Beyond RAG

    Upload a document.
    We turn it into a pipeline.
    an expert.

    No embeddings. No retrieval. No chunks. Upload your document and query it with full context — forever.

    Try it freeSee how it works
    70–90%Cheaper than RAG at scale
    ZeroRetrieval misses
    ∞Document size limit
    None"Lost in the middle" syndrome
    The problem with RAG

    Retrieval fails at the worst possible moment.

    RAG splits documents into chunks and hopes retrieval catches everything. It doesn't. And when it misses, the model never gets a chance to reason correctly.

    Problem 01
    Retrieval misses are answer misses
    The model only reasons over what gets retrieved. Miss the right chunk and the answer is wrong — not because the model can't reason, but because it never had the chance.
    Problem 02
    Chunking destroys structure
    Tables, cross-references, clauses that depend on definitions three pages earlier — all fragmented. The model reasons over pieces, not the whole.
    Problem 03
    "Lost in the middle" syndrome
    Even when the right content is retrieved, models struggle to reason over information buried in the middle of a long context. Structure matters. RAG ignores it.
    Problem 04
    Every query pays retrieval cost
    Embedding calls, vector DB queries, reranking — on every single request. The economics compound against you at scale. You pay to process the same document thousands of times.
    How it works

    One expert. Unlimited queries.

    Upload a document. We turn it into a Document Skill — a persistent AI expert that understands everything in it. Query it forever.

    01
    Upload your document
    PDF, policy manual, contract, technical spec, financial report — any structured document.
    02
    We create an expert
    The full document is loaded into the model's context. We create a persistent expert from it. Happens once.
    03
    Query with full context
    Every query goes to the expert — who has the whole document. No retrieval. No chunks. Full context every time.
    04
    Update in minutes
    Document changed? Recreate the expert. Minutes — not hours of re-indexing.
    Upload once · Query forever · Pay only for compute per query
    For larger documents

    No document size limit.

    For documents that exceed a single context window, we split automatically. Every section becomes its own expert. An Orchestrator routes queries to the right one.

    Your query
    Orchestrator Skill
    Company Knowledge Base
    Reads query · Routes to right expert · Synthesizes answer
    Document Skill
    Legal & Contracts
    Own model · Own context
    Document Skill
    Finance & Compliance
    Own model · Own context
    Document Skill
    HR & Policy
    Own model · Own context
    Document Skill
    Product & Tech Docs
    Own model · Own context
    Each expert has its own isolated context — no shared window, no context competition, no "lost in the middle." The right expert answers every time.
    Document Skill vs RAG

    RAG retrieves text.
    Document Skills retrieve expertise.

    AspectRAGDocument Skill
    Knowledge accessVector retrievalFull document context
    Document understandingPartial chunks, broken structureComplete document, structure preserved
    Lost in the middleCommon failure modeEach expert has bounded, focused context
    Multi-section reasoningDepends on retrieval catching everythingFull document always present
    Pipeline complexityEmbeddings, vector DB, reranking, tuningNone
    UpdatesHours of re-indexingRecreate expert in minutes
    Cost modelRetrieval cost on every queryCreate expert once · Compute per query only
    Answer citationsWhich chunks were retrievedExact page and section references
    Use cases

    Built for documents that get queried repeatedly.

    Document Skills work best for structured, stable enterprise knowledge — where wrong answers are expensive and full context matters.

    ⚖️
    Contracts & Legal
    Cross-reference dependent clauses. Find obligations across sections. No retrieval miss means no missed liability.
    📋
    Compliance & Policy
    Full policy context on every query. Update the expert in minutes when regulations change.
    📊
    Financial Reports
    Pull specific figures from different sections and synthesize — with exact page citations across 80+ page reports.
    🔧
    Technical Documentation
    Reason across specs and architecture docs that reference each other. Full context means complete answers.
    🏢
    Company Knowledge Base
    Turn HR, legal, finance, and product docs into a network of experts. One query. Right expert. Every time.
    🎧
    Customer Support
    Convert your entire support documentation into a queryable expert. Accurate answers without retrieval misses.

    Turn your first document
    into an expert.

    Upload a PDF and create your first Document Skill in minutes. No credit card required.

    Get started free →

    No embeddings · No vector database · No retrieval pipeline · Query forever