Mozilla says it changed Firefox’s AI summarizer so recipe-page summaries preserve the usable recipe—ingredients, steps and timing—instead of reducing the page to a brief gist. The company reports the revised approach was more than twice as likely to produce a complete and accurate recipe summary in a quick test, but it has not published enough detail about that test to verify the result independently.
Why a general-purpose summary fell short on recipes
A short overview can work well for a news story or novel: it conveys the main point without reproducing every detail. Recipes have a different job. A reader may need exact quantities and usable instructions, not just a description of what the dish is.
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Mozilla says its general prompt produced concise, accurate and informative summaries for most page categories it tested, but recipe pages were an exception. The model sometimes over-summarized, left out key ingredients or omitted the recipe entirely. In Mozilla’s example, the summary correctly identified lentil soup and some ingredients but did not give readers the recipe.
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What Mozilla changed in its recipe summaries
Mozilla gave recipe pages a separate summarization prompt rather than loading recipe-specific instructions into the prompt used for every kind of page. The recipe prompt asks for ingredients as written, key steps, required time and tips from the author or commenters. One example revised output also includes servings, preparation and cooking times, and nutrition information; those fields are an illustration, not a guarantee that every summary will contain them.
To decide when to use the recipe prompt, Firefox checks structured data embedded in the webpage. Mozilla describes this routing as quick and deterministic, without requiring another model pass. The general prompt also retains lightweight recipe guidance as a fallback for pages whose recipe metadata is missing or inaccurate.
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That separation is intended to preserve the right kind of detail without making summaries of other page types behave like recipes.
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| Approach | How it handles page type | Detail it aims to preserve | Trade-off Mozilla describes |
|---|---|---|---|
| One general prompt | Uses shared summarization guidance across page categories. | A concise overview suited to varied content. | On recipe pages, Mozilla says it could omit key ingredients or the recipe itself. |
| Recipe-specific routing | Uses webpage structured data to direct recipe pages to a dedicated prompt, with general-prompt guidance as a fallback. | Ingredients as written, key steps, time and tips. | Avoids expanding the shared prompt in a way that could over-focus summaries of other page types on recipe formatting. |
What Mozilla’s test does—and does not—show
Mozilla says it ran a quick test on a curated set of recipe sites and found the new system was “more than twice as likely” as the previous one to return a complete and accurate summary. The company’s October 1, 2026 engineering post does not state the number of pages tested, which sites were included, how completeness or accuracy was scored, or whether an independent reviewer assessed the results. Treat the figure as Mozilla’s reported result, not as a published independent benchmark.
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The change sits within a broader Firefox summarization project. In a March 12, 2026 post about model selection, Mozilla said it compared candidates on summary quality, speed and cost, while preferring open-source models where possible. For quality, it used GPT-4o as an LLM judge and evaluated coherence, consistency and faithfulness, relevance, and fluency. Mozilla named Gemini 2.0 Flash, Llama 4 Maverick and Mistral Small as its top three overall candidates, while noting that the best option depended on task and operating context; it selected Mistral Small for the feature. That post says the project began in early 2025.
The same post quoted Vertex AI serverless token prices as of November 2025. These are historical figures from Mozilla’s post, not current pricing guidance:
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| Model | Input, per million tokens | Output, per million tokens |
|---|---|---|
| Gemini 2.5 Flash | $0.30 | $2.50 |
| Llama 4 Maverick | $0.35 | $1.15 |
| Mistral Small | $0.10 | $0.30 |
Using Firefox page summaries today: Android and iOS differ
The recipe-prompt change is part of Firefox’s summarization system; current use limits and processing paths depend on your platform. Mozilla Support currently identifies Mistral Small 3.1 for Firefox’s cloud summaries. The Android and iOS rules are not interchangeable.
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| Platform | Eligibility and word limit | Availability and languages | Processing path |
|---|---|---|---|
| Android | Webpages must be readable in Reader View and shorter than 5,000 words. | Experimental and progressively rolling out; the Support page lists English. Remote improvements must be enabled. | Mozilla says page content may be processed using Mozilla-hosted services. |
| iPhone 15 Pro or later, iOS 26 or later | Reader View pages up to 3,000 words; Apple Intelligence generates summaries on-device. | The Support page lists up to five summaries a day and English, French, German, Spanish, Portuguese, Italian and Japanese, but its FAQ says summaries are currently only for English-speaking users. | On-device using Apple Intelligence, according to Mozilla. |
| Other iOS devices | Reader View pages up to 5,000 words. | The same iOS Support page lists up to five summaries a day and the languages above, while its FAQ gives the narrower English-only statement. | Webpage content is processed on Mozilla-hosted services using Mistral Small 3.1. |
The language information on Mozilla’s iOS Support page is internally inconsistent: it lists seven languages but also says the feature is currently only for English-speaking users. Do not assume that the broader list means summaries are available to every user in those languages.
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On Android, summaries are on by default, but Firefox asks for opt-in when you shake the phone. You can also start one from the menu or toolbar. The Android Support page says the feature is unavailable in Private Mode. For paywalled pages, only text visible to you can be summarized.
Can you trust a Firefox recipe summary?
Use it as a convenience, not as the authoritative recipe. Mozilla warns that AI summaries can be inaccurate and says important details should be checked against the original page. That matters especially for ingredient quantities, substitutions, cooking times and instructions: an omitted or altered detail can change the result.
Mozilla says summaries are returned to your device. On iPhone 15 Pro or later running iOS 26 or newer, the summary is generated on-device with Apple Intelligence. On other iOS devices, webpage content is processed on Mozilla-hosted services. Android’s documentation says page content may also be processed using Mozilla-hosted services.
For platform-specific availability, privacy and accuracy details, see Mozilla’s Android and iOS help pages; their stated limits and language guidance can change.
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