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    AIRAG systems, search, recommendation pipelines

    Technology

    Reranking

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

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    5.0Google (104)
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    Best For

    Ideal use cases

    Teams reducing wrong-context retrieval in RAG

    Search systems needing better top-1/top-3 relevance

    Products with mixed content quality and noisy sources

    What We Build

    Projects we deliver

    Reranking pipelines with thresholds and diagnostics

    Quality and latency trade-off tuning

    Eval sets to validate ranking improvements over time

    Ecosystem

    Compatible tools & integrations

    Seamless Integrations

    Works with your existing stack

    4+ supported
    Cross-encoder rerankers
    LLM-based reranking where appropriate
    Candidate generation + filtering
    Caching and batching for latency control

    Use Cases

    Recommended use cases

    RAG assistants with citations

    Knowledge base search across PDFs

    Enterprise search with access filters

    Delivery

    How we deliver

    We tune reranking with measurable targets, not subjective impressions.

    Latency is managed through candidate limits and caching strategies.

    Diagnostics help teams see why rankings changed over time.

    FAQ

    Frequently asked questions

    It can be if misconfigured. We tune candidate counts, batching, and caching to keep cost and latency predictable.

    Not always, but reranking often improves relevance when sources are noisy or queries are ambiguous.

    Yes. Hybrid retrieval generates candidates, and reranking improves the final ordering for better relevance.

    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

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    RAG assistants, enterprise search, knowledge systems
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    Embeddings

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    Search, recommendations, retrieval, similarity matching
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    RAG Systems

    Retrieval augmented generation

    Knowledge bases, chatbots, Q&A systems
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