frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

The Gemini AI Studio "Context Tax": How a 10-word prompt cost me £121

5•daitandojo•2h ago
I’ve been utilizing Google’s Gemini 1.5 Pro via the AI Studio front-end to develop a new platform. The 1M+ context window is, technically speaking, a game-changer for "stitching" together a 55,000-line codebase. However, I recently discovered a predatory billing architecture that I’m calling the "Context Tax."

If you use the AI Studio UI, you might be walking into a massive bill without a single warning.

Here is how it happened, and the UK/EU privacy "pro-tip" I found in the fine print.

In AI Studio, you start on the Free Tier. You upload your codebase (say, 700k tokens) and work for free until you hit the daily quota. At that point, the UI suggests adding an API key to "continue the conversation."

The Trap: Most users (myself included) assume that after adding the key, they will be billed for incremental usage (the 10-100 tokens they just typed).

The Reality: The AI Studio UI does not use Context Caching by default. Instead, it re-submits the entire 700k token history for every single "turn." Crucially, even though that history was built up for "free," you are now "back-taxed" for it at the Paid Tier rate on every subsequent message.

Message 1: (700k history + 10 new tokens) = Billed for 700,010 tokens. Message 2: (700k history + 20 new tokens) = Billed for 700,020 tokens.

Within 10-15 "turns," I was billed for 170,000,000 tokens. The total? £121.29.

The AI Studio UI is, frankly, deceptive about this, and subsequent communication with Google was not helpful. Instead, they updated the terms.

The Token Counter: The counter at the top of the page remains incremental (e.g., it goes from 700,000 to 700,010). It never warns: "Your next message will cost $5.00."

Batch Billing Lag: Google batches these charges and reports them hours later. You don't see the "bleeding" in real-time. By the time you get the notification, you’re already £100 in the hole. The Evidence Gap: In my support case, Google’s own itemized "evidence" showed only £0.25 of SKU-level usage, but a total subtotal of £121.29. They couldn't explain where 99% of the bill came from.

A Bonus Gimmick: The UK/EU Privacy Loophole While fighting this bill, I dug into the Gemini API Additional Terms of Service (Updated Dec 18, 2025, just after I submitted my dispute). I found a fascinating "Pro-tip" for those of us in the UK or EEA.

Under the new terms, Google has decoupled "Paid Service" status from spending money. The Clause instead reads: If you have an active Cloud Billing account linked to your project, your AI Studio usage is legally classified as a "Paid Service," even when you are using the free quota. The Benefit: "Paid Services" have a strict non-training policy. Google does not use your prompts to improve its models if you are in the Paid Tier.

The Loophole: If you are in the UK/EEA and link a billing account to your project, you get Enterprise-level privacy (No training) on your free-tier usage by default.

My Recommendation:

Link your account for privacy, but NEVER use the API key in the UI to extend an existing chat which reaches the free quota limit. If you hit the free quota limit, stop. Do not "upgrade" the existing session. If you must continue, start a fresh session to avoid the "Context Tax" on your history.

Use Context Caching via API: If you actually need to work on a 1M token codebase commercially, avoid the AI Studio UI entirely. Use the API with explicit context caching to avoid paying for the same 700k tokens 100 times over.

I am currently disputing the bill based on the lack of "Informed Consent" for the transaction and the retroactive application of the Dec 18 terms.

TL;DR: Google AI Studio's UI is a "Financial Biohazard" for long-context developers. It back-taxes your free history the moment you plug in a key, with zero real-time cost transparency.

I built a free tool to explore app market data for indie developers and founders

https://appark.ai/
1•xuechen006•4m ago•1 comments

I curated 25GB of video assets so you don't have to use Stock sites

1•BeyondWalk•9m ago•0 comments

You can now submit fraud claims to the IRS online. Before you had to mail a form

https://twitter.com/shl/status/2005621582677622871
1•raybb•11m ago•1 comments

If childhood is half of life, how should that change how we live?

https://moultano.wordpress.com/2025/12/30/children-and-helical-time/
1•moultano•14m ago•0 comments

Play Free Online Games – No Download Needed – MiniTapFun

https://minitapfun.com
2•heihieih•18m ago•0 comments

MTTR-A: Measuring Cognitive Recovery Latency in Multi-Agent Systems

https://arxiv.org/abs/2511.20663
2•PaulHoule•26m ago•0 comments

OpenSSL Performance Still Under Scrutiny

https://www.feistyduck.com/newsletter/issue_132_openssl_performance_still_under_scrutiny
1•todsacerdoti•29m ago•0 comments

L1TF Reloaded

https://github.com/ThijsRay/l1tf_reloaded
3•Fnoord•29m ago•0 comments

I hope generative AI does away with SEO

https://www.pcloadletter.dev/blog/ai-and-seo/
1•ronbenton•29m ago•0 comments

Spectre in the real world: Leaking your private data from cloud with CPU vulns [video]

https://media.ccc.de/v/39c3-spectre-in-the-real-world-leaking-your-private-data-from-the-cloud-wi...
1•Fnoord•31m ago•0 comments

VL-JEPA: Joint Embedding Predictive Architecture for Vision-Language

https://arxiv.org/abs/2512.10942
2•hbarka•36m ago•0 comments

Using AI generated images to get refunds

https://www.wired.com/story/scammers-in-china-are-using-ai-generated-images-to-get-refunds/
1•MattSayar•39m ago•0 comments

Show HN: WizardFlow – Client-side watermarking for Reddit

https://chromewebstore.google.com/detail/wizardflow-image-assistan/hogehefggenldjhcopnpffpgnoepllii
1•jackking1•42m ago•1 comments

Users are required to log in to Bugzilla even to view existing bug reports

https://lists.gnucash.org/pipermail/gnucash-user/2025-September/117417
1•aendruk•42m ago•0 comments

SomaliScan – US Fraud aggregator sourced from public records

https://www.somaliscan.com/
10•sergiotapia•42m ago•1 comments

Show HN: Client-side encrypted AI detector using model ensembling

https://veredictlabs.com
1•oscarzdev•44m ago•0 comments

Effective Alruists Should Embrace Sortition

https://almostinfinite.substack.com/p/effective-altruists-should-embrace
1•maaaaxaxa•44m ago•1 comments

Show HN: Easy Habits

https://habits.easycyberprotection.com/
1•ToJans•52m ago•0 comments

Show HN: Marathon Cope 2025 – Your peak fitness, whether or not you ran it

https://getfast.ai/marathon-cope
3•steadyelk•58m ago•0 comments

The science of how (and when) we decide to speak out–or self-censor

https://arstechnica.com/science/2025/12/the-science-of-how-and-when-we-decide-to-speak-out-or-sel...
2•pseudolus•1h ago•0 comments

MCP to trade Robinhood through Claude Code

https://github.com/trayders/trayd-mcp
2•teamtrayd•1h ago•0 comments

Italy antitrust agency fines Apple $116M over privacy feature

https://apnews.com/article/apple-italy-fine-antitrust-privacy-feature-760715f8985f7cb49392f27daff...
3•1vuio0pswjnm7•1h ago•0 comments

Readings in Database Systems (5th Edition)

http://www.redbook.io/
3•teleforce•1h ago•1 comments

New at the Nursery: Tomato and Potato = TomTato

https://www.theatlantic.com/technology/archive/2013/11/new-at-the-nursery-tomato-potato-tomtato/2...
1•MaysonL•1h ago•2 comments

Show HN: ClearTok – a small tool to remove reposted videos from TikTok

https://cleartok.io/
1•auroroa•1h ago•0 comments

Tech Startups Are Handing Out Free Nicotine Pouches to Boost Productivity

https://www.wsj.com/tech/tech-startups-are-handing-out-free-nicotine-pouches-to-boost-productivit...
4•nradov•1h ago•0 comments

Can AI Recognize Its Own Reflection?

https://arxiv.org/abs/2512.23587
1•StatsAreFun•1h ago•0 comments

What Scientists Found When a Deep Sea Mining Company Invited Them In

https://www.nytimes.com/2025/12/05/climate/deep-sea-mining-ecosystem.html
1•bookofjoe•1h ago•1 comments

The Window for Local-First AI (Before the Defaults Ship)

https://www.localghost.ai/inflection
2•zerocool86•1h ago•1 comments

The State of LLMs 2025: Progress, Progress, and Predictions

https://magazine.sebastianraschka.com/p/state-of-llms-2025
2•ibobev•1h ago•0 comments