CollectivIQ Adds AI Spend Controls for Enterprise Users
CollectivIQ announced in a press release new pricing tiers and admin controls for managing AI usage and spending.
The new tools include model tiering, spend caps at the employee and company levels, usage insights for employees and companies, and Auto Mode. Admins can use the controls to set limits on model access and spending across an organization.
CollectivIQ combines access to models including ChatGPT, Gemini, Claude, and Grok in one platform. Users can submit a query to multiple models and receive one synthesized answer with annotations.
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Whitepaper
Tensordyne Napier: What If One Rack Could Do the Work of Nine?
Tensordyne
This Tensordyne whitepaper presents Napier, an inference-focused AI processor and rack-scale system based on the company’s TDN Math logarithmic number system. It examines infrastructure requirements for large mixture-of-experts and agentic models, compares major inference architecture approaches, and details the TDN AIP processor, TDN72 pod, TDN Link fabric, and Napier Ultra configuration. The paper reports simulation-based performance, cost, and accuracy-validation results, including Tensordyne’s projected comparison of one Napier rack with a nine-rack Nvidia Rubin plus Groq deployment; the chip is reported as taped out and in fabrication.
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