Softment
    PortfolioGigsCode Audit
    AI Studio
    Chat with AI
    AIRAG stacks, semantic search, custom retrieval systems

    Technology

    Weaviate

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

    Get EstimateChat with AI
    5.0Google (104)
    Top Rated PlusFiverrTop RatedUpworkISO 9001

    Best For

    Ideal use cases

    Teams wanting open-source flexibility for retrieval systems

    Products needing custom indexing and retrieval pipelines

    Workflows requiring schema design with metadata filters

    What We Build

    Projects we deliver

    Weaviate deployment and schema setup

    Ingestion pipelines for documents and entities

    Retrieval tuning with hybrid and reranking options

    Ecosystem

    Compatible tools & integrations

    Seamless Integrations

    Works with your existing stack

    4+ supported
    Weaviate schema design
    Hybrid retrieval configuration
    Operational monitoring and backups
    Connector and ingestion tooling

    Use Cases

    Recommended use cases

    Enterprise knowledge bases

    Semantic search for content platforms

    RAG assistants with citations and filters

    Delivery

    How we deliver

    We design Weaviate schemas around query patterns and access rules.

    Ingestion pipelines support updates and re-indexing safely.

    Retrieval quality is validated with evals and diagnostics.

    FAQ

    Frequently asked questions

    It depends. Weaviate offers open-source flexibility; managed options reduce ops overhead. We recommend based on requirements.

    Yes. We can deploy Weaviate with network controls, monitoring, backups, and runbooks for production use.

    Yes. We can implement hybrid retrieval and reranking patterns on top of Weaviate where it improves 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

    Explore related technologies

    AI

    Vector Databases

    Semantic search and embeddings

    RAG systems, search, recommendations
    Explore
    AI

    Embeddings

    Semantic vector representation workflows

    Search, recommendations, retrieval, similarity matching
    Explore
    AI

    RAG Systems

    Retrieval augmented generation

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

    Want to scope this properly?

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

    Reply within 2 hours. No-pressure consultation.

    Get EstimateChat with AI