Service

Expert search relevance consulting and optimization services

Catalog & Metadata Enhancement

Search is only as good as the data. We automate attribute extraction, taxonomy mapping, and data normalization to ensure your catalog drives relevant results from day one.

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Vector Search & RAG Strategy

Move beyond keyword matching to semantic understanding. We design embedding model selection, retrieval pipelines, and RAG architectures that power AI-driven search experiences.

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Relevance Engineering & Tuning

The core of search value. We implement Learning to Rank models, design A/B tests, and use clickstream signal boosting to measurably improve conversion and reduce null-result rates.

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Judgment & Evaluation Frameworks

You can't improve what you can't measure. We create ground truth sets, run precision/recall audits, and build human-in-the-loop evaluation programs that make search quality visible and actionable.

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We reduce null-result rates and increase revenue per search

Our clients see measurable impact: higher conversion, lower bounce rates, and search experiences that drive business growth

  • Reduce null-result rates by up to 40% through catalog enrichment and query understanding.
  • Increase search-driven revenue with Learning to Rank models trained on your user signals.
  • Continuous measurement with evaluation frameworks that prove ROI on every relevance change.
01

Catalog & Data Audit

We audit your catalog data quality, taxonomy structure, and attribute coverage to identify gaps that silently degrade search relevance and cost you conversions.

02

Vector Search & RAG

We design and deploy embedding strategies and Retrieval Augmented Generation pipelines that move your search from keyword matching to true semantic understanding.

03

Relevance Tuning & LTR

We implement Learning to Rank models, signal boosting, and A/B test frameworks that systematically improve ranking quality and drive measurable lifts in conversion.

04

Judgment & Evaluation

We build ground truth sets, precision/recall audit pipelines, and human-in-the-loop evaluation programs so you can prove ROI on every search change you ship.

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What Our Clients Say

We partner with product and engineering teams to transform search from a pain point into a competitive advantage. Here is what our clients have to say about working with Cognitivi.

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