Revise
Revise is a browser-based AI document editor and word processor with an integrated AI agent that proposes inline tracked changes, supports multiple LLM providers (OpenAI, Anthropic, Google, xAI), and serves professionals, students, and general writers via a self-serve freemium SaaS model.
- Company typePrivate
- Founded2025
- Headquarters—
- Headcount1–10
- GTM typeB2C
- OfferingSoftware
What Revise does
Revise operates a browser-based word processor built around an integrated AI agent that proposes inline, tracked changes across full documents. The product supports model-switching between OpenAI GPT (including GPT-5.5, GPT-5.5 Pro), Anthropic Claude (Sonnet 5, Claude 4.8 Opus, Fable 5), Google Gemini 3 Flash, and xAI Grok 4.x variants. Technical differentiators include proprietary vision AI that reconstructs structure from scanned PDFs and images, a multi-model orchestration layer, an MCP (Model Context Protocol) server at mcp.revise.io that exposes document operations to external agents such as Claude Desktop and ChatGPT, real-time multi-user collaboration with synced agent conversations, and visual revision history. Surrounding the core editor are standalone sub-products: an AI Rewriter, Document Converter (PDF/Word/Markdown/images/scans), ErrataBench (a public LLM proofreading benchmark covering 77 model variants across 2,455 runs), tone rewriters, translation tools across 12 languages, Email Generator, LinkedIn Post Generator, Summarize Text, Grammar Checker, and OCR utilities. Two sub-brand experiences target Students and Professionals (legal, compliance, HR, consulting, RFP, immigration, grants, clinical, board reporting).
The company runs a self-serve product-led growth motion, distributing entirely through revise.io with no installation or app-store presence and acquiring users via SEO-driven standalone free tools and content marketing. Monetization rests on a freemium model with tiered monthly subscriptions - Free (daily AI limits), Plus, Pro (4x Plus), and Max (20x Plus) - where each tier grants a monthly AI-prompt allowance denominated in GPT Mini-equivalent prompts with model-specific consumption multipliers and pay-as-you-go Extra Usage for overages. The firm cites 15,000+ documents edited per month, 100,000+ AI edits accepted per month, and users in 130+ countries, and reports self-attested GDPR and CCPA compliance. No revenue figures, funding rounds, named institutional investors, leadership team, or office locations are disclosed; the company appears privately held with 1-10 employees and bootstrapped/self-funded operating characteristics.
Revise firmographics
Firmographics- Name
- Revise
- Legal name
- Revise
- Website
- https://revise.io
- Company type
- Private
- Founded year
- 2025
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Revise is a browser-based AI document editor and word processor with an integrated AI agent that proposes inline tracked changes, supports multiple LLM providers (OpenAI, Anthropic, Google, xAI), and serves professionals, students, and general writers via a self-serve freemium SaaS model.
- Ownership category
- akta.pro rank
Revise industry classification
Industry- Product category
- AI Document Editor
- NAICS
- Software Publishers (513210)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)
Keywords
Revise business model
Business model- GTM type
- B2C
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Operations, Marketing or Sales, Infrastructure
Revenue model
- Subscription SaaS: Browser-based word processor with tiered subscription plans (Free, Plus, Pro, Max). Free tier includes limited daily AI usage. Paid tiers provide higher monthly AI usage allowances with model choice affecting consumption rates.
- Freemium: Free plan provides full document editor with daily AI usage limits. Paid upgrades unlock higher limits and access to more powerful AI models.
- Usage-Based AI: Monthly AI usage allowance that varies by plan. Different AI models consume allowance at different rates (e.g., GPT-5.4 Mini ~1x, GPT-5.5 ~5.5x, GPT-5.5 Pro ~14x, Claude Fable 5 ~9x). Pay-as-you-go Extra Usage available for overages.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free - Basic editing with limited AI |
| Subscription | Monthly | Plus - Enhanced AI usage for individuals |
| Subscription | Monthly | Pro - Advanced AI for power users |
| Subscription | Monthly | Max - Maximum AI capacity for heavy workloads |
Go-to-market motion1 record
Distribution channels1 record
Marketing channels4 records
Revise product offering
Product offeringCore offering
Revise is a browser-based AI document editor and word processor with a built-in AI agent that drafts, edits, and proofreads documents inline. The platform integrates multiple AI models from OpenAI, Anthropic, Google, and xAI, supports vision-based PDF and scanned document conversion, real-time multi-user collaboration, and visual revision history. Surrounding the core editor are standalone free tools for rewriting, translation, OCR, tone adjustment, email generation, summarization, and document conversion.
Product overview
Revise is a unified AI document editor (word processor) with a built-in AI Agent. The core platform integrates multiple AI models from OpenAI, Anthropic, Google, and xAI. Surrounding the core editor are standalone tools including the AI Rewriter for quick text transformations, Document Converter for file format conversions (PDF, Word, Markdown, images, scans), and specialized tools for translation, tone adjustment, email generation, and summarization. ErrataBench is an LLM benchmarking tool. The MCP Server enables external AI agents to interact with Revise. Two audience-specific sub-brands target students and professionals.
Differentiator
Problem solved
Functional benefit
Brands
- ErrataBench: LLM benchmark tool that measures proofreading quality across different AI models, benchmarking 77 model variants across 2455 runs.
Products and services
- Revise Core Platform Browser-based AI document editor and word processor with a built-in AI agent that drafts, edits, and proofreads documents. Supports multiple AI models from OpenAI, Anthropic, Google, and xAI, real-time collaboration, visual revision history, and inline tracked changes for AI edits. Targets professionals, students, and general document writers.
- AI Agent Built-in AI agent that performs brainstorming, drafting, proofreading, rewriting, and multi-step edits on documents. Proposes changes inline as tracked changes for user review. Supports multiple AI models and Extended Mode for longer-running complex tasks.
- AI Rewriter Free standalone tool for quick text transformations without requiring a document. Supports editing prompts including proofread, shorten, and summarize, plus tone adjustments and translation to multiple languages.
- Document Converter Free document conversion tool supporting PDF, Word, Markdown, HTML, RTF, ODT, text files, images, scans, and handwriting. Uses vision AI for accurate structure preservation across formats. No account required.
- ErrataBench LLM benchmarking system that measures proofreading quality across 77 model variants. Tests models' ability to find and fix writing errors using agent loops with find_and_replace tools.
- MCP Server Model Context Protocol server allowing external AI agents (Claude Desktop, ChatGPT, Codex Desktop, OpenClaw, Hermes) to connect to Revise for creating, reading, editing, searching, and sharing documents. Exposes tools like create_document, edit_document, search_documents, and export_document.
- Translation Tools Free AI translation tools supporting 12 languages including Spanish, French, German, Italian, Portuguese, Chinese, Japanese, Korean, Arabic, Russian, plus Pirate and Shakespeare styles.
- Tone Rewriters Free AI tone adjustment tools including Professional, Casual, Assertive, Friendly, Formal, Confident, Empathetic, Persuasive, Enthusiastic, and Polite modes.
- Email Generator Free AI tool that turns rough notes into polished, formal email drafts with subject lines.
- LinkedIn Post Generator Free AI tool that transforms drafts into professional LinkedIn posts with hashtags.
- Summarize Text Free AI tool that condenses longer passages into clear summaries with key points and action items.
- Grammar Checker Free AI tool that fixes spelling, grammar, and awkward phrasing in short drafts.
Quantifiable outcome
- 15,000+ documents edited per month
- +2 more outcomes
Companies that use Revise
Customer profileSegments3 records
Ideal customer profiles3 records
Revise technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration9 records
AI capability6 records
Feature7 records
Revise partnerships and signals
Strategic signalScale indicators7 records
Recent moves6 records
Expansion highlights6 records
Revise competitors and assessment
Company assessmentDirect peers
- Lex: AI-native collaborative word processor offering AI drafting and editing inside a streamlined editor. Closest direct peer to Revise on product shape (minimal document editor + integrated AI) and target user.
- Notion AI: AI features embedded in a documents/notes/workspace platform with collaborative editing. Comparable as an AI-enhanced writing surface for professionals and students—the same horizontal segments Revise targets.
- Grammarly: AI writing assistant with proofreading, tone, and rewriting capabilities across documents. Direct competitor on the editing/assistance layer of Revise's value proposition, with much larger user base and brand.
Emerging players
- ChatGPT: General-purpose AI assistant widely used for drafting and revising documents in chat. An expanding substitute for a dedicated editor since it already powers much of the underlying model usage.
- Claude (Anthropic): Frontier LLM with strong long-document and editing capabilities that can substitute for or supplement dedicated word processors. Both a supplier to Revise via the MCP server and a competing surface for end users.
- Jasper: AI content platform aimed at marketing and business writing with brand controls and templates. Overlaps with Revise's professional-segment use cases (reports, communications) while being more marketing-vertical focused.
- Mem: AI-native notes and writing app that auto-organizes and rewrites content. Overlaps with Revise on AI-assisted drafting and a lightweight document model, though more note-centric than document-centric.
Regional players
- Sudowrite: AI writing tool focused on fiction and long-form creative writing. Adjacent to Revise as another AI-native editor for a specific vertical, useful as a reference point for vertical specialization in AI writing tools.
Broad incumbents
- Microsoft Word (Microsoft 365 Copilot): Default enterprise word processor now bundled with Copilot AI features for drafting, summarization, and tracked changes. The dominant incumbent Revise benchmarks itself against on its comparison table.
- Google Docs (Gemini in Workspace): Browser-native collaborative word processor with new Gemini-powered AI assistance. Direct incumbent competitor with massive distribution and the collaboration feature set Revise has had to replicate.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks5 records
Key highlights6 records
Customer concentration
Revise social profiles
Digital presenceRevise compliance and trust
Trust signalCompliance2 records
Revise financial estimates
Financial estimateRevenue estimate
Valuation estimate
Revise leadership team
Management profileNumber of profiles
Revise funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Revise M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Revise
What does Revise do?
Revise is a browser-based AI document editor and word processor with a built-in AI agent that drafts, edits, and proofreads documents inline. The platform integrates multiple AI models from OpenAI, Anthropic, Google, and xAI, supports vision-based PDF and scanned document conversion, real-time multi-user collaboration, and visual revision history. Surrounding the core editor are standalone free tools for rewriting, translation, OCR, tone adjustment, email generation, summarization, and document conversion.
Is Revise a public or private company?
Revise is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Revise founded?
Revise was founded in 2025. It employs 1 to 10 people.
How does Revise make money?
Three revenue lines are on record. Subscription SaaS are the primary driver. The others are freemium and usage-Based AI.
Who are Revise's main competitors?
Direct peers on record are Lex, Notion AI and Grammarly. Emerging players are ChatGPT, Claude (Anthropic), Jasper and Mem. Sudowrite is listed as a regional player. Broad incumbents are Microsoft Word (Microsoft 365 Copilot) and Google Docs (Gemini in Workspace).
Does Revise have an API?
Yes. Revise exposes a Model Context Protocol (MCP) server for external AI agents to connect and interact with Revise documents. The MCP server endpoint is https://mcp.revise.io/mcp. It allows any MCP-capable agent (Claude Desktop, ChatGPT, Codex Desktop, OpenClaw, Hermes) to create, read, edit, search, and share documents. Available tools include: create_document, import_document, upload_document, convert_document, list_documents, search_documents, read_document, search_within_document, get_document_outline, get_document_info, get_recent_changes, export_document, edit_document, replace_document_content, rename_document, set_page_layout, delete_document, invite_collaborator, and request_account_access. Authentication uses document edit tokens (rvse_doc_…) for single-document access or account API keys (rvse_pat_…) for full account access. No account is required for document creation tools and conversion. Developer documentation is at revise.io/help/mcp-server.
What industry is Revise in?
Revise's product category is AI Document Editor. Its primary akta.pro industry code is HDAEANAA, End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management). Its NAICS code is 513210 and its SIC code is 7372.