Our Tech
We combine several advanced technologies—semantic vector search, LLM reasoning, and domain-specific rule systems—to deliver only the most relevant strategic and operational insights. Our models and pipelines are continuously updated, retrained, and refined to maintain accuracy and reduce noise.
High-Dimensional Proprietary Embeddings
Text inputs are converted into dense vector representations exceeding 3'000 dimensions using embedding models optimized for semantic retrieval. These vectors encode latent patterns such as intent, domain context, and topical nuance. For example, a medical encyclopedia and a thriller may both reference humans, but their representations occupy distinctly different regions in vector space. This approach enables wide semantic recall across tenders, stakeholder signals, regulatory updates, and other strategic document types.
LLM-Based Verification & Contextual Reasoning
LLMs are used to perform deep contextual evaluation through multi-step reasoning, chain-of-thought alignment, and constraint-aware analysis. Candidate items are assessed for operational and strategic fit by examining attributes such as capacity, regulatory boundaries, geographic reach, terminology consistency, or domain-specific factors. This ensures that semantically related information is filtered according to real-world feasibility and relevance rather than similarity alone.
Industry Rules & Deterministic Logic
Domain-specific rule sets and deterministic logic introduce strict, non-negotiable constraints such as geography, regulatory compliance thresholds, organizational capabilities, or project scale requirements. These rules automatically exclude items that violate essential conditions—for instance, tenders from Portugal being irrelevant for an organization operating exclusively within Greece. This structured layer ensures that all remaining information satisfies concrete business requirements.
The Result
A multi-layer system—embeddings, LLM reasoning, and expert rules—working together to deliver high-precision, actionable insights that strengthen your strategic and operational decisions.