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The Digital Power Plant: Why AI Infrastructure is Outgrowing Venture Capital

Private credit is cracking just as AI infrastructure spend surges into the trillions. The tremor is fueled by software and IT companies seeing sharp drops in valuation as fears mount that AI advancements will render their core products obsolete.Blue Owl Capital set off alarms in the private credit market, which has extended billions in financing, by selling assets across three funds and tweaking redemptions amid withdrawals tied to AI-threatened tech loans and stalled data centers. As UBS strategists recently noted, the worst-case default rate for private credit could climb as high as 15 percent as AI disrupts traditional software companies."There is a mechanism right now that can hurt private credit," explained Keenan Viney, a senior data scientist with Omnigence Asset Management. "Specifically for software, the AI tools have gotten exponentially better, even in just the last eight weeks. For the past year, the models have been improving, but I wasn't seeing our developers ship more software features. That has changed very suddenly.This shift means even small teams can now build custom applications in-house, ditching the external SaaS platforms that currently carry massive amounts of private credit. In an email to INN, Viney warned that these overextended companies will face "very tough decisions" as they struggle to differentiate their software from AI-generated alternatives."Ultimately, if this trend continues, they will be forced into write-downs and, as our white paper discusses, private credit investors have very little protection; 70 percent of private credit loans are now covenant-lite, and when these loans default, lenders recover just US$0.57 on the dollar versus US$0.66 for covenanted loans," Viney said. "What we really worry about is private credit funding that is specific to this tech cycle. AI infrastructure is extremely capital-intensive, with new large data centers requiring massive utility infrastructure as well. Previous tech cycles often worked on network effects, and things like social media were not compute-heavy. If the AI bet doesn't pay off or if innovations in hardware make these data centers obsolete more quickly, that creates a different (and potentially worse) transmission mechanism to the private credit markets."As the risk profile for software-dependent loans shifts from growth to survival, capital is increasingly migrating toward the physical engines of the AI era—the high-performance hardware that remains the cycle's most resilient asset.In the race to secure GPUs, neo-clouds - specialized providers that focus almost exclusively on high-performance AI compute - are ready to deploy the hardware powering the next generation of LLMs, but are being sidelined by underwriting processes that take months to move and equity models that demand too much control.Investing News Network (INN) spoke with Albert Zhang, CEO at Compute Labs, along with colleagues Nikolay Filichkin and Warren Hosseinion, who argue that GPUs function better as yield-producing assets backed by contracts rather than venture capital bets or shaky private credit, describing how this shift resolves broader AI funding mismatches. The financing bottleneck and the asset-backed solution With global AI capital expenditures projected to reach trillions this decade, the mechanisms used to fund that growth cause delays that create supply bottlenecks.Filichkin, Compute Labs’ chief business officer, described the dynamic clearly: operators are currently caught between slow banks and the limitations of venture capital. Under the traditional model, a neo-cloud must raise massive venture rounds just to afford the down payments required by banks, forcing founders to give up control of their companies simply to buy the hardware needed to operate.Zhang added that underwriting processes and capital structuring take several months, delaying off-take customers and forcing them to go elsewhere simply because they need capacity now. “Many AI customers… will simply go to some other providers, or they will just go to the market and then buy the capacity at a very high spot price,” he explained. Capital inefficiencies also increase computing costs. When neo-clouds cannot deploy on time, demand pressure builds on existing providers, which allows them to charge more.To bypass these delays, Compute Labs, a fintech that bridges neo-clouds and investors, packages GPU clusters for asset-backed deals. The company vets partners, secures senior debt and fundraises the missing 20-30 percent cash slice from investors to complete each deal. This lets neo-clouds deploy without equity dilution, while investors gain direct hardware yield from the contracts. GPUs: The yield-generating asset class A whitepaper co-published by the team at Compute Labs and The Family Office Association in December 2025 pitched GPUs as a new yield-generating asset class for family offices, like digital power plants producing steady cash from AI rentals for training and inference.“When we work with these partners, one of the first things that they worry about is diluting their equity, and we know of an interesting business model that allows an investor just direct exposure to the most fundamental asset, which is the hardware,” explained Filichkin. He noted the dual value points this structure serves: the neo-cloud avoids dilution, and the investor gains the raw hardware component without worrying about the volatility of the equity markets.“More fundamentally,” added Hosseinion, “when we refer to a venture bet, we’re talking about VCs...betting on the founders to find product market fit, whereas (Compute Labs is) allowing investors direct access to the actual chips that power AI.”These assets are secured by three- to five-year off-take contracts, a structure where end-users pre-commit to buying the compute power before it is even deployed. “The financial profile is a lot more similar to project finance... high upfront capex, the deployment phase, and then just a long tail of predictable yield.”However, much AI infrastructure funding still relies on venture-style equity, despite the fact that typical VC rounds are often too small for major hardware buys. ​"Carfax for GPUs" For GPUs to mature into a genuine asset class, the market requires a level of transparency that traditional tech lending has historically lacked. The current hesitation in private credit often stems from a “visibility gap” that prevents lenders from easily verifying the health, location or even the existence of the hardware they are financing.Solving this requires what the Compute Labs team described as a “Carfax for GPUs” that employs a registry system that tracks the provenance, thermal history and real-time utilization of a chip, which would provide lenders the same level of auditability found in real estate or aviation. While this strategy provides technical transparency, Compute Labs’ “revenue haircut” - where the 20 to 30 percent revenue share is the first to be sacrificed if performance targets are missed - provides financial safeguards that protect lenders from operational failures. This ensures that even if a neo-cloud struggles, the investors remain at the front of the repayment line. Operational buffers are also becoming a benchmark for these deals; the team stressed that daily running costs, specifically electricity and maintenance, must typically remain under a quarter of the total income produced by the chips in order to maximize returns. While concerns about technical obsolescence persist, the current supply-chain reality offers a natural hedge. Zhang noted that while new chips are announced frequently, it often takes up to 24 months for them to reach the market in significant volume at a reasonable price, providing a predictable “useful life” window for current-generation hardware. ​Infrastructure before innovation Ultimately, the shift toward asset-backed GPU financing is about unblocking what the team calls the “innovation funnel.” At the top of this funnel sit the thousands of AI applications and agents that promise to reshape the global economy. However, these innovations are entirely dependent on the physical infrastructure at the base.By moving away from the slow, small financing models of the past and treating GPUs as a stable, bankable utility, the industry can finally provide the consistent power required to sustain the AI revolution. However, if the bottom of the funnel remains choked by inefficient capital, the intelligence at the top will inevitably stall. Don’t forget to follow us @INN_Technology for real-time news updates!Securities Disclosure: I, Meagen Seatter, hold no direct investment interest in any company mentioned in this article.

The Digital Power Plant: Why AI Infrastructure is Outgrowing Venture Capital 2026/03/04 08:27

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Cotton Fails to Hold onto Gain on Wednesday

Cotton futures slipped into the Wednesday close, as contracts were down 7 to 12 points in the front months. Crude oil futures were up $1.26 per barrel on the day at $64.47. The US dollar index was up $0.214 to $97.515. Tuesday’s online auction from The Seam showed sales of...

Cotton Fails to Hold onto Gain on Wednesday 2026/02/05 10:42

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Price predictions 4/22: BTC, ETH, XRP, BNB, SOL, DOGE, HYPE, ADA, BCH, XMR

Price predictions 4/22: BTC, ETH, XRP, BNB, SOL, DOGE, HYPE, ADA, BCH, XMR

Bitcoin rally above the $78,333 resistance signals sustained buying by the bulls, clearing the path for a potential rally to $84,000.

Key points:

Bitcoin’s rise above the $78,333 resistance opens the door for a rally to $84,000.

Several major altcoins are attempting to rise above their resistance levels, signaling aggressive buying at lower levels.

Read more


Price predictions 4/22: BTC, ETH, XRP, BNB, SOL, DOGE, HYPE, ADA, BCH, XMR 2026/04/22 18:37

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Wheat Showing Marginal Gains at Midday

The wheat complex are trading with contracts higher across the three exchanges on Wednesday. Chicago SRW futures are trading with 1 to 2 cent gains on the midweek session. KC HRW futures are up 2 to 3 cents on Wednesday. MPLS spring wheat is trading with 1 to 2 cent...

Wheat Showing Marginal Gains at Midday 2026/04/22 19:27

Soybeans Slipping Back on Wednesday

Soybeans are trading with 4 to 5 cent losses in the front months on Wednesday’s midday. The cmdtyView national average Cash Bean price is down 4 1/4 cents at $11.06 1/2. Soymeal futures are down $1 to $2 so far on the day, with Soy Oil futures back down 42...

Soybeans Slipping Back on Wednesday 2026/04/22 19:27

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Stocks Settle Higher as Nasdaq Posts a Record High on Tech Strength

The S&P 500 Index ($SPX ) (SPY ) on Wednesday closed up +1.05%, the Dow Jones Industrial Average ($DOWI ) (DIA ) closed up +0.69%, and the Nasdaq 100 Index ($IUXX ) (QQQ ) closed up +1.73%. June E-mini S&P futures (ESM26 ) rose +0.99%, and June E-mini Nasdaq futures...

Stocks Settle Higher as Nasdaq Posts a Record High on Tech Strength 2026/04/22 19:27

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Stocks Supported by Iran Ceasefire Extension and Strong Earnings

The S&P 500 Index ($SPX ) (SPY ) today is up +0.84%, the Dow Jones Industrial Average ($DOWI ) (DIA ) is up +0.76%, and the Nasdaq 100 Index ($IUXX ) (QQQ ) is up +1.28%. June E-mini S&P futures (ESM26 ) are up +0.80%, and June E-mini Nasdaq futures...

Stocks Supported by Iran Ceasefire Extension and Strong Earnings 2026/04/22 18:41

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Ford Motor Company (F) Stock Dips While Market Gains: Key Facts

In the most recent trading session, Ford Motor Company (F) closed at $12.63, indicating a -1.17% shift from the previous trading day.

Ford Motor Company (F) Stock Dips While Market Gains: Key Facts 2026/04/22 17:45

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DGRW, FB, GILD, ADP: Large Outflows Detected at ETF

Looking today at week-over-week shares outstanding changes among the universe of ETFs covered at ETF Channel, one standout is the WisdomTree U.S. Quality Dividend Growth Fund (Symbol: DGRW) where we have detected an approximate $117.5 million dollar outflow -- that's a 0.7% dec

DGRW, FB, GILD, ADP: Large Outflows Detected at ETF 2025/10/29 10:55

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Netflix's Engagement Momentum Builds: Is Growth Sustainable?

NFLX's engagement hits a record in Q1, boosting retention, ads and pricing power as hits and new formats fuel growth despite intensifying competition.

Netflix's Engagement Momentum Builds: Is Growth Sustainable? 2026/04/22 12:20

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What Cross-Functional Reporting Teams Should Take Away from This Year’s Annual Reports and Proxies

Insights from a Nasdaq webinar on what this year’s annual reports and proxy statements reveal about AI use, disclosure trends, and evolving expectations for cross‑functional reporting teams.

What Cross-Functional Reporting Teams Should Take Away from This Year’s Annual Reports and Proxies 2026/04/17 06:37

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Crypto Market Update: WLFI Token Plummets Amid Feud With Largest Investor

Here's a quick recap of the crypto landscape for Wednesday (April 22) as of 10:00 a.m. UTC. Get the latest insights on Bitcoin, Ether and altcoins, along with a round-up of key cryptocurrency market news. Bitcoin (BTC) was priced at US$78,024.52, up by 3.1 percent over the last 24 hours. Chart via TradingViewBitcoin price performance, April 22, 2026.Bitcoin is roaring back to life, briefly surging past US$78,400 on Wednesday to clock its highest valuation since early February. The market-wide rally was sparked by President Donald Trump’s announcement that he would extend the ongoing ceasefire agreement with Iran. The diplomatic breather injected a massive dose of confidence into global markets, lifting equities and pushing Brent crude past US$99 a barrel. Despite volatility, the flagship cryptocurrency has proved remarkably resilient throughout the Middle East conflict, outperforming traditional safe havens like gold over the same period. Technical analysts are currently eyeing the US$72,000 to US$75,000 range as a fortified support floor, noting that a clean breakout above the psychological US$80,000 barrier could trigger substantial momentum. Institutional capital is also flooding back into the space to chase the rally. US-listed spot Bitcoin ETFs have already absorbed over US$250 million in net inflows this week, hot on the heels of nearly US$1 billion in fresh capital recorded the week prior. Ether (ETH) was priced at US$2,387.42, up by 4.5 percent over the last 24 hours. Altcoin price update XRP (XRP) was priced at US$1.45, up by 1.5 percent over 24 hours.Solana (SOL) was trading at US$88.33, trading 3.8 percent higher over the past 24 hours. ​Today's crypto news to know Tron founder drags Trump-linked crypto project to federal courtThe escalating feud between Tron founder Justin Sun and the Trump family’s World Liberty Financial has officially spilled into federal court. Sun, who became the project's largest individual backer after dropping $75 million on WLFI tokens late last year, filed a lawsuit in California on Tuesday (April 21). He alleges the development team maliciously blacklisted his wallet, stripped his voting rights, and threatened to unilaterally destroy his holdings without any formal recourse. The relationship initially soured last September when the project froze his assets after he allegedly moved portions of his stack, an action Sun claims was done with absolutely no intent to sell. The billionaire investor has publicly accused World Liberty leadership of acting as bad faith operators who baked a secret confiscation backdoor into the protocol's smart contracts.The high-profile controversy has absolutely decimated investor confidence in the platform. The WLFI token is currently trading around US$0.08, a 76 percent collapse from its all-time high.US$418 million short squeeze ignites altcoin breakoutsA sudden upward surge in Bitcoin's price has caught bearish traders completely off guard, triggering a brutal US$418 million liquidation event across the crypto derivatives market. With the leading digital asset pushing toward the US$78,000 mark, over US$286 million in leveraged short positions were forcibly closed out over a single 24-hour period. This mechanical short-covering has created a tailwind for the broader altcoin sector as capital begins rotating further out on the risk curve. The Pudgy Penguins-themed meme coin, PENGU, capitalized heavily on the momentum, posting double-digit gains of over 12 percent, while established networks like Cosmos and Aptos also enjoyed significant daily bumps. Despite the price action, market analysts are warning that the rally's foundation remains highly dependent on Bitcoin maintaining its current stability. Analysts point to a formidable resistance wall waiting at US$83,000, which represents the critical breakeven point for a massive cohort of institutional spot ETF buyers. British financial watchdog raids undercover crypto trading ringsBritain’s Financial Conduct Authority (FCA) is ramping up its offensive against unregulated digital asset operators, executing a coordinated sweep across eight suspected illegal peer-to-peer crypto trading hubs in London. Reuters reported that the operation saw the financial regulator team up directly with local police and tax officials to issue formal cease and desist orders at every targeted location. Investigators suspect these decentralized peer-to-peer networks, which deliberately bypass centralized, compliant exchanges, are actively providing pathways for criminals to launder funds and finance illicit activities. The FCA noted that evidence seized during the on-site inspections is already being funneled into several ongoing criminal investigations. Currently, operating a peer-to-peer crypto brokerage requires strict registration in the UK, yet authorities confirm there is not a single legally registered entity of this kind currently operating in the country. The crackdown conveniently coincides with the regulator's push for broader, comprehensive rules governing the entire crypto industry, which are slated to take full effect by October 2027. Don't forget to follow us @INN_Technology for real-time news updates!Securities Disclosure: I, Meagen Seatter, hold no direct investment interest in any company mentioned in this article.Securities Disclosure: I, Giann Liguid, hold no direct investment interest in any company mentioned in this article.

Crypto Market Update: WLFI Token Plummets Amid Feud With Largest Investor 2026/04/20 16:05

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Stocks to Watch: DuPont, Nike, KB Home are stocks to watch

Among the companies whose shares are expected to see active trade in Friday’s session are DuPont, Nike, and KB Home.

Stocks to Watch: DuPont, Nike, KB Home are stocks to watch 2014/06/27 06:48

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