Department officials and staff told the Burdensome Records & Technology Subcommittee that automated and AI-generated FOA requests are multiplying workloads, with law enforcement reporting hundreds of percent increases and single bots sending dozens of daily requests, and members discussed options ranging from best‑practice guidance to workflow tools.

During audience questions, panelists said AI tools (ambient listening, predictive analytics) could reduce administrative burden and help identify exemptions, but they warned resource gaps may leave smaller providers and dental practices strained and possibly less likely to accept MassHealth.

Control what you're billed on. Tokens are the currency of AI, and how you design your app determines how many you spend. Compress conversation history instead of resending it raw, cap output tokens with matching prompt instructions, and cache static context so each reuse costs a fraction of the first request. Route each prompt to the right model by complexity, or set Model Router in Microsoft Foundry to handle that automatically — balanced, quality, or cost mode. Then optimize the whole stack. Run Agent Optimizer to test your prompt, model, and tool configurations together and surface better setups. Use Toolbox to dynamically select only the tools each request needs and cut input token overhead by 90%. April Gittens, Microsoft Principal Cloud Advocate, joins Jeremy Chapman, Microsoft 365 Director, to share how to seize control of AI token spend through smarter app design. ► Unfamiliar with Microsoft Mechanics? As Microsoft's official video series for IT, you can watch and share valuable content and demos of current and upcoming tech from the people who build it at Microsoft. • Subscribe to our YouTube: https://www.youtube.com/c/MicrosoftMechanicsSeries • Talk with other IT Pros, join us on the Microsoft Tech Community: https://techcommunity.microsoft.com/t5/microsoft-mechanics-blog/bg-p/MicrosoftMechanicsBlog • Watch or listen from anywhere, subscribe to our podcast: https://microsoftmechanics.libsyn.com/podcast ► Keep getting this insider knowledge, join us on social: • Follow us on Twitter: https://twitter.com/MSFTMechanics • Share knowledge on LinkedIn: https://www.linkedin.com/company/microsoft-mechanics/ • Enjoy us on Instagram: https://www.instagram.com/msftmechanics/ • Loosen up with us on TikTok: https://www.tiktok.com/@msftmechanics #TokenEconomics #MicrosoftFoundry #AICosts #GenerativeAI

Incubeta's 2026 study finds 70% of marketing leaders feel confident their budgets work, yet 41.6% admit waste - and AI activation confidence sits at just 55%.

Incubeta's 2026 study finds 70% of marketing leaders feel confident their budgets work, yet 41.6% admit waste - and AI activation confidence sits at just 55%.

Board member Olivier presented a diagnostic on Dec. 10 that urged boosting lagging departmental fees, pursuing event- and sponsor-based revenue, optimizing procurement and applying AI-based efficiency pilots, and considering a combination of revenue increases and expenditure reductions to address projected mid-term deficits.

Huawei OceanDisk promises lower costs for inference in AI deployments

Nvidia’s 1.6Tbps switches connect millions of GPUs efficiently