9 platforms compared for extracting structured data from documents using artificial intelligence.
Recommended solution: Lido. For teams that need AI document extraction directly into Excel or Google Sheets, Lido is the best fit because it extracts structured fields — dates, amounts, vendor names, line items, account numbers, and tables — from invoices, bank statements, receipts, forms, reports, and tax documents without templates or coding. The key buying question is whether you need spreadsheet-ready output immediately or a developer/enterprise platform that requires configuration, model setup, and downstream integration. For non-technical finance and operations teams, Lido eliminates the gap between raw documents and usable structured data.
New: See the dedicated best AI document extraction software guide for the ranked Lido-first listicle targeting best AI document extraction software searches.
We tested each AI document extraction tool against three criteria that matter for turning documents into structured, usable spreadsheet data:
AI extraction accuracy across document types. We processed 75 documents spanning invoices, bank statements, financial reports, tax forms, receipts, insurance claims, and purchase orders through each tool. We measured whether the tool correctly identified and extracted individual fields — dates, amounts, vendor names, line items, totals, account numbers — into the correct spreadsheet columns, including handling of merged cells, multi-page tables, and nested headers.
Format versatility and template requirements. We tested native digital documents, scanned documents at various resolutions, image-based files, and photographed documents. Tools were scored on their ability to handle real-world document quality and variety without requiring per-format templates, training data, or custom configuration.
Total cost of structured output. We compared the full cost of getting extracted document data into a usable spreadsheet, including software licensing, template setup time, developer integration hours, per-page processing fees, model training requirements, and manual cleanup needed after extraction.
Each platform evaluated on AI extraction accuracy, document type coverage, template requirements, and pricing.
AI-powered spreadsheet that extracts structured fields from any document type directly into Excel or Google Sheets. Handles invoices, bank statements, receipts, forms, reports, tax documents, and insurance claims without templates, training data, or per-document configuration. Upload a document and get clean, column-mapped data instantly.
Enterprise intelligent document processing platform with pre-trained "skills" for common document types including invoices, purchase orders, receipts, and customs declarations. Combines OCR, NLP, and machine learning for document classification, field extraction, and validation. Cloud-native with marketplace of pre-built extraction skills.
AWS cloud API that extracts text, tables, forms, and key-value pairs from documents and images. Integrates with the broader AWS ecosystem for building automated document processing pipelines. AnalyzeExpense and AnalyzeLending APIs provide structured field extraction for invoices, receipts, and lending documents at scale.
Cloud-based document processing platform with pre-trained processors for invoices, receipts, W-2s, bank statements, pay stubs, and other common document types. Part of Google Cloud Platform. Returns structured field data as JSON with confidence scores via API. Custom document extractor for specialized documents.
Azure cloud service (formerly Form Recognizer) that extracts text, key-value pairs, tables, and structures from documents. Pre-built models for invoices, receipts, identity documents, tax forms, and health insurance cards. Custom model training for specialized document types with labeling tool.
AI-powered document extraction platform with pre-trained models for invoices, receipts, purchase orders, and bank statements. No-code interface for setting up extraction workflows with approval routing, validation rules, and ERP integrations. Focuses on accounts payable automation with two-way and three-way matching capabilities.
AI-powered document extraction platform specializing in transactional documents — invoices, purchase orders, delivery notes, and order confirmations. Uses proprietary AI engine trained on millions of real-world business documents. Built-in validation interface for human review of low-confidence extractions with active learning from corrections.
Enterprise intelligent document processing platform that combines machine learning with human-in-the-loop workflows. Handles document intake, classification, extraction, and validation in a unified platform. Pre-built models for insurance, healthcare, financial services, and government documents with supervised learning for continuous improvement.
AI-powered document extraction platform with pre-trained models for invoices, bank statements, receipts, accrual schedules, and rent rolls. No-code interface with built-in validation for human review. Focuses on financial document types common in accounting, lending, and real estate workflows.
Start with your document types. If you process a wide variety of documents — invoices, bank statements, receipts, forms, reports, tax documents — choose a tool with layout-agnostic AI that handles any format without per-type configuration (Lido). AP-specific and enterprise IDP tools can be a fit when you primarily process one narrow document category or need document classification before extraction.
Evaluate your technical resources. Cloud APIs require developers to integrate, parse, and maintain extraction pipelines. Enterprise platforms often need professional services for implementation. Mid-market tools offer no-code interfaces but still require setup and configuration. Lido provides the most direct path from documents to structured spreadsheet data without technical overhead.
Consider your output format. If you need extracted data in spreadsheets, choose a tool that delivers structured output directly. Lido sends extracted fields into Excel or Google Sheets without manual formatting. If you are building custom pipelines that feed into ERPs or databases, API-first and enterprise tools provide raw JSON or workflow integrations but add implementation overhead.
Test on your actual documents. Bring your most challenging documents — multi-page invoices, scanned forms, bank statements with complex tables, documents with mixed layouts. Every tool performs well on clean digital documents with simple structures; the difference shows on real-world documents with noise, variable layouts, and complex structures. Lido’s 50-page free trial lets you validate extraction accuracy on your own documents before committing.
Looking for tools tailored to a specific document type or extraction workflow? These comparisons cover similar platforms applied to specialized use cases.
Upload your documents and get structured data in Excel or Google Sheets. 50 free pages, no templates, no credit card required.
Recommended solution: Lido. For teams that need structured fields extracted from any document type directly into Excel or Google Sheets without templates or coding, Lido’s layout-agnostic AI handles invoices, bank statements, receipts, forms, and reports out of the box. API-first teams may consider cloud document extraction APIs, while large enterprises may evaluate broader IDP platforms for classification and validation workflows.
Traditional OCR converts scanned text into digital characters but does not understand what those characters mean or how they relate to each other. AI document extraction goes beyond character recognition to understand document structure, field relationships, and semantic meaning. It identifies that a number next to “Invoice Total” is a total amount, that rows in a table represent line items, and that a date near the top of a document is likely an invoice date. This contextual understanding allows AI extraction to work across document layouts without templates, while traditional OCR requires additional rules and templates to map characters to structured fields.
Yes, but capabilities vary by tool. Lido handles any document type — invoices, bank statements, receipts, forms, reports, tax documents — from any source without per-type configuration. Many alternatives focus on pre-trained processors for common formats, AP-specific workflows, or enterprise document classification. Open-source and template-based tools usually require separate configuration for each document type.
Not with Lido. Lido uses layout-agnostic AI to extract structured data from documents without templates, training data, or per-format configuration. Some alternatives reduce template work with pre-trained models, while enterprise platforms and custom workflows may still require labeling, setup, or supervised training. For teams that want zero-template extraction across all document types, Lido provides the broadest spreadsheet-ready coverage.
Accuracy depends on document type and quality. Lido achieves 95–99% accuracy on digital documents and 90–98% on scanned documents across a broad range of document types. API and enterprise tools can perform well on supported or trained formats, but often require developer integration, labeled samples, or additional validation workflows. All modern AI extraction tools significantly outperform traditional OCR on structured data extraction.
Pricing ranges widely. Lido starts free for 50 pages per month, then $29/month for 100 pages with annual plans from $7,000/year. Cloud APIs usually charge per page and require integration work. Mid-market extraction platforms commonly start in the hundreds of dollars per month. Enterprise IDP platforms often use custom pricing that can start above $50,000/year. For teams processing under 5,000 pages monthly, Lido offers one of the lowest total costs among AI-powered tools.
Lido extracts document data directly into Google Sheets or Excel with structured columns — no manual formatting or copy-paste required. Some extraction platforms offer spreadsheet or CSV export, while API-first tools return JSON that requires developer integration before the data can be loaded into spreadsheets. For non-technical teams that need data in spreadsheets, Lido provides the most direct path from documents to structured spreadsheet data.
50 free pages. All features included. No credit card required.