PermitNerd

A construction permit lifecycle and prediction dataset generated by an expediting workflow SaaS. Three distinct assets. First, estimator-versus-outcome pairs: the Permit Estimator predicts required permits, review departments, fees, timelines and risks for a described project, and the live city sync then reveals which permits were actually filed, issued, delayed or rejected, so every estimate has a matched ground-truth outcome. Second, blueprint document pairs: customer drawing uploads with the automatically extracted square footage, room counts and project details, plus the estimator outputs those extractions drive. Third, cross-jurisdiction approval-latency records: permit status transitions with issue dates, expiration dates, missed-inspection events and alert triggers across 10 live-sync cities, with manual entry covering all other jurisdictions. Plus a conversational layer of user permit questions and decoded city notices from the built-in AI assistant.

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Coverage

Universe, instruments and categories.

Industry: Construction & EngineeringReal Estate Services
Instruments: equities
Categories: AlternativeSupply ChainReference
Regions: US
Sample tickers: DHILENPHMHZOEMCFIXPWRCBREJLL

Dataset card

Type: not stated
Format: Multimodal — architectural drawing uploads (raster and vector PDFs) with extracted structured attributes; tabular permit and status records from city APIs; generated PDF estimator reports; and conversational text from the AI assistant
Volume: Modest and concentrated. Saved-permit ceilings of 100, 500 and 1,500 per account across tiers imply a tracked-permit universe plausibly in the tens of thousands to low hundreds of thousands of records given the inferred account base. Blueprint analyses are rate-limited to 5 or 10 per month on paid tiers only and estimator reports to 2, 10 or 20 per month, so the drawing corpus and the prediction-versus-outcome pair set are each likely in the low thousands cumulatively rather than at scale — approximately 2,000-10,000 blueprint analyses and a similar order of estimator reports since launch, both bounded by per-account monthly caps.
Users: ~150-800 organizations (inferred from published tier ceilings of 3, 5 and 10 team seats and 5, 15 and 50 active projects across Starter, Pro and Advanced, a self-serve vertical-SaaS motion, and a corporate record showing no disclosed headcount; no user figure is published)
History: 3 years
Update frequency: not stated
Growth: Active — 10 cities on live sync described as current ('today'), a named roadmap item (bulk import), ongoing AI feature additions, and three-tier packaging sold from solo operators up to enterprise teams; offset by a corporate record showing no disclosed employees, which caps the pace
Launched: ~2023-2025 (inferred; no copyright year, founding date or press mention appears in the fetched page). Bounded from the feature stack: a document-vision blueprint extractor and an LLM-based permit assistant could not credibly have shipped before roughly 2023, when those capabilities became commercially usable.
Delivery: not stated
Entity mapping: not stated
Sample: not stated
Point-in-time: not stated
Licence: not stated

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