Falaah Falaah AI
Document Intelligence

From Inbox to Insight to Output—Automatically

A complete platform that reads, understands, AND creates your business documents. Full lifecycle management powered by AI.

Why businesses need complete document lifecycle management

35%*
Cost Savings (IDP Average)
Industry estimates (various IDP vendors)
20%+
Time Spent on Information Tasks
Industry estimates (McKinsey/IDC research)
40+ hrs
Per Grant Proposal (Manual)
Based on common industry benchmarks
10x*
Faster with AI Assembly
Design Target

Documents are everywhere. Understanding them is hard.

📥

Scattered Across Systems

Invoices in email, contracts in SharePoint, certificates in file cabinets. No single source of truth.

⌨️

Manual Data Entry

Hours spent typing data from PDFs into spreadsheets. Error-prone and tedious.

🔍

Can't Find What You Need

"Where's that contract from 2024?" Searching through folders takes forever.

📝

Writing From Scratch

Grant proposals, RFP responses, reports—40+ hours each, rewriting similar content.

The Complete Document Lifecycle

From the moment a document enters your system to the moment you create a new one—Muin handles it all.

📥
Ingest
Upload, email, scan
🔍
Extract
OCR, NER, parsing
📁
Organize
Classify, tag, index
💬
Retrieve
Search, query, RAG
✍️
Create
Interview, generate
📤
Export
Word, PDF, download
📄

Read & Extract

AI reads your documents so you don't have to

AI-Powered OCR

Extract text from any document with high accuracy. Invoices, contracts, certificates—scanned or digital.

Smart Field Extraction

Automatically identify and extract key fields: vendor names, amounts, dates, line items, tax IDs, and more.

Confidence Scoring

Every extraction includes a confidence score. High confidence auto-processes; uncertain items route for review.

Smart Processing Pipeline

Multi-tier extraction with Tesseract, AWS Textract, and AI Vision fallback. Handles scanned, digital, and photo documents.

📁

Classify & Organize

Documents flow to the right place automatically

Auto-Classification

Documents are automatically categorized by type: invoice, contract, certificate, W-9, and more.

Smart Tagging

AI applies relevant tags based on content, vendor, department, and project automatically.

Version Control

Track document changes over time. Compare versions, see who made changes, and restore previous versions.

Audit Trails

Complete visibility into who accessed, modified, or processed every document. Compliance-ready.

🔍

Search & Retrieve

Ask questions in plain English, get answers instantly

Natural Language Queries

You ask: "Find all invoices over $50K from Q4"
You ask: "What are the payment terms in the ABC contract?"
You ask: "Show me vendor contracts expiring this quarter"

RAG-Powered Answers

Get answers that cite their source documents. Not just search results—actual understanding.

  • Context-aware responses
  • Source document citations
  • Cross-module discovery
  • Private AI processing

Advanced Capabilities

Powerful tools that go beyond basic document management

Semantic Search

Find any document instantly with natural language queries. Powered by BGE-M3 embeddings and pgvector—search by meaning, not just keywords.

Custom Document Types (Coming Soon)

Define your own extraction templates. Set custom fields, validation rules, and workflow triggers for any document type your business needs.

Email Forwarding

Forward documents directly to Muin via email. Auto-classified and extracted without manual upload.

OCR Processing

Extract text from scanned documents, photos, and PDFs. Works with handwritten text and poor-quality scans.

Duplicate Detection

AI identifies duplicate documents automatically after upload. Prevents double-processing of invoices, contracts, and receipts.

Relationship Detection

AI links related documents automatically—invoices to POs, contracts to amendments, receipts to expense reports.

New

Document Assembly Engine

AI that writes documents for you. Grant proposals, RFP responses, reports—created 10x faster with intelligent assistance.

How Document Assembly Works

1
Start Project
Choose document type
2
Interview
Answer smart questions
3
Gather
AI pulls context
4
Generate
AI writes sections
5
Refine
Review & export

Adaptive Interview Engine

AI asks the right questions and skips irrelevant ones. Smart conditional logic adapts to your answers.

Context Gathering

Auto-pulls data from your Data Vault, past documents, and external sources. No re-typing information.

AI Section Generation

Professional content written by AI, guided by your answers. Each section is contextual and specific.

Iterative Refinement

Review each section, provide feedback, and AI revises until it's perfect. You're always in control.

Export Anywhere

Download to Word or PDF with one click. Professional formatting preserved and ready for submission.

Starting with Grant Proposals

Our first Document Assembly focus: grant proposals. Integrated with grants.gov and California Grants Portal for eligibility data. Turn 40+ hours of writing into a few hours of review.

RFP Responses Coming Soon Contracts Coming Soon Compliance Reports Coming Soon
AI-Powered

AI Intelligence Built Into Every Step

Advanced AI models through AWS Bedrock deliver high accuracy from the start — without training on your data. Every document benefits from state-of-the-art processing automatically.

Auto-Classification

AI identifies document type on upload. Invoices, contracts, certificates, tax forms—classified in seconds with high accuracy.

Field Extraction

AI-powered extraction of structured data. Vendor names, amounts, dates, line items, tax IDs—extracted automatically from any format.

Anomaly Detection

Flag unusual documents or values automatically. Catch duplicate invoices, mismatched amounts, and suspicious patterns before they cause problems.

Cross-Module Linking

Documents automatically connect to Finance, HR, Vendors, and Compliance. An invoice links to its vendor, PO, and payment—zero manual effort.

Read AND Create

Document Intelligence works both ways—extract from existing documents, create new ones from your data.

Document Type 📄 Read / Extract ✍️ Create / Assemble
Grant Proposals Extract requirements from RFPs Generate full proposals
Invoices Extract line items & amounts (feeds Smart Payments) Generate from POs
Contracts Extract terms & obligations (powers AI Contract Review) Draft from templates
RFP Responses Parse requirements Generate responses
Compliance Reports Extract audit data Generate narratives
Policy Documents Extract key policies Generate updates

24+ Pre-configured Document Types

Pre-configured for dozens of business document formats, ready to process yours out of the box.

Invoices & Receipts
Contracts & Agreements
NDAs & Master Service Agreements
Statements of Work
Insurance Certificates
Vendor Certificates
Tax Forms (W-9, W-4, 1099, 990)
I-9 Employment Verification
Purchase Orders & Credit Memos
Bank Statements

Connected Across Your Entire Platform

Document Intelligence is not a silo. Every document connects to your workflows, modules, and AI assistant.

Muin Assistant Chat

Query documents in natural conversation. Ask questions, get cited answers from your document library.

Workflow Triggers

Trigger workflows on document upload. Route approvals, notify stakeholders, and automate processing pipelines.

Record Linking

Link documents to any module record. Attach contracts to vendors, receipts to expenses, certificates to compliance items.

Full API Access

Programmatic upload and retrieval via REST API. Build custom integrations, automate ingestion from any source.

Stop managing documents. Start using them.

Document Intelligence is available in all Muin plans. Beta starts May 2026 — sign up now to see the complete lifecycle in action.

See also: Smart Payments (invoice to payment) | Contracts (AI contract review)

AI Disclaimer: Muin's AI features assist your workflow — they do not replace professional judgment. AI-generated outputs may contain errors. Do not rely on AI output as legal, tax, financial, or compliance advice. Always consult qualified professionals.

Beta Notice: Muin is preparing for beta. Features described on this page may be in development, subject to change, or not yet available. See our beta agreement for details.