AI/ML Solutions
Power frontier foundation models and enterprise LLM workflows with expert human-in-the-loop training data, rigorous reasoning audits, RLHF preference labeling, and air-gapped data infrastructure.
+98.4%
Factuality Benchmark
Multi-Turn Chain-of-Thought Rubric Adherence
PhD & MSc
STEM Reasoners
Higher Math, Physics, Computer Science & Chemistry
Zero
Hallucination Leakage
Granular Proof & Step-by-Step Code Trace Auditing
Air-Gapped
IP & Data Isolation
Strict Mutual NDA with Isolated Tenant Workspaces
Solving Critical Operational Bottlenecks
We deploy managed capacity and domain-specialized talent so your internal teams can focus on core product innovation.
- 1Sourcing verified PhD & Master's STEM experts for complex reasoning evaluations across advanced mathematics, physics, and computer science
- 2Auditing multi-turn chain-of-thought (CoT) logic without relying on unvetted crowdsourced labor prone to hallucinations
- 3Scaling human feedback loops (RLHF, RLAIF, DPO) across compressed foundation model pre-training and alignment sprints
- 4Authoring high-difficulty synthetic problem-solution pairs, competition-grade math, and counter-factual probing datasets
- 5Ensuring strict data air-gapping, bilateral NDA adherence, and zero intellectual property leakage across multi-tenant squads
- 6Maintaining gold-standard rubric alignment and inter-annotator agreement (>99%) across high-volume evaluation batches
Dedicated SME delivery squads & air-gapped QA pipelines
Specialized Services for AI/ML Solutions
STEM Human-in-the-Loop RLHF & DPO
Expert feedback, pairwise preference ranking, and reward modeling for frontier foundation models by vetted PhDs.
Reasoning Trace & CoT Verification
Granular step-by-step auditing of LLM mathematical proofs, algorithm implementations, and logical derivations.
Multi-Turn Prompt Engineering
Complex prompt generation, edge-case probing, adversarial jailbreak testing, and counter-factual challenge datasets.
Model Red Teaming & Safety Alignment
Systematic probing for hallucination, toxicity, sycophancy, data leakage, and pedagogical misalignment.
Managed SME Platform Deployment (Model A)
Dedicated PhD evaluators deployed directly onto partner annotation tools under Endeavor management, payroll, and QA.
Multimodal & Multilingual Annotation
Speech, image, audio, and video annotation across 180+ languages and major regional dialects with native linguists.
Why Global Leaders Partner With Us
- Vetted 350+ PhD and Master's SME network across higher mathematics, physics, computer science, and chemistry
- Turnkey Model B deliverables: custom reasoning datasets and validated problem-solution pairs handed over fully verified
- Managed Model A deployment: candidate shortlisting, blind CV matching, and full Endeavor payroll and QA oversight
- Air-gapped data workflows and rigorous bilateral NDA compliance protecting proprietary training prompts and weights
- Dual-blind quality control delivering >99.5% rubric agreement rates and formal step-level verification
- Rapid squad mobilization: productive capacity ramp-up within 48 to 72 hours of rubric calibration
Frontier Model Data Governance & Safety
Engineered specifically for frontier AI research labs, foundation model builders, and enterprise LLM teams requiring gold-standard human alignment under strict intellectual property ring-fencing.
Air-Gapped IP Isolation & Ephemeral Pods
Air-GappedDedicated secure workspaces with zero persistent local data retention, preventing proprietary training prompts, candidate responses, or model weights from leaking.
PhD SME Deployment via Managed Squads (Model A)
Model A SquadsDirect deployment of credentialed STEM PhD evaluators onto partner annotation tools, with Endeavor managing training, compensation, and SLA enforcement.
Chain-of-Thought (CoT) Formal Verification
Formal LogicEvery mathematical theorem, multi-step derivation, and Python/C++ code trace undergoes step-level formal proof audit by qualified domain specialists.
Adversarial Red Teaming & Safety Alignment
Model SafetySystematic probing for toxic edge cases, jailbreak vulnerabilities, sycophancy, and pedagogical misalignment under customized client rubrics.
Scale Your AI/ML Solutions Delivery
Connect directly with our leadership team for a confidential scoping discussion, bilateral rubric calibration, and SLA roadmap.