Market intelligence is signal
extraction at scale.
These are the sources. Four signal layers: social, economic, hiring, and public sector.
What people say when they are not talking to you.
Brand sentiment and competitive discussion live in subreddits, not in surveys. The Reddit Scraper returns full comment trees so you can read the actual conversation: what users dislike about your competitors, which features they request, and what language they use to describe the problem you solve.
Reddit Scraper →Threads moves fast. Hashtag and search modes let you track emerging topics and brand mentions before they reach mainstream coverage. Profile mode lets you monitor competitor accounts and their engagement rates.
Threads Scraper →Influencer and brand presence monitoring at scale. Pull follower counts, engagement, bio links, and recent post data for any public account. No login, no Meta API key, no quota negotiation.
Instagram Profile Scraper →Trade flows, macro context, and government contracts.
Import and export shifts between countries signal supply chain changes before they appear in earnings calls. Filter by HS code to track a specific product category: electronics components, chemical inputs, agricultural commodities. The Global Trade Data actor covers 200+ countries via World Bank WITS.
Global Trade Data →GDP growth, inflation, unemployment, and trade as a share of GDP give you the macro context for any market entry or expansion decision. 1,400+ indicators, 200+ countries, time series going back 60 years.
World Bank Indicators →Federal contract awards are public data. Search by agency, NAICS code, or recipient to build a B2G sales pipeline, track competitor contract wins, or monitor budget shifts across federal programs. Over $6 trillion in awards per year.
USAspending Federal Awards →Job postings as a leading indicator.
A company does not announce its strategy. But its job board does. A cluster of ML engineer roles signals a product bet. A sudden expansion in sales headcount signals a market push. A DevOps hiring surge precedes a platform rebuild.
The ATS Jobs Scraper pulls directly from Greenhouse, Lever, Workday, and Ashby employer boards using their public APIs. No auth tokens, no browser automation. Supply a list of company identifiers and get structured job data across all four platforms in one run.
ATS Jobs Scraper →Government portals as intelligence sources.
Socrata powers open data portals for CDC, HHS, CMS, New York City, Chicago, Texas, and 200+ other government entities. All of them share one API and one query language.
Use cases: CDC disease surveillance data for healthcare market sizing, city 311 complaint data for civic tech products, state expenditure data for government sales, HHS hospital quality scores for provider benchmarking tools.
The Socrata Open Data actor handles portal discovery plus SoQL-filtered data pulls. One actor, all 200+ portals.
Socrata Open Data →Reddit Scraper
Brand sentiment, community monitoring, and competitor discussion across any subreddit. Full comment trees.
→Threads Scraper
Emerging topic tracking on Meta Threads. Profile, search, and hashtag modes.
→Instagram Profile Scraper
Influencer follower counts, engagement rates, and bio data. Brand presence monitoring at scale.
→Global Trade Data
Import and export flows by country and product (HS codes). Supply chain shift detection via bilateral trade data.
→World Bank Indicators
GDP, inflation, unemployment, and 1,400 more macro indicators by country and year. Context layer for economic signals.
→USAspending Federal Awards
Federal contract and grant awards by agency, recipient, and NAICS code. B2G pipeline intelligence.
→ATS Jobs Scraper
A company's open roles reveal its priorities. Engineering roles signal product bets; sales roles signal market push.
→Socrata Open Data
CDC disease surveillance, city budgets, state expenditure, and 200+ government portals. Public sector signal layer.
→Building something else?
Several of these actors also feed RAG pipelines and compliance monitoring workflows.