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Inside: real-world use cases and Partner Perspectives you won’t find anywhere else:
• 1. 🖥️ Become an AI consultant with Innovating with AI
• 2. 🤝 OpenAI signs $1B deal with Cerebras
• 3. 💼 How AI cut clinical training time by 75%
• 4. ✍️ Unlock AI’s full potential with Orbit Flows
• 5. 🚀 Kaggle launches community-driven AI benchmarks
• 6. 📈 Microsoft pledges to cover data center power expansion
Read Time: 5 minutes
TOGETHER WITH INNOVATING WITH AI
Fortune Magazine interviewed Innovating with AI’s founder to discuss a crazy stat – AI engineers are being deployed as consultants at $900/hr.
Why did they interview Rob? Because he’s already trained 1,000+ AI consultants – and IWAI’s exclusive consultant directory has driven Fortune 500 leads to graduates.
Want to learn how to turn your AI enthusiasm into marketable skills, clear services and a serious business? Enrollment in The AI Consultancy Project is opening in 2026 – and you’ll only hear about it if you apply for access now.
Latest in AI
OpenAI has signed a $1B agreement with Cerebras, the AI chip startup, to supply compute infrastructure for the company's growing model training and inference demands.
The partnership marks a significant shift in OpenAI's compute strategy, as the company looks to diversify its hardware suppliers beyond its longstanding reliance on NVIDIA chips to meet its expanding infrastructure needs.
Cerebras, known for its wafer-scale chips that can process AI workloads at high speeds, will provide OpenAI with dedicated computing capacity, a move that could reshape the competitive dynamics in AI infrastructure.
This positions Cerebras as a major player in the enterprise AI chip space and gives OpenAI additional leverage as it scales to support ChatGPT's 800M+ weekly active users and future product development.
For enterprise leaders watching the AI infrastructure race, this means that supply chain diversification is becoming a strategic priority at the highest levels. As demand for AI compute outpaces supply, companies with multiple hardware partnerships may gain an edge in reliability and negotiating power.
Partner Perspective
Partner Column exclusively available in this edition of The AI Report
By Louis Shulman — Co-Founder at Orbit Flows
“There is never a good time to stop marketing. There is only ever a good time to stop promoting.”
Case Study
UC San Diego Health onboards around 1,000 clinicians annually, each requiring mandatory Epic EHR training within two weeks of their start date. The adaptive AI platform handles 80% of personalization and assessment autonomously, while human educators validate content and monitor compliance.
Pattern: The system adapts lessons per learner using confidence-based algorithms, while training teams review analytics and refine modules based on identified knowledge gaps.
Why it matters: Personalized training reduces wasted time on content providers already know, improves relevance, and corrects misinformation that poses clinical risk.
Metric: 75% reduction in training time during mandatory Epic onboarding. Providers were also twice as likely to report content relevance to their role compared to prior training.
Steal this: Pick one high-volume training module and let AI personalize the learning path. Keep humans reviewing analytics weekly and approving any content changes before they go live.
TOGETHER WITH ORBIT FLOWS
Copywriters and content agencies are using Orbit Flows to:
Leverage every major LLM side-by-side for smarter drafts
Build brand voice profiles and context AI won’t forget
Train AI on your unique thought process and stop wasting time on complex prompts
Systemize and scale your output for predictable revenue, without extra overhead.
AI News Story
Kaggle has introduced Community Benchmarks, a feature that lets developers design, run, and share custom evaluations that better reflect how modern AI models behave in real-world tasks.
Instead of relying on static accuracy scores, the system allows users to test reasoning, code generation, tool use, and multi-step interactions, then compare leading models on shared leaderboards.
For teams building AI products, this move signals a shift toward more transparent, use‑case‑specific model validation, helping close the gap between research demos and production deployment.
AI News Story
Microsoft has announced a "community-first" approach to AI infrastructure expansion, promising to prevent residential electricity bills from rising in areas where it builds data centers.
The commitment comes as data center construction faces mounting public opposition, with at least 142 activist groups across 24 states currently organizing against such developments. Microsoft abandoned plans for a Wisconsin facility in October after community feedback turned overwhelmingly negative.
The announcement lands as AI infrastructure becomes a visible flashpoint across multiple states. Microsoft’s stance signals a broader shift where hyperscalers may need explicit social and regulatory concessions to keep AI buildouts moving in the US.
Trending AI Tools (sponsored by our tools database)
A curated look at the AI tools quietly transforming how teams work.
Companies to Watch/Raising Now
Early-stage AI startups on our radar, before they’re everywhere.
• VoiceRun
What they do: Infrastructure that lets engineering teams ship production-grade voice AI in days instead of months.
Why it matters: Most enterprise voice projects stall between demo and deployment. VoiceRun's code-first approach gives teams full ownership while handling the hard parts (telephony, compliance, real-time testing).
Stage: Seed
Raising: $5.5M
Investors (if notable): Flybridge Capital Partners, RRE Ventures
• Aikido Security
What they do: Unified code, cloud, and runtime security that auto-detects and fixes vulnerabilities without slowing down releases.
Why it matters: With AI speeding up code generation, vulnerabilities now appear faster than humans can triage. Aikido replaces 5+ fragmented tools with one interface. Already trusted by 100,000+ teams including Revolut and SoundCloud.
Stage: Series B
Raising: $60M
Signal: $1B valuation; Europe's fastest-growing cybersecurity unicorn
Know a company we should be watching? Hit reply and let us know.
Refer a Friend
Until next time, Martin, Arturo, and Liam.
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