Lifestyle
Google Adds Gemini-Powered 'Ask' Assistant to Earth Engine to Help Map Analysts Write and Fix Code
Google says its Earth Engine platform, used to analyze maps and satellite imagery with code, now has Ask, a chat assistant powered by Google's Gemini AI. It can write, explain, debug and speed up scripts inside the editor. Users need their own Gemini API key, and paid-tier keys are billed by usage. Here is what Google says the feature does, which models it offers and what to check first.
About 6 min read
What Google announced
In a post on the Google Cloud Blog, Google announced a new feature called Ask for Google Earth Engine. Earth Engine is a Google platform where users write scripts to analyze geospatial data, for example to map forest cover or monitor farm yields. The article page is dated September 29, 2026. Its authors are Product Lead Joel Conkling and Software Engineer Katie Friis. Google says Earth Engine is part of Google Earth AI, its collection of geospatial models and datasets.
According to Google, Ask builds Gemini, Google's family of AI models, directly into the Earth Engine Code Editor, the web tool where users write and run their scripts. The Ask panel sits on the right side of the editor and gives chat-based help with the script you have open. Using their own Gemini API key, people can write, debug, understand and optimize geospatial queries without leaving the editor.
Read the full description
Sources are collected, independently checked, then reviewed by Jev.
Key feature: it reads the script you are working on
Google says Ask's answers draw on what is already in your workspace, so you do not need to paste in code or explain your datasets. According to Google, this context includes:
- The full text of the script you have open
- Your imported assets and geometries, meaning the data files and map shapes you have loaded into Earth Engine
- The chat history of your current session
Google also lists several settings you can change. You can choose a Gemini model; at launch the options are Gemini 3 Flash Preview, Gemini 3.1 Pro Preview and Gemini 3.5 Flash. You can let the AI search the official documentation or the Earth Engine Data Catalog, Google's library of datasets. You can also switch on Grounding with Google Search, which bases answers on the latest public web results. That option cannot be used together with documentation search or dataset search.
Four ways to use Ask
| Use case | How Google describes it | What it means for users |
|---|---|---|
| Generate code from plain language | Describe what you need and get JavaScript code, which you can add to your script with Insert or copy with Copy | Get started without memorizing exact syntax |
| Explain complex code | Ask what a script does and get a step-by-step explanation | Easier to understand scripts from colleagues or community examples |
| One-click troubleshooting | Error messages in the Console now include a "Troubleshoot" button that fills in a help request automatically | Fewer steps copying error messages by hand |
| Optimize queries | Suggestions such as filtering early, reducing computation steps and converting client-side loops into server-side operations | May help with slow scripts, timeouts or wasted computing resources |
The example prompt in Google's article is: "Write a script to load Sentinel-2 imagery for 2025 over Boulder, CO, apply a cloud mask, calculate NDVI, and add the median composite to the map." NDVI stands for Normalized Difference Vegetation Index. According to Google, if the editor already contains code, inserting new code opens a side-by-side diff view that shows the old and new versions next to each other, so users can review the changes before accepting them.
What it means for researchers and other users
Earth Engine is commonly used for geospatial work such as mapping forest cover, tracking changes in the built environment and monitoring agricultural yields. For these users, Ask brings tasks like looking up documentation, remembering function names and reading error messages into the editor, with help from AI. That may make Earth Engine easier to start with. However, these benefits are Google's own claims so far, and users still need to judge for themselves how accurate and useful it is.
Ask runs on the user's own Gemini API key. Google says there are free options, but a paid-tier key is billed based on usage. Organizations and individuals should therefore read the Gemini API terms and check their own cost and data policies before switching it on.
How to get started
According to Google, Ask is available worldwide, and setup takes two steps:
- Get a Gemini API key: if you don't have one yet, you can create one in Google AI Studio, Google's tool for working with its Gemini models.
- Add the key to Earth Engine: open the Code Editor, click the Ask panel on the right, then click the key icon in the lower-left corner and enter your API key.
Google also invites users to share feedback through the Feedback button in the Code Editor.
Frequently asked questions
What is Ask?
According to Google, Ask is a new chat assistant in the Google Earth Engine Code Editor. It uses Gemini to help write, explain, debug and optimize geospatial scripts.
Do I have to pay to use Ask?
Google says you need your own Gemini API key, which you can create in Google AI Studio. Google says there are free options, and paid-tier keys are billed based on usage.
Which Gemini models can Ask use?
According to Google, at launch users can choose Gemini 3 Flash Preview, Gemini 3.1 Pro Preview or Gemini 3.5 Flash.
What of my content does Ask read?
Google says answers draw on the full text of your open script, your imported assets and geometries, and the chat history of your current session.
Where is it available?
Google says Ask is available worldwide.
Can I trust AI-generated code as is?
You shouldn't trust it blindly. Google built a side-by-side diff view so you can review changes before accepting them, and no independent source has checked its accuracy yet, so check the results yourself.
Browse the latest news in this topic
Lifestyle
Cloudflare launches Traces in public beta: site operators can follow every step a request takes through the platform on one timeline
On October 2, 2026, Cloudflare announced the public beta of Cloudflare Traces. Website operators and developers using Cloudflare can see a request pass through security rules, caching, routing and the origin server on a single timeline, making it easier to find why a request was blocked or slowed. New pricing takes effect on December 1, 2026. Information comes from the official Cloudflare blog.
Lifestyle
Cloudflare launches Web Search API via AI Gateway, requiring search partners to follow its crawler rules
On October 2, 2026, Cloudflare announced a Web Search API that lets AI agents query live web information through AI Gateway. The first partners are Ceramic.ai, Exa and Linkup. Cloudflare says these partners' crawlers must meet its Verified bots requirements and cite sources. This matters both to developers building AI applications and to website owners whose content may be crawled.
Lifestyle
Cloudflare open-sources Streamline: a demo of using its cloud services to add graphics to live streams and burn subtitles into videos
On October 2, 2026, Cloudflare launched and open-sourced Streamline, a developer playground showing how developers can combine Stream, Workers, Containers and Durable Objects to build their own video processing pipelines, such as adding graphics to live streams in real time or adding subtitles to videos. This article explains what it is, how it works, its limitations, and what it means for viewers and developers.
Lifestyle
Google unveils Gemini 4 Argon: cyber defenders get it first, everyone else still has to wait
On September 30, 2026, Google announced Gemini 4 Argon, which it calls its new frontier (most advanced) AI model. For now it is available only to trusted cyber defenders through the Fairwind Program. Here is what Google says the model can do, what it will cost developers, how Google says it is managing the risks, and what it means for everyday users. All figures come from Google itself.
Latest travel guides
GuideTokyo
Where to Stay in Tokyo: Comparing Shinjuku, Ueno, Tokyo Station, Shibuya, Asakusa, Ikebukuro, and Ginza, Plus Airport Access, Accommodation Tax, and Luggage Delivery
Where should you stay in Tokyo? Compare Shinjuku, Ueno, Tokyo Station, Shibuya, Asakusa, Ikebukuro, and Ginza by the same criteria: access from Narita and Haneda, transit routes, nearby attractions, neighborhood character, and who each area suits. Includes a comparison table, a Yamanote Line diagram, Tokyo’s accommodation tax as verified in 2026/9 (changing to 3% in 2027/4), and Airport TA-Q-BIN luggage shipping rules.
- Budget
- Hotels
GuideTokyo
How to Choose Tokyo Transit Passes: Are Suica, Welcome Suica, the Tokyo Subway Ticket, and the JR Pass Worth It?
On a first Tokyo trip, start with an IC card and pay per ride (Welcome Suica has no deposit and is valid for 28 days). If you take four or more subway rides in a day, add a 72-hour Tokyo Subway Ticket for 2,000 yen; a JR Pass is never worthwhile if you stay in Tokyo and do not go to Kansai. See what TOURIST PASMO, Suica on iPhone, and the Tokyo Metro day pass do and do not cover, with a decision chart. Prices verified in September 2026.
- Transport
- Budget
GuideTokyo
Tokyo Disneyland and DisneySea Guide: Ticket Prices, Fantasy Springs, Disney Premier Access (DPA), Standby Pass, and Which Park to Choose for Your First Visit
Tokyo Disney one-day Passport prices vary: most weekdays in 9/2026 cost ¥9,900 and weekends ¥10,900. At 14:00 daily, tickets go on sale for the same date two months later. Free Priority Pass is no longer on the official service list; only paid Disney Premier Access (¥1,000–3,500 per person per use) shortens waits. Covers hours, the 25th anniversary, Standby Pass, Entry Request, Fantasy Springs access and first-visit park choice; checked on the official site in 9/2026.
- Itineraries
- Family