Turn Search into a Competitive Advantage
Users expect Google-level search everywhere — your help center, product, and internal tools. Traditional keyword search often fails with vague, long, or multi-language queries. At Cognivox Labs, we design search systems that understand intent, leverage embeddings and rerankers, and stay fully under your control.
Relevance That Makes Sense
We tune search so your users see truly relevant results for their language, context, and business domain.
Semantic Understanding
Move beyond exact matches. Semantic embeddings capture meaning, synonyms, and intent — even in noisy queries.
Reranking & Control
Neural rerankers and business rules ensure the top results are not just similar, but truly useful and safe.
Where Better Search Pays Off
We focus on high-impact search scenarios where relevance, trust, and speed directly influence revenue or productivity.
Built for Products & Teams
Whether you are shipping a SaaS product, an internal portal, or a public knowledge base, we design search flows that match your users’ mental models.
What Our Search Solutions Include
Search & RAG Tech Stack
We use a modular architecture so you can combine classic search engines, vector databases, and LLMs without vendor lock-in.
Structured & unstructured content indexed with metadata for precise filtering and ranking.
Neural rerankers and embeddings tuned to your domain, not just generic text.
Permissions-aware search and GDPR-conscious deployments in EU-friendly environments.
Our Search Optimization Process
01. Audit & Strategy
We review your current search, data sources, and user behavior to identify gaps and opportunities.
02. Data & Index Design
We model your content, metadata, and permissions and choose the right mix of keyword, vector, and hybrid search.
03. Retrieval & Reranking Engine
We implement semantic retrieval, scoring logic, and neural rerankers tuned to your domain.
04. Integration & UX
We integrate the API into your app, portal, or chatbot with clean UI and filters that guide users, not confuse them.
05. Evaluation & Tuning
We measure relevance with real queries, adjust weights, and iterate using clear KPIs.
06. Monitoring & Evolution
We keep improving using search analytics, new models, and content changes over time.
Why Optimize Search with Cognivox Labs
Hands-on expertise in RAG and reranking from real-world client projects and academic research.
We design search as a stable backend capability — not just a quick embedding demo.
Balanced architectures: fast, explainable, and aligned with your infrastructure & budget.
Built-in support for integrating search with LLM-based chatbots and assistants.
Engineered in Germany with attention to security, access control, and data privacy.
Accurate. Fast. Explainable.
Our goal is not just “AI search”, but predictable and measurable improvements in how users find information.
Perfect if you’re building a knowledge-heavy product, platform, or internal tool and want search to feel like a superpower, not a bottleneck.