Multi-document Q&A
LLM.co enables private, AI-powered question answering across thousands of internal documents—delivering grounded, cited responses from your own data sources. Whether you're working with contracts, research, policies, or technical docs, our system gives you accurate, secure answers in seconds, with zero exposure to third-party AI services.
Enterprise AI Features
Secure, AI-Powered Multi-Document Q&A Built for Speed, Scale, and Precision
LLM.co’s Multi-Document Q&A feature enables your teams to ask complex questions and get accurate, grounded answers across thousands of documents—all within a private, compliant environment. Whether you're sifting through contracts, case files, research reports, or technical manuals, our platform lets you ask questions in natural language and receive precise responses backed by real citations—without relying on any public AI APIs or generic search tools.
Why Teams Use LLM.co for Multi-Document Q&A
Ask One Question. Search Across Thousands of Files.
Stop toggling between PDFs, emails, spreadsheets, and folders. Our system ingests and indexes your content, allowing you to ask natural language questions that are semantically matched across multiple sources—providing real answers instead of endless file search results.
Grounded, Cited, and Verifiable Responses
Every answer is traceable. Our retrieval-augmented generation (RAG) pipeline ensures each response is grounded in specific paragraphs, clauses, or entries from your source documents—with exact citations and direct links to context.
No Data Leaves Your Environment
All data processing happens within your infrastructure. Deployed on-premise or in your private cloud, LLM.co keeps sensitive documents, business knowledge, and intellectual property entirely within your control.
Handles Complex, Cross-Referenced Queries
Ask nuanced, multi-part questions and get synthesis from multiple documents. Perfect for legal clause comparisons, compliance verification, historical reporting, and multi-policy review.
Designed for High-Volume, High-Variance Content
LLM.co handles hundreds or thousands of documents across varied formats—contracts, emails, knowledge bases, spreadsheets, policy docs, and more. Our semantic index normalizes and understands even inconsistent language or formatting.
Custom Scoping and Role-Based Access
Queries can be scoped by department, file type, or user role, ensuring that users only retrieve answers from content they’re authorized to see. Ideal for legal, finance, HR, or operations teams operating under strict data access controls.
Key Use Cases
Legal Teams Reviewing Contracts and Policies
Ask, “Which NDAs include jurisdiction clauses for Delaware?” or “Where are the indemnification terms located across our master service agreements?”—and get answers with line-level references.
Finance & Audit Teams Verifying Internal Policies
Query across audit logs, finance manuals, and compliance documents to answer questions like, “What was the approved reimbursement limit in 2022?” or “How have our expense policies changed over the past three years?”
Healthcare & Life Sciences Research
Pull data from clinical trials, regulatory filings, treatment protocols, or patient documentation to answer questions across hundreds of reports—safely and within HIPAA-compliant environments.
Enterprise Knowledge Retrieval
Enable employees to query company policies, onboarding docs, engineering specs, and IT procedures in plain English. Save time spent hunting for scattered documents and surface knowledge instantly.
Customer Support & Sales Enablement
Equip reps with the ability to ask product-related questions that reference current SLAs, pricing docs, security whitepapers, and technical manuals—without needing to escalate or dig manually.
What Sets LLM.co Apart
- Fully private deployment — On-prem or VPC hosting keeps your knowledge confidential
- RAG-backed answers — Each response links directly to verified source documents
- Fast, semantic indexing — Search across diverse file formats with natural language
- Custom filters & permissions — Control access at the file, folder, or user level
- Explainable & auditable output — Powered by Model Context Protocol (MCP)
- High-volume capacity — Scale to millions of documents with secure performance
Supported Data Types & Sources
- PDF, DOCX, XLSX, CSV, TXT
- Google Workspace (Docs, Sheets, Gmail)
- Microsoft 365 (Word, Excel, Outlook, SharePoint)
- Notion, Confluence, Slack, Jira
- Cloud storage (S3, Dropbox, Box, OneDrive)
- Internal databases and proprietary file systems
Documents are parsed, chunked, embedded, and linked to source anchors—enabling pinpoint-accurate retrieval and Q&A.
Who Benefits from Multi-Document Q&A
- Law firms reviewing deal terms, case law, and discovery
- Financial institutions comparing disclosures, filings, and compliance rules
- Healthcare systems querying across care protocols and regulatory texts
- IT and security teams surfacing procedures, logs, and audit data
- Enterprises unlocking insights from vast internal documentation
One Question. Thousands of Answers—One You Can Trust.
LLM.co’s Multi-Document Q&A turns your unstructured data into an intelligent, accessible knowledge base—while keeping everything private, traceable, and aligned with your internal governance.
See it in action. Book a private demo with our team today.
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LLM.co: One Search Bar for All Your Knowledge. Private, Powerful, Proven.