Reworkd GTM brain

category

market profile

• text: Extracting structured data across many websites requires ongoing handling of site changes, pagination and failed requests.
• text: After AgentGPT, Reworkd shifted toward agents that generate scraping code; the site now displays a sunset notice, whose date conflicts with later product updates.

personas

• title: Head of Data Engineering
  pains:

  • Maintains extraction code across changing sites and has to troubleshoot failures.
  • Must provision browsers and proxies while producing consistent structured data.
• title: Data Product Manager
  pains:

  • Needs a broad web dataset without a separate engineering project for each source.
  • Needs confidence that delivered records match the intended schema.

icp

• text: Data product companies and research teams extracting recurring structured information from hundreds or thousands of public sites; company size is not specified.
• text: Teams with engineering capacity constrained by scraper construction, monitoring and repair.

message pillars

• text: Automate the pipeline from collection to output.
• text: Remove manual development and maintenance work.
• text: Deliver extraction at scale.

objections

• objection: Is the service still available?
  response: The site displays a sunset notice and migration contact, although later product updates make its date ambiguous; confirm directly before buying.
• objection: Can extraction handle a difficult and changing site portfolio?
  response: If available, evaluate representative sources and verify output accuracy, refresh behavior and failure reporting.

competitors

• name: Apify
  why: Offers hosted scrapers and a platform for web data collection.
• name: Bright Data
  why: Offers web scraping infrastructure and datasets.
• name: Zyte
  why: Offers structured web extraction and scraping infrastructure.

influencers

• name: Asim Shrestha
  url: https://www.reworkd.ai/blog/reworkd-raises-1-25m
  why: Reworkd co-founder who wrote about the company's evolution.

keywords

• web data extraction at scale
• AI web scraping
• scraper maintenance
• web data pipeline
• structured website data
• no code web scraper

voice

• direct and conversational
• engineering pain focused
• reassuring

signals

• text: A data team maintains scrapers across a large, frequently changing site portfolio.
• text: A data product requires recurring structured extracts from public websites.

stack

• API

pricing

motion

channels

• GitHub
• LinkedIn
• X
• blog

confidence

Founders

• name: Srijan Subedi
  title: Founder
  role: Founder
  bio: Co-founder at Reworkd AI. Combined major in Science at UBC. Previously worked at STEMCELL Technologies and Heart Lung Innovation as a Clinical Researcher.