Anthropic, PBC has opened the roadshow for its Class A shares, with a reported $1.4 trillion1 target. OpenAI also put business profiles in front of 1.2 billion2 weekly ChatGPT users.
Koda editorial team · 12 November 2026 · 7 min read
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Today: Test the new tools on your own numbers before you commit. The steps
Anthropic, PBC launched the roadshow for the proposed initial public offering of its Class A common stock. CNN and Fortune report that, at the top of its $70 to $78 share range, Anthropic is targeting a $1.4 trillion1 valuation. The roadshow began two days after Anthropic's November 10 rollout of Claude Sheets, Whiteboards and Data.
Why it matters. The $1.4 trillion1 figure is a reported target; check it against the price range in Anthropic's prospectus before treating it as a market valuation.
Go further: today's paper, Transparency Disclosures for Chain-of-Thought Monitorability (arXiv, 10 Nov).
OpenAI put Businesses in ChatGPT into beta, letting firms claim profiles seen by 1.2 billion2 weekly users.
Why it matters. Ecommerce brands that skip claiming a profile during the beta leave ChatGPT to describe them on its own to 1.2 billion2 weekly users, so marketing teams should claim one now.
Anthropic began rolling out Claude Sheets and Claude Whiteboards in beta on paid plans and made Claude Data generally available. Interactive connectors now embed Adobe and Atlassian apps inside Claude.
Why it matters. Keep finance trackers in existing spreadsheets until Sheets leaves beta; Claude Data, already generally available, is the piece ready for production dashboards.
Trained on more than 107 million3 cell profiles across 68 tissues, Google DeepMind's AlphaGenome 2 predicts how a genetic variant acts in each individual cell type.
Why it matters. Rare-disease genomics labs can rerun unsolved variant cases through Google DeepMind's AlphaGenome 2 to catch variants whose effects appear only in a specific cell type that earlier tools missed.
The essay 'The Era of Fully Autonomous Companies' argues that companies managed entirely by AI agents are arriving now, with humans used only at the bottom of the hierarchy for specific tasks. It predicts millions of such companies within a year, many of them profitable.
The NYSE selects Avalanche as the settlement layer for a planned 24/7 tokenized US equities platform, citing transaction speed, throughput and compliance capabilities. It targets a Q4 launch with instant settlement and stablecoin-based funding, pending regulatory approval.
Gemini 4 Carbon is now available to all paying developers and enterprises and, by Google's count, ranks first on CursorBench 4.0, WANDR and AutomationBench. It costs $2/$10 per million tokens4, the same price as Gemini 4 Argon, so the top-ranked model carries no premium over its sibling.
Washington has sought a deal in which Iran gives up its enriched uranium; now the head of Iran's Supreme National Security Council says Tehran will not allow removal of 'even a single particle.'
Why it matters. With Tehran refusing to give up its enriched uranium, a deal with Washington looks further away, so energy traders should expect sanctions and oil supply risk to persist.
The Nasdaq gained 1.60% on the 11 Nov session and the S&P 500 added 1.31% while WTI crude slipped 0.24%, a split showing the equity buying did not carry over into oil; the crypto Fear & Greed index sits at 28 (Fear).
S&P 500
7,619.38
+1.31%
Nasdaq
25,466.19
+1.60%
Bitcoin
$73,743.75
+0.03%
Ethereum
$2,055.51
+0.26%
Crude Oil (WTI)
$85.83
-0.24%
Crypto Fear & Greed
28 / 100
Fear
Levels from Yahoo Finance5, 11 Nov and 12 Nov; alternative.me6, 12 Nov.
The one-line SDK is the cheap part of trying Koah. The expensive part is learning whether an ad inside an answer drives users away, and no independent report has measured that yet. Free chat products with real traffic and rising inference costs are the natural candidates; they should run it as a guarded experiment with terms agreed up front, and products built on users trusting each answer should wait.
A public Anthropic will be judged on how fast it ships.
Anthropic opened its roadshow two days after rolling out Claude Sheets, Whiteboards and Data, which suggests product releases will keep landing on a public-market clock. Google's Gemini 4 Carbon now leads three benchmarks by its maker's count at a price many teams can test this week. Together they make model choice a live decision for builders. Keep your model calls behind a thin abstraction layer, keep a small eval set of your own tasks, and rerun it each time a vendor ships.
Every story links to its outlet. Below, by source, are the 12 figures we checked: 0 verified, 9 reported and 3 estimated.
Verified confirmed by an independent searchReported as published by the named sourceEstimated approximate, in the source or in our check
Signal 230 · 12 November 2026 · 18 sources · How every number is checked · Corrections
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