Company
Glean builds an enterprise AI search and assistant platform that connects workplace apps and data to help employees find information and automate tasks.
Cisco used WebexOne to present Webex as the place where people and agents meet on one AI platform consolidated from roughly 250 acquisitions. Many Webex buyers got their first detailed look at that pitch in a keynote about token budgets and agent network load.
Reality
The preview watches for abuse across multiple sessions while keeping none of the customer's data, aimed at enterprises unhappy with Anthropic's 30-day retention for covered models.
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OpenAI's August 19 update promises it keeps nothing after a request. The copies your own app leaves behind in logs, queues and databases are governed by you, not by a toggle.
Perspective Coverage
5 publishersReality
Frames builds forms and scenario planners from a prompt and wires them into the live planning model, which means it inherits the access rights already sitting there along with any mistakes in them, and hands a human the job of certifying formulas an agent wrote.
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Tripling off a $100m base makes enterprise context a budget line the model vendors now have to attack directly. But part of that $300m is consumption revenue. Glean's own sales pitch is designed to shrink it.
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Tau puts enterprise context on the desktop, but the load-bearing claim is a 5.2x per-query token-cost edge over Claude Cowork, produced by Glean's own testing and shipped without a method.
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Agentic Search gives a model five tools to keep looking instead of answering from the first batch of chunks. The deployment terms matter more than the benchmark chart.
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Record & Replay and Record a Skill shipped weeks apart. Both bet the context agents need lives in what people do, not in what they can be bothered to write down.
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Glean says its customers mostly turn on automatic model selection to control spend, not to improve answers. The routing layer, not the model, is where enterprise AI budgets now get decided.
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The Aachen company sells data structuring before the prompt, and claims up to 60% lower token costs. That figure is its own, unaudited, and hedged.
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The Aachen startup pairs a sovereignty pitch with a cost number that buyers should insist on testing. Its whole Series A is a rounding error next to Glean's 2025 valuation.
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The continuation fund buying Lightspeed's OpenAI stake will be managed by Lightspeed. Coller Capital's cheque is the only outside check on the transfer price.
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