Streetstory
A data-journalist studio where you describe the map you want in plain words, get a defensible spatial query, and export a publish-ready interactive graphic in minutes.
Newsroom data journalists and local reporters working on location-driven stories
- Plain-language prompt → ready-to-publish Kepler/Mapbox layer with cited SQL
- Built-in fact-check checks (duplicate geometries, wrong CRS joins, area sanity)
- One-click pull from Overture Maps and common open government tables
- Embeddable, accessibility-tagged exports for CMS workflows
Geosql's 4x improvement on geometry-validation cases (HN) is the exact failure mode that wrecks small newsroom maps; newsrooms can't afford GIS staff and will pay for a tool that turns that problem into a paragraph.
Established tool stack exists for data journalists (Datawrapper, Flourish, RStudio listed in Journalist's Toolbox) showing real demand, but 26 of 30 curated tools are free — indicating price-sensitive, low-conversion users.Data tools | Journalist's Toolbox ↗Essential 30+ Tools for Data Journalist (2026) | Free & Paid | Tool... ↗
Datawrapper and Flourish already cover easy map/chart creation for newsrooms; the narrower wedge is plain-English-to-defensible-spatial-query plus publish-ready export — addressed by no clear incumbent but adjacent tools crowd the simple-map niche.Data tools | Journalist's Toolbox ↗From NL2SQL to NL2GeoSQL: GeoSQL-Eval for automated evaluation of LLMs ↗
Newsrooms are notoriously budget-constrained and the curated directory shows the majority of competing tools are free; paid tiers (Datawrapper/Flourish) exist but per-seat newsroom pricing is modest — willingness to pay is real but capped.Essential 30+ Tools for Data Journalist (2026) | Free & Paid | Tool... ↗
Location-driven journalism is durable, but the GeoSQL-Eval paper confirms LLMs still struggle with spatial function execution — as frontier models improve, the 'defensible spatial query' wedge may commoditize quickly.From NL2SQL to NL2GeoSQL: GeoSQL-Eval for automated evaluation of LLMs ↗
Buildable by composing LLM NL→spatial-query (the GeoSQL skill), an existing map renderer, and export glue — non-trivial GIS integration but no fundamental blocker.