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Knowstory: AI Data Extraction API & AMA Search Tool

Knowstory converts your website search bar into an AI-powered AMA and extracts structured JSON data from any unstructured document via a simple API call.

Overview

Knowstory is a dual-purpose AI tool designed to eliminate manual data wrangling. On one hand, it transforms a simple website search bar into an interactive AMA (Ask Me Anything) section, letting users get instant answers instead of sifting through static pages. On the other, it functions as a powerful document-to-data engine, converting unstructured text, PDFs, and datasets into clean, structured JSON. What sets Knowstory apart is its template-free approach to extraction. Rather than forcing you to map data to rigid pre-built schemas, you simply describe the fields you need—like 'invoice total' or 'borrower name'—and the API returns a structured JSON object matching your request. It handles any file type, format, or length, making it a flexible backend for teams drowning in contracts, forms, and receipts. By connecting to over 5,000 apps, Knowstory doesn't just extract data; it puts that data to work. Users can build no-code automation workflows that pipe extracted information directly into CRMs, spreadsheets, or accounting software, effectively bridging the gap between messy source documents and actionable business systems.

Capabilities & Features

  • Data extraction
  • API
  • Structured data
  • Unstructured text
  • Document processing
  • Automation
  • No-code
  • AMA
  • Search bar
  • Knowledge base

Core Features

  • Template-free field extraction via simple descriptions
  • Structured JSON output from unstructured sources
  • Universal file support (any type, format, or length)
  • AMA-style search bar transformation for websites
  • Native integration with 5,000+ apps for automation
  • Single API call data retrieval

Use Cases

  • Pulling key terms and parties from legal contracts and RFPs
  • Extracting rates and applicant details from mortgage documents
  • Automating insurance claims processing from intake forms
  • Digitizing receipts and transaction records for expense tracking
  • Streamlining order fulfillment by parsing shipping manifests
  • Eliminating manual invoice entry for accounting teams

Best For

  • Legal professionals
  • Financial analysts
  • Insurance agents
  • Logistics managers
  • Accountants
  • Data scientists
  • Business analysts

Pros

  • No-code setup requires no rigid templates or schemas
  • Handles diverse file types regardless of length or format
  • Wide compatibility with 5,000+ apps for instant automation
  • Simple pay-per-page pricing with a generous free trial
  • Dual functionality covers both search UX and backend data ops

Cons

  • Usage-based pricing could become costly for high-volume document processing
  • Lacks transparent tiered plans for enterprise-level predictability
  • Accuracy for highly complex or handwritten documents isn't specified
  • Limited pricing options may not suit teams needing fixed monthly budgets

How to Use

1. Feed a document or dataset into the Knowstory API. 2. Describe the specific fields you want to pull out (e.g., 'dates,' 'names,' 'total amount')—no template required. 3. Receive a structured JSON object containing the extracted data in a single API call. 4. Connect the output to one of 5,000+ supported apps to trigger automated, no-code workflows.

Frequently Asked Questions

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Pricing

Knowstory uses a simple pay-as-you-go model priced at $0.15 per page (1,000 tokens), with the first 10 pages processed for free.

Pricing data is provided as a summary. Visit the vendor website for full tier details.