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AI · alternatives · 2026

AO

24 alternatives to Atlas of Water Science via generative AI

This is our Atlas of Water Science. It's a globe mapping water science that colleagues have done over the past few years. Approx 300 papers got analyzed. The pipeline sends open access papers to an LLM asks the LLM to extract areas relevant to science in a form suitable for a geocoder, then we use a geocoder to get lat lons. When things happen in the same spot we jitter the locations a bit to differentiate things. gpt4o-mini was used for most of the analysis. Some of the features on the website are directly invented by Claude. There are some errors when geocoding went wrong or locations were…

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Atlas of Water Science via generative AI launched in 2024; newer entries below may have overtaken it.

  1. 1
    Atlas.new▲524

    The AI agent for maps and spatial data

    Jan 2026 · atlas.new · its alternatives →

  2. 2
    Atlas.co▲960

    GIS and maps in the browser

    2024 · atlas.co · its alternatives →

  3. 3

    Atlas is the AI-native GIS. Build maps, dashboards, and spatial workflows from a conversation — GIS-grade analysis, accessible to your whole team. Trusted by energy developers, asset managers, and field operations teams.

    2024 · atlas.co · its alternatives →

  4. 4

    I've developed a Python API service that uses GPT-4o for OCR on PDFs. It features parallel processing and batch handling for improved performance. Not only does it convert PDF to markdown, but it also describes the images within the PDF using captions like `[Image: This picture shows 4 people waving]`. In testing with NASA's Apollo 17 flight documents, it successfully converted complex, multi-oriented pages into well-structured Markdown. The project is open-source and available on GitHub. Feedback is welcome.

    2024 · github.com · its alternatives →

  5. 5
    Atlasly▲86

    Your site did 5 days of research. We did it in 60 seconds.

    Mar 2026 · atlasly.app · its alternatives →

  6. 6

    I built a browser-based tool for detecting objects in satellite imagery using vision-language models (VLMs). You draw a polygon on the map and enter a text prompt such as "swimming pools", "oil tanks", or "buses". The system scans the selected area tile-by-tile and returns detections projected back onto the map as GeoJSON. Pipeline: select area and zoom level, split the region into mercantile tiles, run each tile with the prompt through a VLM, convert predicted bounding boxes to geographic coordinates (WGS84), and render the results back on the map. It works reasonably well for distinct…

    Mar 2026 · useful-ai-tools.com · its alternatives →

  7. 7

    The API for data-driven mapping

    2015 · its alternatives →

  8. 8

    A "virtual satellite" to map Earth in unprecedented detail

    2025 · deepmind.google · its alternatives →

  9. 9MD
  10. 10

    The first comprehensive generative AI market map

    2022 · antler.co · its alternatives →

  11. 11

    ML dev tool that saves you up to 8x in cloud GPU costs

    2019 · its alternatives →

  12. 12IE
  13. 13

    We built Maptoolkit.org - a free, production-grade vector maps service built on OpenStreetMap and MapLibre. Map rendering and tile hosting have historically been either expensive (Google, Mapbox) or complex to maintain yourself. (Plus: Their maps are car-focused.) Our maps feature max data zoom 15, global hill-shading, 3D terrain, contour lines, water depths, and specialized styles (like Hiking, Cycling, Winter). No sign up or API keys required. You can use it like this: ``` const map = new maplibregl.Map({ container: 'map', style: 'https://styles.maptoolkit.org/summer.json',…

    Jul 2026 · maptoolkit.org · its alternatives →

  14. 14AI
  15. 15IG

    Data automation and visualization platform for spreadsheet users.

    2024 · columns.ai · its alternatives →

  16. 16

    Generate llm-friendly content for websites

    2025 · geo-generator.vercel.app · its alternatives →

  17. 17

    Hi HackerNews, Lately, I have seen an explosion in posts offering paid APIs/services to get unstructured data into LLMs (i.e. langchain extract, ragflow, unstructured, unstract, just to name a few) and I have been largely disappointed by them, either because they fail to implement multimodal support, fail to give good context for "really tricky" PDFs / Word docs / Powerpoints, or are just plain difficult to use. In light of all these posts I figured I'd share my solution that has been working smoothly for me and my clients. I put it up on GitHub for free so you can check it…

    2024 · github.com · its alternatives →

  18. 18

    Mobile-first 3D mapping engine with emphasis on user experience - felixpalmer/procedural-gl-js

    2020 · github.com · its alternatives →

  19. 19

    Discover how your brand appears in ChatGPT, Claude, and Google AI Summary with AI Visibility. Track your AI score, outrank competitors, and prove ROI—all in Amplitude.

    Oct 2025 · amplitude.com · its alternatives →

  20. 20

    The real-time global AI water consumption index.

    Jan 2026 · waterbuss.com · its alternatives →

  21. 21

    🌏 A Declarative 3D Globe Data Visualization Library built with Three.js - syt123450/giojs

    2018 · github.com · its alternatives →

  22. 22

    Optimize SEO + GEO with local Gemini Nano LLM in your Chrome

    Feb 2026 · chromewebstore.google.com · its alternatives →

  23. 23

    A free topographic map of the latest 10M+ research papers

    May 2026 · globalresearchspace.com · its alternatives →

  24. 24

    I've built an app that extracts interpretable 'circuits' from models using the GPT-2 architecture. These circuits reveal how specific inputs influence the probabilities of the next token in a sequence. While some tutorials present theoretical examples of how feedforward layers and attention heads may produce predictions, this app provides concrete examples of how information flows through an LLM. You can see, for example, the formation of features that search for simple grammatical patterns and trace their construction back to the use of more primitive features. Feel free to reach out with…

    2024 · peterlai.github.io · its alternatives →

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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →