The Definitive Intelligence Layer for Evaluating Artificial Intelligence.
Founded by compiler engineers, distributed systems researchers, and quantitative systems architects, Airecmark was built to solve the acute epistemic crisis in AI tooling: synthetic contamination, subjective “LLM-as-a-judge” loops, and opaque vendor sponsorships. We operate an auditable ground truth machine.
Four Invariable Guarantees
Empirical Determinism
0% subjective LLM-as-a-judge scoring. 100% sandboxed executions against Tree-sitter AST validation and deterministic unit test vectors.
Financial Firewall
Strict isolation between editorial benchmark scoring and downstream affiliate trials. Vendors cannot purchase queue speed or parameter bias.
Monorepo Production Stress
We measure AI coding systems on real 100,000+ line TypeScript, Rust, and Go multi-package repositories rather than trivial single-file snippets.
Cryptographic Logs
Every eval score is anchored to a public SHA-256 Merkle tree root. Anyone can re-execute deterministic containers and audit score reproducibility.
Global Deterministic Evaluation Cluster
Airecmark operates non-virtualized bare metal and dedicated microVM nodes engineered to record sub-millisecond latencies, memory footprint, and speculative token decode efficiency.
Primary sovereign synthesis lab. AMD EPYC 9654 96-core processors with hardware TPM 2.0 attestation for tamper-free benchmark reproducibility.
Synchronized network probes monitoring TTFT (Time-To-First-Token) and jitter across Frankfurt, Ashburn, Tokyo, and Singapore datacenters.
Untrusted model outputs are compiled and tested inside isolated Firecracker microVMs with absolute physical network isolation to prevent data exfiltration.
Research Fellows & Engineering Leadership
Our evaluation directors bring decades of combined research in compiler formal methods, eBPF infrastructure, and cryptographic audit proofs.
Former researcher at Max Planck Institute for Software Systems (MPI-SWS). Pioneer in automated program verification, syntax-directed fuzzing, and AST mutation engines.
Ex-Quantitative Systems Architect at Optiver and Citadel Securities. Designed ultra-low latency transaction evaluation fabrics and deterministic exchange benchmarks.
Long-time Linux Kernel and eBPF contributor. Architected the Firecracker microVM test clusters and non-interfering latency interception monitors at Airecmark.
Postdoctoral fellow at ETH Zürich. Specializes in verifiable computation, zk-SNARK state attestations, and immutable append-only evaluation transparency logs.
The Airecmark Editorial Firewall
We believe financial models dictate analytical integrity. Airecmark operates with a legally binding physical and algorithmic firewall separating benchmark scores from monetization.
Air-Gapped Test Clusters
Evaluators execute tests inside Firecracker microVMs. Zero internet access, zero telemetry to commercial affiliates, and automated AST checks.
Algorithms have zero visibility into affiliate contracts, conversion metrics, or vendor relationships. No API bridge exists.
Audit Certificate #2026-FWBlind Affiliate Routing
When users initiate external trials via partner links, commissions are processed via PartnerStack into an unallocated research pool.
| Commercial Action | Standard AI Directories | Airecmark Institutional Standard |
|---|---|---|
| Vendor Paid Placement | Common ("Featured", "Top Pick" ad slots) | Strictly Prohibited & Infeasible |
| Queue Prioritization | Paid expedited verification tracks | FIFO Deterministic Queue for All |
| Evaluation Code Openness | Proprietary blackbox rankings | Publicly Auditable Reproducibility Suites |
| Affiliate Impact on Score | Higher commission = Higher ranking | 0.00% Zero Variable Weight |
Chronological Milestones
Whitepaper 1.0 & TypeScript Monorepo Harness
Published the foundational thesis rejecting prompt-based LLM benchmarks. Released the first 100 benchmark suites measuring context retention in massive multi-package frontend monorepos.
Formal Launch of Evaluation Protocol v2.0
Replaced manual mock sandboxes with zero-egress Firecracker microVMs. Introduced automated syntax mutation tests across Python, Rust, and Go to penalize hallucinated libraries.
Establishment of Airecmark Intelligence AG
Formal incorporation in Zürich under Swiss legal jurisdiction to anchor strict privacy covenants and editorial independence. Database surpassed 1,200 active AI products and platforms.
Global Probing Mesh & Verifiable Leaderboard
Operating real-time edge telemetry with RFC 6962 Merkle proof issuance for every leaderboard update. Serving over 480,000 engineers and quants globally.
Institutional Assurance
Airecmark complies with international data privacy, institutional auditing, and algorithmic accountability standards. We operate openly with zero opaque third-party tracking.
Direct Corporate Inquiries
ZRH OFFICEFor institutional access, quantitative datasets, press inquiries, or audit disputes, reach out directly to our corporate desk.