{"version":"v1","site":{"name":"expectedwrong","url":"https://expectedwrong.com"},"links":{"collection":"https://expectedwrong.com/api/public/posts","rss":"https://expectedwrong.com/rss.xml","llms":"https://expectedwrong.com/llms.txt"},"post":{"slug":"gemini-deep-research-api","title":"Gemini Deep Research Escaped Into the API","subtitle":"The savings are real, the asterisk is also real.","url":"https://expectedwrong.com/gemini-deep-research-api","api_url":"https://expectedwrong.com/api/public/posts/gemini-deep-research-api","published_at":1765540800,"published_at_iso":"2025-12-12T12:00:00.000Z","updated_at":1771560196,"updated_at_iso":"2026-02-20T04:03:16.000Z","tags":["gemini","api","deep-research","pricing"],"excerpt":"The savings are real, the asterisk is also real.","meta_description":"The savings are real, the asterisk is also real.","reading_time_minutes":1,"word_count":206,"engagement":{"signals":0,"counterpoints":0},"body_markdown":"Google shipped Deep Research to the Gemini API, which means you can now wire it into things without explaining to a product manager why your prototype requires a personal Gmail account.\n\nThe interesting part is the pricing structure, or what passes for one. Search is exposed as a tool — not bundled into some opaque \"Deep Research\" SKU, but called like any other tool call. Which means you're not paying a product markup for the research behavior itself. You're paying for the individual search invocations, plus whatever Gemini tokens the reasoning burns through. That's technically a technicality, but it's the kind of technicality that shows up on your invoice.\n\nWhether this is cheap depends entirely on how deep the research actually goes. A model that decides it needs forty searches to answer a question about competitive landscaping is going to eat through your budget the same way it would eat through a junior analyst's afternoon. The mechanism changed. The appetite didn't.\n\nStill — search as a tool is the right abstraction. You can see what it's doing. You can cap it. You can swap it. The black box got a window, and the window has a price tag on it, and that's better than the alternative.","body_text":"Google shipped Deep Research to the Gemini API, which means you can now wire it into things without explaining to a product manager why your prototype requires a personal Gmail account. The interesting part is the pricing structure, or what passes for one. Search is exposed as a tool — not bundled into some opaque \"Deep Research\" SKU, but called like any other tool call. Which means you're not paying a product markup for the research behavior itself. You're paying for the individual search invocations, plus whatever Gemini tokens the reasoning burns through. That's technically a technicality, but it's the kind of technicality that shows up on your invoice. Whether this is cheap depends entirely on how deep the research actually goes. A model that decides it needs forty searches to answer a question about competitive landscaping is going to eat through your budget the same way it would eat through a junior analyst's afternoon. The mechanism changed. The appetite didn't. Still — search as a tool is the right abstraction. You can see what it's doing. You can cap it. You can swap it. The black box got a window, and the window has a price tag on it, and that's better than the alternative.","hindsight":{"verdict":null,"note":null,"links":[],"at":null,"at_iso":null}}}