# Infryne TechWorks

> Infryne TechWorks fuses AI, advanced analytics, and geospatial technology to help organizations see, understand, and act on the world around them. We turn raw data into spatial intelligence.

## Primary Pages
- [/](https://www.infrynetechworks.com/): The main website homepage introducing Infryne TechWorks. Covers our mission, core services (AI, Data Analytics, GIS & Geospatial, AI + GIS Fusion, Data Engineering, Remote Sensing), project delivery stats, and custom process framework.
- [/services](https://www.infrynetechworks.com/services): Complete service portfolio for GeoAI, GIS, remote sensing, spatial analytics, and geospatial data engineering.
- [/industries](https://www.infrynetechworks.com/industries): Industry-specific spatial intelligence solutions organized around operational decisions.
- [/about](https://www.infrynetechworks.com/about): Infryne TechWorks team, spatial-native delivery approach, technical disciplines, and operating principles.
- [/blog](https://www.infrynetechworks.com/blog): Index of our deep-dive publications, detailing the infrastructure, design decisions, and delivery patterns we use to build spatial systems.
- [/resources/geoai-feasibility-checklist](https://www.infrynetechworks.com/resources/geoai-feasibility-checklist): Interactive readiness assessment for a GeoAI use case, covering decision ownership, spatial signal, representative data, and delivery path.
- [/contact](https://www.infrynetechworks.com/contact): Contact Infryne TechWorks about a GeoAI, GIS, remote sensing, spatial BI, or data-engineering project.
- [/careers](https://www.infrynetechworks.com/careers): Information about joining Infryne TechWorks as a data scientist, GIS engineer, AI engineer, or spatial data specialist.

## Web Applications & Edge-Routed Tools
- [/geoeditor](https://www.infrynetechworks.com/geoeditor): Live interactive in-browser GIS editor and 3D spatial file viewer. Supports Shapefile, GeoJSON, KML, GeoParquet, FlatGeobuf, DXF, and GPX with zero server upload.
- [/burnscar](https://www.infrynetechworks.com/burnscar): Live satellite wildfire burn scar detection and dNBR severity mapping tool powered by Sentinel-2 MSI data.
- [/products/geoeditor](https://www.infrynetechworks.com/products/geoeditor): GeoEditor product overview, architecture specifications, and documentation.
- [/products/burnscar](https://www.infrynetechworks.com/products/burnscar): BurnScar platform documentation, USGS CBI scale guide, and methodology.
- [/tools/geoeditor/view-geojson-online](https://www.infrynetechworks.com/tools/geoeditor/view-geojson-online): In-browser 3D GeoJSON viewer and attribute inspector.
- [/tools/geoeditor/open-shapefile-mac](https://www.infrynetechworks.com/tools/geoeditor/open-shapefile-mac): Guide and tool for opening Shapefiles on Mac without QGIS.
- [/tools/geoeditor/kml-to-geoparquet-viewer](https://www.infrynetechworks.com/tools/geoeditor/kml-to-geoparquet-viewer): KML to GeoParquet viewer and conversion engine.
- [/tools/burnscar/wildfire-burn-severity-california-2026](https://www.infrynetechworks.com/tools/burnscar/wildfire-burn-severity-california-2026): California wildfire burn severity analysis and satellite tracking.


## Industry Solutions
- [/industries/remote-sensing-agriculture](https://www.infrynetechworks.com/industries/remote-sensing-agriculture): Satellite crop monitoring, desert greening, NDVI analysis, and field-ready agricultural alerts.
- [/industries/smart-city-spatial-analytics](https://www.infrynetechworks.com/industries/smart-city-spatial-analytics): Spatial analytics and digital-twin workflows for urban planning, mobility, assets, and city operations.
- [/industries/utility-network-gis](https://www.infrynetechworks.com/industries/utility-network-gis): Governed network GIS, topology, asset records, field workflows, and operational analytics for utilities.
- [/industries/logistics-location-intelligence](https://www.infrynetechworks.com/industries/logistics-location-intelligence): Location intelligence for routing, territories, service areas, facility planning, and fleet operations.
- [/industries/government-public-sector-gis](https://www.infrynetechworks.com/industries/government-public-sector-gis): Governed GIS and GeoAI systems for public planning, service delivery, land, inspection, and emergency workflows.
- [/industries/environmental-monitoring-geoai](https://www.infrynetechworks.com/industries/environmental-monitoring-geoai): Repeatable environmental monitoring using satellite imagery, sensors, field evidence, and spatial analytics.
- [/industries/infrastructure-asset-intelligence](https://www.infrynetechworks.com/industries/infrastructure-asset-intelligence): Spatial asset intelligence for risk-based inspection, maintenance, condition, exposure, and project visibility.
- [/industries/real-estate-gis-location-intelligence](https://www.infrynetechworks.com/industries/real-estate-gis-location-intelligence): Real estate GIS for site selection, market feasibility, development due diligence, catchment analysis, and portfolio intelligence.
- [/industries/insurance-climate-risk-analytics](https://www.infrynetechworks.com/industries/insurance-climate-risk-analytics): Traceable geocoding, hazard exposure, accumulation, portfolio, and event-response analytics.

## Service Landing Pages
- [/services/geoai-consulting](https://www.infrynetechworks.com/services/geoai-consulting): GeoAI feasibility, spatial machine learning, validation, production deployment, and decision workflows.
- [/services/postgis-performance-optimization](https://www.infrynetechworks.com/services/postgis-performance-optimization): PostGIS query, indexing, schema, workload, and performance optimization with measured evidence.
- [/services/enterprise-gis-modernization](https://www.infrynetechworks.com/services/enterprise-gis-modernization): Enterprise GIS assessment, architecture modernization, migration, governance, and cloud integration.
- [/services/geospatial-data-engineering](https://www.infrynetechworks.com/services/geospatial-data-engineering): Reliable spatial ETL, data contracts, quality controls, lineage, storage, APIs, and observability.
- [/services/satellite-change-detection](https://www.infrynetechworks.com/services/satellite-change-detection): Operational satellite change detection with validation, uncertainty, evidence review, and alert delivery.
- [/services/gis-development-services](https://www.infrynetechworks.com/services/gis-development-services): Custom Web GIS applications, spatial APIs, geodatabases, interactive maps, and production deployment.
- [/services/spatial-analysis-consulting](https://www.infrynetechworks.com/services/spatial-analysis-consulting): Decision-focused spatial analysis, geoprocessing, suitability, network, accessibility, and statistical workflows.
- [/services/spatial-bi-analytics](https://www.infrynetechworks.com/services/spatial-bi-analytics): Spatial BI and analytics combining governed KPIs, business data, and geography in operational dashboards and automated reporting.

## Technical Guides & Articles
- [/blog/thermal-inequality-karachi](https://www.infrynetechworks.com/blog/thermal-inequality-karachi): A 10-year Landsat analysis of land-surface temperature, tree canopy, census wards, and unequal heat exposure across Karachi.
- [/blog/ndvi-alert-pipeline](https://www.infrynetechworks.com/blog/ndvi-alert-pipeline): "From Raw Satellite Pixels to a Working NDVI Alert Pipeline". Tahira Siddique explains Sentinel-2 Level-2A acquisition, SCL cloud masking, median compositing, crop-stage baselines, spatially honest CNN validation, and field-ready crop stress alerts.
- [/blog/spatial-data-leakage-machine-learning](https://www.infrynetechworks.com/blog/spatial-data-leakage-machine-learning): "Why Your ML Model Is Lying to You — and Geography Is the Missing Variable". Tahira Siddique explains spatial data leakage, Moran's I, spatial block cross-validation, geographic buffering, leave-region-out testing, and location-aware feature design.
- [/blog/maplibre-gl-js-guide](https://www.infrynetechworks.com/blog/maplibre-gl-js-guide): "MapLibre GL JS: High-Performance Interactive Maps". A practical guide to WebGL rendering, PMTiles integration, custom GLSL layers, feature state, performance optimization, Martin tile servers, and production-ready Next.js integration.
- [/blog/scaling-geospatial-pipelines-aws-batch](https://www.infrynetechworks.com/blog/scaling-geospatial-pipelines-aws-batch): "Scaling Geospatial Pipelines: From 10 Files to 10,000 in AWS Batch". A production guide to AWS Batch array jobs, container memory failures, IAM roles, S3 request smoothing, and imagery processing at scale.
- [/blog/cloud-native-web-mapping-architectures](https://www.infrynetechworks.com/blog/cloud-native-web-mapping-architectures): A guide to PMTiles, Cloudflare object storage, Martin vector tiles, and PostGIS optimization for cloud-native web maps.
- [/blog/scaling-spatial-pipelines](https://www.infrynetechworks.com/blog/scaling-spatial-pipelines): "Scaling Spatial Pipelines: Why Your Location Queries Are Crashing". An expert guide resolving spatial bottlenecks: AWS RDS vs. self-hosted EC2, the PostGIS storefront architecture utilizing distributed spatial compute (Apache Sedona/Wherobots), spatial indexing techniques (GiST vs. BRIN), and the ST_DWithin performance optimization secret.

## Links & Socials
- [GitHub](https://github.com/infrynetechworks): Open-source tools, repositories, and technical demos by Infryne TechWorks.
- [LinkedIn](https://www.linkedin.com/company/infrynetechworks): Company news, articles, and hiring updates.

## Legal & Terms
- [/privacy-policy](https://www.infrynetechworks.com/privacy-policy): Privacy policy detailing information collection, logging, and user privacy protections.
- [/terms-of-service](https://www.infrynetechworks.com/terms-of-service): Terms of service and usage licensing rules for the Infryne TechWorks platform.