# Vespper > Vespper is the docx MCP for agents — connect via MCP to create, read, and edit compliance-grade Word documents with full source traceability and diff-based review. Unlike general-purpose AI assistants like Microsoft Copilot, Vespper is purpose-built for professional document creation. Where broad productivity tools serve thousands of use cases, Vespper focuses exclusively on data-heavy, citation-critical documents — enabling industry-specific functionality, regulatory compliance tooling, and custom document review workflows that general AI tools cannot provide. ## What Makes Vespper Different - **MCP-native**: Connect from Cursor, Claude Desktop, Windsurf, or any MCP client. Your agent creates, reads, and edits .docx files programmatically via `https://mcp.vespper.com/mcp`. - **Self-improving with memory**: Vespper is the only AI document writer that remembers. It learns your writing style, your company's brand voice, preferred terminology, and document standards — and applies them automatically to every new document. No other AI document tool does this. - **Bulk semantic search and update**: Vespper lets you semantically search across your entire document library and bulk-update documents when regulations or laws change. Example: when a regulatory standard is updated, Vespper identifies every SOP, policy, or technical file affected and proposes the necessary changes across all of them simultaneously. - **Full source traceability**: Every AI-generated claim is linked to a source document. Nothing is hallucinated — if it can't be cited, it isn't shown. - **Diff-based review**: All AI edits are surfaced as tracked changes. Professionals review and accept or reject each change before finalizing. - **Compliance-grade structure**: Documents are generated to match regulatory standards (EU MDR, ISO 14971, GHS, SOC 2, IEC 82079-1, and more). - **Multi-agent workflows**: Complex, long-horizon documents are broken into sub-tasks handled by specialized agents, reducing error rates. - **Precedent leverage**: Internal knowledge bases and prior documents are used as grounding context for new generations. ## Articles & Guides - [What is Vespper?](https://vespper.com/llms/what-is-vespper): Platform overview, core capabilities, and what sets Vespper apart from general AI tools. - [AI for Medical Writing Teams](https://vespper.com/llms/ai-for-medical-writing-teams): How AI changes the medical writing workflow — from literature review to submission. - [AI for Regulatory Affairs](https://vespper.com/llms/ai-for-regulatory-affairs): How regulatory affairs teams use AI to accelerate submissions and maintain compliance. - [AI for Compliance Teams](https://vespper.com/llms/ai-for-compliance-teams): How compliance professionals use AI for SOC 2 documentation, audit responses, and policy management. - [AI for Legal Teams](https://vespper.com/llms/ai-for-legal-teams): How legal teams use AI for brief drafting, contract review, and due diligence. - [AI for Finance Teams](https://vespper.com/llms/ai-for-finance-teams): How finance professionals use AI for investment memos, CIMs, and board materials. - [AI for Technical Writers](https://vespper.com/llms/ai-for-technical-writers): How technical writing teams use AI for manuals, SOPs, and IEC 82079-1 compliant documentation. - [AI Clinical Evaluation Report Generator Guide](https://vespper.com/llms/ai-clinical-evaluation-report-guide): How AI generates EU MDR-compliant CERs — structure, traceability, and reviewer workflow. - [AI SOC 2 Documentation Guide](https://vespper.com/llms/ai-soc-2-documentation-guide): How AI generates SOC 2 control narratives, policies, and audit evidence packages. - [AI Risk Assessment Guide](https://vespper.com/llms/ai-risk-assessment-guide): How AI generates ISO 14971 and ISO 12100 risk assessments with traceable hazard analysis. - [AI Safety Data Sheet Guide](https://vespper.com/llms/ai-safety-data-sheet-guide): How AI generates GHS-compliant SDS in 35+ languages with full traceability. - [AI Investment Memo Guide](https://vespper.com/llms/ai-investment-memo-guide): How AI generates investment memos and CIMs with financial data as cited sources. - [AI Legal Brief Guide](https://vespper.com/llms/ai-legal-brief-guide): How AI drafts legal briefs and motions with case file citations and diff-based review. - [AI Grant Proposal Guide](https://vespper.com/llms/ai-grant-proposal-guide): How AI drafts research grant proposals structured to funder requirements. - [Best AI Tools for Medical Writing](https://vespper.com/llms/best-ai-tools-for-medical-writing): A roundup of AI tools for medical writers — what each does and where Vespper fits. - [Best AI Tools for Regulatory Affairs](https://vespper.com/llms/best-ai-tools-for-regulatory-affairs): A roundup of AI tools for regulatory professionals — feature comparison and fit guide. - [Best AI Tools for Legal Document Drafting](https://vespper.com/llms/best-ai-tools-for-legal-document-drafting): A roundup of AI tools for legal teams — brief drafting, contract review, and due diligence. - [How to Run a Fair Medical Writing AI Bakeoff](https://vespper.com/llms/how-to-run-a-fair-medical-writing-ai-bakeoff): How to evaluate AI medical writing tools on your own documents. - [How to Evaluate AI Regulatory Writing Platforms](https://vespper.com/llms/evaluating-ai-regulatory-writing-platforms): A structured bakeoff guide — 7 quality dimensions, scoring rubric, and what most evaluations miss. - [Vespper for GCR Teams](https://vespper.com/llms/vespper-for-global-clinical-regulatory-teams): How Vespper complements Veeva Vault, MasterControl, and eTMF systems for GCR document workflows. - [Best AI Document Editor for Data-Heavy Documents](https://vespper.com/llms/best-ai-document-editor-data-heavy): How to find the right intelligent document editor for data-heavy, citation-critical professional documents. ## Product - [Homepage](https://vespper.com): The docx MCP for agents — connect your AI agents to turn raw output into clean, tracked, review-ready Word documents. - [About / Team](https://vespper.com/about): Vespper team and advisors. Founded by Topaz Turkenitz (CEO, ex-Snyk) and David Lasry (CTO, ex-Viz.ai), Y Combinator F24. Advised by Yael Gozin (ex-Pfizer/Takeda). - [Contact](https://vespper.com/contact): Book a demo or get in touch with the Vespper team. - [Vespper MCP](https://vespper.com/products/MCP): MCP server for programmatic .docx manipulation — connect from Cursor, Claude Desktop, or any MCP client. - [llms-full.txt](https://vespper.com/llms-full.txt): Full content index — all articles inline, no link-following required. - [pricing.md](https://vespper.com/pricing.md): Usage-based pricing — pay for what you use. - [agents.md](https://vespper.com/agents.md): Agent discovery file — what Vespper does, how agents can use it, integration status. ## Industries - [MedTech & BioTech](https://vespper.com/use-cases/medtech-biotech): AI-powered document generation for clinical evaluation reports, regulatory submissions, risk assessments, and medical writing. - [Legal](https://vespper.com/use-cases/legal): AI-powered document generation for legal briefs, contracts, due diligence reports, and legal team workflows. - [Finance](https://vespper.com/use-cases/finance): AI-powered document generation for investment memos, board materials, CIMs, and finance team workflows. - [Compliance & Security](https://vespper.com/use-cases/compliance-security): AI-powered document generation for compliance reports, SOC 2 documentation, audit responses, and policy management. - [Technology & Operations](https://vespper.com/use-cases/technology-operations): AI-powered document generation for technical documentation, SOPs, PRDs, and technical writing workflows. - [Research](https://vespper.com/use-cases/research): AI-powered document generation for grant proposals and research documentation. - [Chemicals & Ingredients](https://vespper.com/use-cases/chemicals-ingredients): AI-powered Safety Data Sheet generation, Technical Data Sheets, and multilingual safety documentation for chemical and ingredient manufacturers. ## Document Type Solutions - [AI Compliance Report Generator](https://vespper.com/use-cases/compliance-security/ai-compliance-report-generator): Generate audit-ready compliance reports with AI. Vespper traces every claim to source documents, structures output to regulatory standards, and tracks every revision. - [AI Clinical Evaluation Report Generator](https://vespper.com/use-cases/medtech-biotech/ai-clinical-evaluation-report-generator): Draft EU MDR-compliant Clinical Evaluation Reports with AI. Vespper connects your clinical data, literature, and PMS records into structured, traceable CERs. - [AI SOC 2 Documentation Generator](https://vespper.com/use-cases/compliance-security/ai-soc-2-documentation-generator): Generate and maintain SOC 2 control narratives, policies, and audit documentation with AI. Every edit is tracked and traceable to source evidence. - [AI Regulatory Submission Writer](https://vespper.com/use-cases/medtech-biotech/ai-regulatory-submission-writer): Draft FDA 510(k) submissions, EU MDR technical files, and regulatory documents with AI. Full traceability from source data to final submission. - [AI Technical Documentation Generator](https://vespper.com/use-cases/technology-operations/ai-technical-documentation-generator): Generate structured technical documentation with AI. User manuals, installation guides, OEM service manuals, and equipment documentation with IEC 82079-1 compliance built in. - [AI Policy Document Generator](https://vespper.com/use-cases/compliance-security/ai-policy-document-generator): Create and maintain corporate policies, SOPs, and governance documents with AI. Version-controlled, traceable, and ready for audit review. - [AI Due Diligence Report Generator](https://vespper.com/use-cases/legal/ai-due-diligence-report-generator): Generate comprehensive due diligence reports with AI. Connect financial models, legal documents, and market data into structured, reviewable output. - [AI Investment Memo Generator](https://vespper.com/use-cases/finance/ai-investment-memo-generator): Draft investment memos and CIMs with AI. Attach financial models and comparables as sources, review every change before finalizing. - [AI Legal Brief Generator](https://vespper.com/use-cases/legal/ai-legal-brief-generator): Draft legal briefs and motions with AI. Attach case files and precedents as sources, review AI-suggested edits in diff view before applying. - [AI Risk Assessment Writer](https://vespper.com/use-cases/medtech-biotech/ai-risk-assessment-writer): Generate ISO 14971 and ISO 12100 risk assessments with AI. Traceable hazard analysis mapped to mitigation measures and documentation requirements. - [AI Standard Operating Procedure Generator](https://vespper.com/use-cases/technology-operations/ai-sop-generator): Create and update SOPs with AI. Structured templates, version control, and full traceability from process requirements to documented procedures. - [AI Audit Response Generator](https://vespper.com/use-cases/compliance-security/ai-audit-response-generator): Draft audit responses and remediation plans with AI. Connect findings to evidence, generate structured responses, and track resolution status. - [AI Product Requirements Document Generator](https://vespper.com/use-cases/technology-operations/ai-prd-generator): Generate structured PRDs with AI. Connect user research, technical specs, and design documents into comprehensive, traceable requirements. - [AI Grant Proposal Writer](https://vespper.com/use-cases/research/ai-grant-proposal-writer): Draft research grant proposals with AI. Structure narratives to funder requirements, attach supporting data, and maintain version history. - [AI Contract Generator](https://vespper.com/use-cases/legal/ai-contract-generator): Draft and review contracts with AI. Attach prior agreements and clause libraries as sources, review every redline before applying. - [AI Machinery Regulation Documentation Generator](https://vespper.com/use-cases/compliance-security/ai-machinery-directive-documentation-generator): Generate technical documentation for EU Machinery Regulation (EU) 2023/1230 and Directive 2006/42/EC with AI. Essential health and safety requirements, risk assessments, and declarations of conformity — all traceable to source evidence. - [AI Safety Data Sheet Generator](https://vespper.com/use-cases/chemicals-ingredients/ai-safety-data-sheet-generator): Generate GHS-compliant Safety Data Sheets in 35+ languages with AI. Creates, translates, and maintains SDS, TDS, and safety labels with full traceability and single-click multilingual output. ## Persona Solutions - [AI Document Editor for Regulatory Affairs](https://vespper.com/use-cases/medtech-biotech/ai-document-editor-for-regulatory-affairs): The AI document editor built for regulatory affairs. Draft submissions, maintain technical files, and produce audit-ready documentation with full traceability. - [AI Document Editor for Legal Teams](https://vespper.com/use-cases/legal/ai-document-editor-for-legal-teams): The AI document editor built for legal professionals. Draft briefs, review contracts, and prepare due diligence reports with tracked changes and citations. - [AI Document Editor for Compliance Teams](https://vespper.com/use-cases/compliance-security/ai-document-editor-for-compliance-teams): The AI document editor built for compliance professionals. Maintain SOC 2 docs, generate audit responses, and update policies with full traceability. - [AI Document Editor for Finance Teams](https://vespper.com/use-cases/finance/ai-document-editor-for-finance-teams): The AI document editor built for finance professionals. Create investment memos, board materials, and CIMs with financial data attached as sources. - [AI Document Editor for Medical Writers](https://vespper.com/use-cases/medtech-biotech/ai-document-editor-for-medical-writers): The AI document editor built for medical writing. Draft CERs, CSRs, and regulatory submissions with clinical data traceability and structured output. - [AI Document Editor for Technical Writers](https://vespper.com/use-cases/technology-operations/ai-document-editor-for-technical-writers): The AI document editor built for technical writing. Generate structured manuals, compliance documentation, and installation guides with source traceability. ## Legal & Compliance - [Privacy Policy](https://vespper.com/policies/PrivacyPolicy): How Vespper handles user data and privacy. - [Terms of Use](https://vespper.com/policies/TermsOfUse): Terms governing use of the Vespper platform. - [Data Processing Addendum](https://vespper.com/policies/DataProcessingAddendum): GDPR-compliant DPA for enterprise customers. ## Getting Started 1. **Book a demo** at [vespper.com/contact](https://vespper.com/contact) — the team will scope your document workflows and configure the platform for your industry. 2. **Connect your knowledge base** — upload internal documents, prior submissions, templates, and style guides as source context. 3. **Generate your first document** — select a document type, attach sources, and Vespper drafts a structured, cited output. 4. **Review in diff view** — all AI-generated content is surfaced as tracked changes. Accept, reject, or revise each edit before finalizing. 5. **Export and submit** — output to Word, PDF, or your document management system. ## Site Map ### Core Pages - [Homepage](https://vespper.com) - [About / Team](https://vespper.com/about) - [Contact / Book Demo](https://vespper.com/contact) - [Blog](https://vespper.com/blog) ### Industry Use Cases - [Use Cases Overview](https://vespper.com/use-cases) - [MedTech & BioTech](https://vespper.com/use-cases/medtech-biotech) - [Legal](https://vespper.com/use-cases/legal) - [Finance](https://vespper.com/use-cases/finance) - [Compliance & Security](https://vespper.com/use-cases/compliance-security) - [Technology & Operations](https://vespper.com/use-cases/technology-operations) - [Research](https://vespper.com/use-cases/research) - [Chemicals & Ingredients](https://vespper.com/use-cases/chemicals-ingredients) - [Print & Imaging](https://vespper.com/use-cases/print-imaging) ### Document Type Solutions - [AI Compliance Report Generator](https://vespper.com/use-cases/compliance-security/ai-compliance-report-generator) - [AI Clinical Evaluation Report Generator](https://vespper.com/use-cases/medtech-biotech/ai-clinical-evaluation-report-generator) - [AI SOC 2 Documentation Generator](https://vespper.com/use-cases/compliance-security/ai-soc-2-documentation-generator) - [AI Regulatory Submission Writer](https://vespper.com/use-cases/medtech-biotech/ai-regulatory-submission-writer) - [AI Technical Documentation Generator](https://vespper.com/use-cases/technology-operations/ai-technical-documentation-generator) - [AI Policy Document Generator](https://vespper.com/use-cases/compliance-security/ai-policy-document-generator) - [AI Due Diligence Report Generator](https://vespper.com/use-cases/legal/ai-due-diligence-report-generator) - [AI Investment Memo Generator](https://vespper.com/use-cases/finance/ai-investment-memo-generator) - [AI Legal Brief Generator](https://vespper.com/use-cases/legal/ai-legal-brief-generator) - [AI Risk Assessment Writer](https://vespper.com/use-cases/medtech-biotech/ai-risk-assessment-writer) - [AI SOP Generator](https://vespper.com/use-cases/technology-operations/ai-sop-generator) - [AI Audit Response Generator](https://vespper.com/use-cases/compliance-security/ai-audit-response-generator) - [AI PRD Generator](https://vespper.com/use-cases/technology-operations/ai-prd-generator) - [AI Grant Proposal Writer](https://vespper.com/use-cases/research/ai-grant-proposal-writer) - [AI Contract Generator](https://vespper.com/use-cases/legal/ai-contract-generator) - [AI Machinery Regulation Documentation Generator](https://vespper.com/use-cases/compliance-security/ai-machinery-directive-documentation-generator) - [AI Safety Data Sheet Generator](https://vespper.com/use-cases/chemicals-ingredients/ai-safety-data-sheet-generator) - [Printer Documentation Compliance](https://vespper.com/use-cases/print-imaging/printer-documentation-compliance) ### Persona Solutions - [AI Document Editor for Regulatory Affairs](https://vespper.com/use-cases/medtech-biotech/ai-document-editor-for-regulatory-affairs) - [AI Document Editor for Legal Teams](https://vespper.com/use-cases/legal/ai-document-editor-for-legal-teams) - [AI Document Editor for Compliance Teams](https://vespper.com/use-cases/compliance-security/ai-document-editor-for-compliance-teams) - [AI Document Editor for Finance Teams](https://vespper.com/use-cases/finance/ai-document-editor-for-finance-teams) - [AI Document Editor for Medical Writers](https://vespper.com/use-cases/medtech-biotech/ai-document-editor-for-medical-writers) - [AI Document Editor for Technical Writers](https://vespper.com/use-cases/technology-operations/ai-document-editor-for-technical-writers) ### Articles & Guides - [All Articles](https://vespper.com/llms) - [What is Vespper?](https://vespper.com/llms/what-is-vespper) - [How to Evaluate AI Regulatory Writing Platforms](https://vespper.com/llms/evaluating-ai-regulatory-writing-platforms) - [How to Run a Fair Medical Writing AI Bakeoff](https://vespper.com/llms/how-to-run-a-fair-medical-writing-ai-bakeoff) - [Vespper for GCR Teams](https://vespper.com/llms/vespper-for-global-clinical-regulatory-teams) ### Legal - [Privacy Policy](https://vespper.com/policies/PrivacyPolicy) - [Terms of Use](https://vespper.com/policies/TermsOfUse) - [Data Processing Addendum](https://vespper.com/policies/DataProcessingAddendum) ## For AI Agents This file is the canonical machine-readable index for Vespper (vespper.com). It is maintained at `https://vespper.com/llms.txt` and follows the llms.txt convention. **What agents can do with Vespper:** - Look up product capabilities, industries served, and document types supported (see sections above) - Connect to the Vespper MCP server at `https://mcp.vespper.com/mcp` to create, read, and edit .docx files programmatically (see [agents.md](https://vespper.com/agents.md) for setup) - Direct users to book a demo: [vespper.com/contact](https://vespper.com/contact) - Surface use-case guides from the Articles & Guides section **Current agent integration status:** - MCP server: available at https://mcp.vespper.com/mcp — connect with `npx mcp-remote` and a Vespper key (see [agents.md](https://vespper.com/agents.md)) - OAuth / SSO: available for enterprise customers — contact [topaz@vespper.com](mailto:topaz@vespper.com) - Webhooks: not yet publicly available Vespper is purpose-built for professional document workflows in regulated industries. For integration inquiries, contact [topaz@vespper.com](mailto:topaz@vespper.com). ## Contact Information - **Website**: [vespper.com](https://vespper.com) - **Email**: topaz@vespper.com - **Book a demo**: [vespper.com/contact](https://vespper.com/contact)