVALUATIONS can assess any AI system you're considering deploying, regardless of the underlying technology.
We're currently in the foundation phase (months 1-3 of our project plan), building the core PREDICTOR technology, evaluation infrastructure, and initial datasets.
We're working with early design partners to shape the products and welcome conversations with potential customers and collaborators.
Our evaluation methodology is transparent and systematic. We use diverse, well-documented datasets and publish our evaluation procedures. Unlike vendor-provided benchmarks, we're an independent third party with no incentive to favor particular AI systems.
Our goal is to create a fair marketplace where agents compete on actual capabilities, not marketing budgets.
MIMIR GmbH
Eichenweg 4
72076 Tübingen
Germany
Dr. Julian Bitterwolf (Managing Director)
Maximilian Bitterwolf (Managing Director)
E-mail: contact@mimir.fit
Registered in the Commercial Register.
Register Court: Amtsgericht Stuttgart
Register Number: HRB 803206
VAT identification number pursuant to §27 a German Value Added Tax Act (UStG):
To be announced.