Record Foundry

Dataset specs

Updated September 27, 2026

Coverage, freshness and delivery for each dataset. The comparison table covers issued permits and FDA refusals; Austin plan review and federal recompetes are described below.

Austin permitsChicago permitsFDA refusals
GeographyCity of Austin, TexasCity of Chicago, IllinoisForeign and U.S. firms whose shipments FDA refused at U.S. entry.
SourceCity of Austin Open Data: Issued Construction Permits (3syk-w9eu)City of Chicago Data Portal: Building Permits (ydr8-5enu)U.S. FDA Import Refusal Report export
Record selectionCommercial building permits (BP) whose description explicitly states a change of use from one use to anotherBuilding permits whose description explicitly states a change of use or occupancy (commercial and residential)All refusal lines for one exact FEI
Source history depth*Commercial BP records from 1921; about 121,800 since 2000 and 28,500 since 2020Permits from 2006 onward (about 848,000 total)2024 to the latest monthly export
Per-report windowUp to 31 days of issue dates (queries over 2,000 source rows must be shortened)Up to 31 days of issue datesOne FEI; full 2024–current export
FreshnessFetched from the city API at run time; publisher update timestamp recordedFetched from the city API at run time; publisher update timestamp recordedCurrent export downloaded at run time; coverage end and age recorded
Observed sample6 matches in one 31-day Aug–Sep 2026 sample (of 332 permits)4 matches in one 31-day Aug–Sep 2026 sample (of 2,819 permits)Varies by facility (sample: 23 lines)
Formats and deliveryJSON via Apify API, n8n and MCP; $9 website report in HTML, CSV and JSONJSON via Apify API, n8n and MCPJSON via Apify API, n8n and MCP
Price$1 per nonempty report (API); $9 one-time report$1 per nonempty report$0.50 per nonempty report
Not includedBusiness openings, operators, contacts, completed workCurrent occupancy, operators, contactsRecalls, warning letters, import alerts; no risk score

*Source depth measured from the publishers' APIs on September 24, 2026. Standard reports cover up to 31 days; for longer historical extracts or recurring deliveries, contact matthew@goodlifegames.io.

Field-level details: data dictionary.

Austin plan-review API

The Austin API also supports stage: "inReview" for commercial change-of-use cases in the City's Plan Review Cases dataset (n8ck-xkda). Its date window uses application dates, and pendingReview distinguishes cases still awaiting a decision. A pending case is not an approved project. The $9 website report and the current n8n template cover issued permits only. Plan-review reports are available through the Apify API at $1 per nonempty report. Austin API documentation.

Federal contract recompetes

Federal Contract Recompete Finder queries USAspending prime contracts and orders by NAICS, PSC, state or agency. The default future end-date window is 3–18 months, with a maximum window width of 24 months. Outputs include incumbent, value, current and potential end dates, option runway and a rule-based recompete signal with reasons. The first 25 contracts per run are free, then $0.02 per additional contract. Defense data can lag by 90 days. A contract end date does not guarantee a new solicitation. Full recompete coverage and output fields.