Google ships Gemini 4 Hydrogen to Search and API at $1.50 per million input tokens
Google put Gemini 4 Hydrogen into Search, the API and AI Studio on November 12, claiming it runs 2.5 times faster than Gemini 3.8 Flash. A cheaper sibling model may matter just as much to builders.
Koda editorial team · 13 November 2026 · 7 min read
On November 12, the same day Google pushed Gemini 4 Hydrogen into Search, nonprofits sued Google, OpenAI, Anthropic, Meta and SpaceX's AI division in San Francisco to bar frontier model work.
Today: Test the cheap judgment layer before you scale it. The steps
Google launched Gemini 4 Hydrogen on November 12 across the Gemini app, API, AI Studio and Search, priced at $1.50 per million input tokens and $7.50 per million output tokens1. Google says it runs 2.5 times faster than Gemini 3.8 Flash and scores approximately 57% on Terminal-Bench 4.1 against 18.2%; Anthropic shipped Claude Fable 5.2 three days earlier.
Why it matters. Teams running coding agents on Gemini 3.8 Flash have a clear reason to move to Gemini 4 Hydrogen, which roughly triples its Terminal-Bench 4.1 score while charging $7.50 per million output tokens1. (Token Tracker lists Gemini 3.8 Flash at $0.75 input and $3.75 output per million tokens, scraped 7 November 2026.)
Nonprofits sued OpenAI, Anthropic, SpaceX's AI division, Meta and Google in San Francisco on November 12 to bar frontier model work.
Why it matters. The plaintiffs ask the court to bar development itself, so even a temporary order would freeze model roadmaps that enterprise buyers have built multi-year contracts around.
SoftBank Group swung from profit to a $7 billion2 net loss in its fiscal second quarter, Reuters reported November 10, as financing costs more than doubled.
Why it matters. Startups counting on SoftBank Group checks should expect tougher terms, since financing costs that more than doubled leave it less cash for new AI bets.
Google Launches Gemini Decisions API for Batch Judgments
Google's Gemini Decision 1 answers up to 1,000 yes-or-no3, multiple-choice or rubric questions per request without writing prose.
Why it matters. Eval and moderation teams can pack up to 1,000 judgments into one Gemini Decision 1 call and skip parsing prose answers3, which cuts the cost and glue code of model-as-judge pipelines.
Blue, a Y Combinator-backed startup from a former Google PM, has unveiled an AI phone built as a 'chief of staff' that manages your apps. It handles trivial tasks and surfaces only what matters most. Its beta lets users trade in an iPhone for a free Blue phone with 3 months of unlimited use.
Agents as Next Distribution Channel
a16z argues AI agents are becoming the next major distribution channel after the web and mobile. When a16z asked ChatGPT for a video ad, it pulled in Krea, Descript and ElevenLabs on its own, then persuaded the team to buy a paid Descript plan. In that test, the agent chose the vendors and made the sales pitch to the buyer.
Jensen Huang was Nvidia's CEO; he has now resigned, and on Thursday the Nasdaq fell 0.39%2 to 25,366.09 while the S&P 500 lost 0.35% to 7,592.4 as the AI trade wobbled.
Why it matters. Nvidia anchors the AI trade, so doubt over who runs it raises the risk premium on chip-linked stocks and on the capex plans that assume its roadmap holds.
S&P 500 -0.35%2, the Nasdaq -0.39% and WTI crude +1.79% on the 12 Nov session. Bitcoin -4.44% and Ether -2.51% on the 13 Nov session. The crypto Fear & Greed index reads 20, Extreme Fear.
S&P 500
7,592.40
-0.35%
Nasdaq
25,366.09
-0.39%
Bitcoin
$70,679.93
-4.44%
Ethereum
$2,004.22
-2.51%
Crude Oil (WTI)
$88.08
+1.79%
Crypto Fear & Greed
20 / 100
Extreme Fear
Levels from Yahoo Finance4, 12 Nov and 13 Nov; alternative.me5, 13 Nov.
Go deeper
The Koda Signal, 13 November 2026
Google ships Gemini 4 Hydrogen to Search and API at $1.50 per million input tokens
Builder turns a prompt into a clickable prototype you can hand back as HTML, and Adobe unveiled it at Adobe MAX 2026 pointed squarely at Figma's territory. The case for it rests on Adobe's own stage showing, so it is a bet worth placing only for Creative Cloud shops whose brand assets already sit in Adobe's ecosystem. Get on the waitlist and keep your current prototyping tool in production.
Cheap judgments may matter as much as faster prose.
Gemini Decision 1 returns probabilities for $0.10 per million input tokens, so ticket triage costs 45x less than running Hydrogen. With Hydrogen now live in Search and the API, teams can split work between the two models. Google's calibration claims remain untested, so score those probabilities against your own labelled tickets first. Then send only the tickets that need written answers to Hydrogen.
1Price a triage job. Pull 100 labelled support tickets and run them through Gemini Decision 1 at $0.10 per million input tokens. Score its probabilities against your labels before you trust them.
2Prototype one screen in Firefly Builder. Describe a single screen in a prompt, export the HTML and compare it with your existing Figma file. Note what you would have to rebuild by hand.
3Hand ZooWork one chore. ZooWork, launched November 9, lets you describe an agent and put it to work. Start with one small recurring task and log every mistake it makes.
Sources and checks
Below, by source, are the 18 figures we checked: 2 verified, 13 reported and 3 estimated.
1Ground News. 4 figures on this page, 12 Nov 2026.ReportedEstimated
2Reuters. 6 figures on this page, 10 Nov 2026 and 12 Nov 2026.VerifiedReported
3Google. 1 figure on this page, 11 Nov 2026.Verified
4Yahoo Finance. 5 figures on this page, 12 Nov 2026 and 13 Nov 2026.Reported
5alternative.me. Crypto Fear & Greed close, Extreme Fear on the session, 13 Nov 2026.Reported
6Koda Lab report (our score). Adobe Firefly Builder, Koda score across four dimensions, 13 Nov 2026.Estimated
Verified confirmed by an independent searchReported as published by the named sourceEstimated approximate, in the source or in our check
Every figure, one by one (18)
$1.50...across the Gemini app, API, AI Studio and Search, priced at $1.50 per million input tokens and $7.50 per million...Ground NewsReported
$7.50...and Search, priced at $1.50 per million input tokens and $7.50 per million output tokens.Ground NewsReported
57%...times faster than Gemini 3.8 Flash and scores approximately 57% on Terminal-Bench 4.1 against 18.2%; Anthropic...Ground NewsEstimated
18.2%...and scores approximately 57% on Terminal-Bench 4.1 against 18.2%; Anthropic shipped Claude Fable 5.2 three days...Ground NewsEstimated
$7 BillionSoftBank Swings to $7 Billion Quarterly Loss.ReutersVerified
1,000Google's Gemini Decision 1 answers up to 1,000 yes-or-no, multiple-choice or rubric questions per request without...GoogleVerified
0.39%Nasdaq Slips 0.39% as Jensen Huang Quits Nvidia.ReutersReported
25,366.09...now resigned, and on Thursday the Nasdaq fell 0.39% to 25,366.09 while the S&P 500 lost 0.35% to 7,592.4 as the AI...ReutersReported
0.35%...the Nasdaq fell 0.39% to 25,366.09 while the S&P 500 lost 0.35% to 7,592.4 as the AI trade wobbled.ReutersReported
7,592.4...fell 0.39% to 25,366.09 while the S&P 500 lost 0.35% to 7,592.4 as the AI trade wobbled.ReutersReported
$1.4 TrillionAnthropic Lifts IPO Target to $1.4 Trillion Valuation.ReutersReported
7,592.40S&P 500 close, -0.35% on the sessionYahoo FinanceReported
25,366.09Nasdaq close, -0.39% on the sessionYahoo FinanceReported
$70,679.93Bitcoin close, -4.44% on the sessionYahoo FinanceReported
$2,004.22Ethereum close, -2.51% on the sessionYahoo FinanceReported
$88.08Crude Oil (WTI) close, +1.79% on the sessionYahoo FinanceReported
20 / 100Crypto Fear & Greed close, Extreme Fear on the sessionalternative.meReported
5.3 / 10Adobe Firefly Builder, Koda score across four dimensionsKoda Lab report (our score)Estimated