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    AIRAG assistants, enterprise search, knowledge systems

    Technology

    Hybrid Search

    Hybrid Search implementation for production software delivery with clean architecture, maintainability, and predictable rollout.

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    5.0Google (104)
    Top Rated PlusFiverrTop RatedUpworkISO 9001

    Best For

    Ideal use cases

    Teams improving recall for messy real-world queries

    Products mixing exact terms with semantic meaning

    Systems needing filters, versioning, and access boundaries

    What We Build

    Projects we deliver

    Hybrid retrieval pipelines with tuned weighting

    Metadata filtering and access-safe retrieval patterns

    Debug tooling to inspect retrieved context and scores

    Ecosystem

    Compatible tools & integrations

    Seamless Integrations

    Works with your existing stack

    4+ supported
    BM25/keyword search
    Vector database retrieval
    Query expansion and weighting
    Eval-driven tuning loops

    Use Cases

    Recommended use cases

    Support knowledge search

    Internal policy assistants

    Product documentation copilots

    Delivery

    How we deliver

    Hybrid retrieval is tuned against a query set, not guesswork.

    We design for latency with caching and candidate limits.

    Debug tooling helps teams understand why retrieval succeeded or failed.

    FAQ

    Frequently asked questions

    Not always, but hybrid often improves recall significantly when queries mix exact identifiers and natural language.

    Often yes—better context selection reduces wrong answers caused by irrelevant retrieval.

    Yes. We can add hybrid retrieval and filters on top of your current ingestion and vector store.

    AI

    Add AI on top of this stack

    Two common AI services that pair well with this technology, plus a fixed-scope gig to start quickly.

    AI Agent Development

    Agents that plan and take actions via safe tools and approvals.

    AI Guardrails & Safety

    Injection defenses, tool allowlists, PII controls, and safe fallbacks.

    AI Guardrails & Prompt Hardening (Gig)

    Hardening pass for prompts/tools with safer production behavior.

    Related

    Explore related technologies

    AI

    Vector Databases

    Semantic search and embeddings

    RAG systems, search, recommendations
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    AI

    Embeddings

    Semantic vector representation workflows

    Search, recommendations, retrieval, similarity matching
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    AI

    RAG Systems

    Retrieval augmented generation

    Knowledge bases, chatbots, Q&A systems
    Explore
    Ready to start?

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    Share your requirements and we’ll reply with next steps and a clear plan.

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