Artificial intelligence
fromMedium
4 hours agoAdvance Planning for AI Project Evaluation
AI evaluations are essential to determine effectiveness and impact on business and customers.
Cursor is nearing a funding round of at least $2 billion, with returning investors Thrive and Andreessen Horowitz expected to lead the financing at a $50 billion valuation. The deal terms are not final and may still change.
I don't take founders here for exercise. I take them here because the controlled environment of a boardroom practically demands rehearsed answers. The trail does not. I don't prepare a script for these walks. In fact, that's the point. The pitch is already done; I know the metrics. Now I want to know the human.
Awards may be encouraging and occasionally useful for visibility, but they are weak indicators of validation and poor predictors of long-term success. In the longevity and healthspan industry, where timelines are long and claims are easy to overstate, venture capital ultimately follows alignment and evidence, not applause received at glitzy industry events.
The ETF holds 50 positions, but the top two dominate in a way that makes the rest almost incidental. Johnson & Johnson carries a 25.4% weight, and Eli Lilly and Company sits at 21.4%. Together they account for roughly 46.8% of the entire fund.
However, alongside these tangible indicators sits another layer of value, one that does not always surface cleanly in financial statements and may even remain invisible if it is not properly understood or articulated: Put simply, intangible assets are the non-physical elements a company has built that enable it to generate revenue, scale efficiently, or defend its market position. In technology companies, this typically includes proprietary software, intellectual property, datasets, customer relationships, brand equity, and internal systems or processes.
Heat looks like validation, and validation looks like safety. It is hard to ignore a sector when customers start leaning forward at the same time investors do. Still, the more cycles I have lived through in competitive technology businesses, the more I see heat as an optical illusion. It sharpens whatever is easiest to notice and blurs the underlying mechanics that determine who or what holds control.
Start-up founders often underestimate the power of public relations, but doing so comes at a cost: at best, missed opportunities; at worst, a crisis that spirals out of control without a lifeline. PR is not a glossy "top coat" applied to a finished product or milestone. Entrepreneurs would do better to see it as a foundational tool that creates organizational wins, not just announces them.
In a recent interview with the Wall Street Journal, Jamie Dimon explained why JPMorgan Chase is spending billions more on AI. He was making a long-term bet. The same kind of leaders make when they build headquarters, factories or infrastructure that won't "pay off" this quarter but will define competitiveness for decades. It's exactly how marketers should think about and position differentiation in the eyes of the C-Suite.
The Schwab U.S. Small-Cap ETF (NYSEARCA:SCHA) has delivered a 5.5% return YTD, tracking the broader small-cap market's trajectory. The fund's defining advantage is cost efficiency, at a scant 0.04% annual expense ratio ranks among the lowest in the small-cap category, allowing investors to compound returns without significant fee drag eating into performance over time. Recent coverage has been mixed. MSN positioned SCHA as an "attractive option" given its low costs and past performance.