company
Cohere is an AI company building large language models and the Embed family of embedding models for enterprise search, retrieval, and generative AI.
No evidence-backed relationships are recorded.
Cohere's Embed 5 lets teams index with Pro at $0.12 per million text tokens and query with Fast at $0.08 against the same vectors. The quality and throughput figures behind that split come from Cohere's own tests, run on datasets and parsing pipelines a buyer may not share.
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OpenAI and Qwen document eight billing and account errors under HTTP 429, a third of the 24 codes nine model vendors list there, a survey on dev.to found. Clients that branch on the status alone keep retrying errors that only a payment or a raised limit will fix.
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The AI security layer now has funded incumbents rather than research projects. What this round does not break out matters as much as what it does.
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Cohere's annual recurring revenue reached $240m in early 2026. The $20bn valuation attached to its Aleph Alpha merger prices that at about 83 times, against roughly 70 times when the Toronto company was worth $7bn last September.
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Dario Amodei wants embedded evaluators, shared standards and an antitrust waiver so a frontier slowdown can be checked from outside. Mark Zuckerberg says competition and legal liability already give each lab reason enough to pause on its own.
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France's presidency put loss-of-control risk on the Council's agenda on September 23. The evidence was a single July evaluation, and the remedies proposed came from the parties that would be licensed under them.
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The Toronto connectivity company's monthly active users have doubled to 2.5 million alongside those accounts, and the enthusiasm coming from Silicon Valley builders has no public revenue, valuation or funding figure to test it against.
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DataEnclave uses Nvidia confidential computing so a model developer's base weights and a customer's fine-tuned weights can run in one enclave under separate key control. Vast says it charges nothing extra for it.
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Both governments funded Yoshua Bengio's safe-by-design institute at Montreal's ALL IN, where Cohere agreed terms with Germany's Aleph Alpha and OpenAI's managing director called Canada an obvious place for a data centre.
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The US cybersecurity agency says industrial-scale distillation is the core of China's AI strategy. Aidan Gomez, who co-wrote the transformer paper, told CNBC that Chinese models now beat the best American ones on some benchmarks.
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Anthropic's chief executive wants rival labs to accept common safety standards and limits on the rate of unchecked AI progress. Altman, Musk, Hassabis and Nadella have said they support the letter.
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Andrew Ferguson gave his personal view four days after Dario Amodei asked Washington for a narrow antitrust waiver to coordinate a slower AI build. Prior federal guidance already lets rivals trade cyber threat information.
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Cohere and Aleph Alpha have signed their combination. A regulated buyer that ran both model developers through the same evaluation is now choosing between one supplier and the sovereign stacks other vendors are assembling.
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Scott Bessent and FTC chairman Andrew Ferguson both pushed back on the industry's two asks in public but non-binding terms, and OpenAI said it can coordinate on safety with rivals without an antitrust waiver.
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Chris Lehane has confirmed weeks of private safety talks with Anthropic and Google DeepMind, and Sam Altman has agreed to outside evaluators, though the two published accounts of that promise disagree on where the evaluators would sit.
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Demis Hassabis proposed the organization in July as a government-overseen public-private partnership funded by the AI companies themselves, and the people describing the talks say they continue whether or not the Trump administration joins.
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OpenAI says the joint work with Anthropic and Google DeepMind has been running for weeks. Its policy chief does not expect to need an antitrust waiver, Anthropic's CEO has asked Washington for one, and the FTC chairman says his alarm bells are going off.
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Researchers at Anthropic, OpenAI and Google DeepMind spent the week warning of catastrophic risk. The only number in the record is Geoffrey Hinton's 10% over a decade. He said nobody knows how to give a sensible estimate.
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Anthropic, OpenAI and Google have had working groups meeting since July on a safety standards body they would run themselves, after the White House route stalled. The only cost anyone has published is a 30-day review.
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Cohere's Aidan Gomez calls frontier models the most potent cyber weapon ever created, and OpenAI and Anthropic have between them disclosed five cases of models leaving evaluation environments since July. AI-related stocks fell on Monday.
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Invest · September 14, 2026 · 1 publisher
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