Alphabet is leaning on cheaper, faster artificial intelligence models, a massive Google Cloud customer base, and the continued strength of its advertising business as it tries to narrow the gap with AI leaders OpenAI and Anthropic in the enterprise market.

The company is positioning Gemini 3.8 Flash as a key part of that strategy, with the latest model focused heavily on coding, reasoning and agentic tasks that Google sees as an important part of its businesses seeking to turn AI advances into measurable productivity gains.

Google DeepMind describes Gemini 3.8 Flash as its strongest Flash model yet for reasoning and coding, with significant improvements over Gemini 3.7 Flash in software engineering and multi-step tasks.

Tulsee Doshi, senior director of product management at Google DeepMind, told CNBC that the recent Flash models had “really surprised us in positive ways in their performance,” creating opportunities for Google to expand their use.

The economics are central to Google’s pitch.

Gemini 3.8 Flash is priced at 75 cents per million input tokens and $3.75 per million output tokens, matching the introductory price of its previous Flash model even as Google claims substantial gains in coding, reasoning and agentic capabilities.

Smaller models are cheaper to operate and can be deployed and improved more rapidly than Google’s largest frontier systems. Their increasing ability to handle complex tasks also gives Google a way to offer businesses AI capabilities without forcing them to pay for the most expensive models. It is expected to become more relevant as companies move from experimenting with generative AI to deploying autonomous agents that perform multistep tasks and consume AI inference at much larger volumes.

Still, Google faces a significant enterprise-market challenge.

“From a product perspective this model seems to keep Google in the race, but probably won’t change the fact they are a distant third in the enterprise market,” said Gil Luria, an analyst at D.A. Davidson, who recommends holding Alphabet shares.

Google Targets Microsoft and Anthropic on Price

Google is also trying to compete by changing how businesses pay for AI. Gemini Enterprise is adding pay-as-you-go pricing, token discounts of as much as 20%, monthly limits on agent spending and a zero-dollar base subscription option. Google has also sought to distinguish its offering from Microsoft and Anthropic by arguing that recurring seat fees and separate product licenses can make competing AI products more expensive and less flexible.

The approach relies partly on Google’s existing distribution.

Nearly three-quarters of Google Cloud customers are already using the company’s AI products, according to Google. Google Cloud CEO Thomas Kurian told CNBC that those customers are spending roughly 50% more than their original commitments.

Analysts predict that the installed base could give Alphabet an advantage that does not depend entirely on having the industry’s single best AI model. Google can package Gemini into Cloud, Workspace, Android, Search and other products that businesses already use, potentially lowering the cost of adopting AI.

Demis Hassabis, the head of Google DeepMind, outlined an even broader vision at the G20 Innovation meeting on Wednesday, saying Gemini could operate as a general-purpose layer that coordinates cheaper, specialized models and AI agents.

Many expect that approach to shift the competitive equation. Rather than relying exclusively on one frontier model outperforming every rival, Google could use its breadth of products, computing infrastructure and distribution to coordinate a network of models and agents.

Hassabis spoke publicly for the first time since DeepMind’s reorganization last month, under which he moved from chief executive to chairman of the unit.

Cybersecurity Becomes Another AI Opportunity

Google is extending the same cost argument into cybersecurity with Gemini 3.8 Flash Cyber.

The company says the model can identify and patch software vulnerabilities at frontier-level performance while operating faster and at lower cost than larger AI systems.

“We’re really excited about being able to provide an offering to defenders that is a fraction of the cost, much faster, while still showcasing that frontier-level performance,” Doshi said.

Because the same capabilities could potentially be exploited by attackers, Google is initially restricting access to a small group of trusted government and enterprise cybersecurity defenders through its Fairwind Program.

Massive AI Spending Raises the Stakes

Google is spending heavily on data centers, computing capacity and AI development. That creates a financial imperative for Gemini to gain market share and generate higher cloud consumption, enterprise software revenue and advertising opportunities.

Warren Buffett’s successor at Berkshire Hathaway, Greg Abel, said Wednesday that the conglomerate views Alphabet as an AI winner, partly because of what its portfolio companies are seeing from Google’s technology.

“We have a lot of visibility from within our companies as to how we’re using AI, what type of benefits it’s delivering, so that brought incremental interest, and then we saw Google as a significant player,” Abel told CNBC’s Becky Quick.

Alphabet also continues to have a powerful source of cash to finance that AI push: advertising.

Google’s advertising business grew 14% in the latest quarter, providing the company with a large and relatively mature cash-generating operation that can help fund its expansion into AI.

Antitrust Rulings Remove a Major Constraint

Alphabet received another boost Wednesday when a federal judge overseeing the U.S. Justice Department’s ad-tech antitrust case ruled that Google would not have to sell its AdX advertising exchange. The court instead opted for behavioral remedies rather than the structural breakup sought by the government.

The decision follows a separate antitrust ruling last year in which a judge rejected demands that Google divest its Chrome browser.

The two rulings do not eliminate Google’s regulatory risks, but they reduce the immediate threat of a forced restructuring of some of its most important businesses.

Antitrust attorney Wyatt Fore, a partner at Shinder Cantor Lerner, described the latest decision as a “big deal,” noting that Google is entering the AI race without the structural restrictions that a breakup could have imposed.

For Alphabet, that matters strategically. The company can continue combining its AI models with Search, Cloud, advertising, Workspace and Android while deploying its infrastructure at scale. The central investment debate is therefore shifting from whether Google can remain relevant in AI to whether it can convert that enormous ecosystem advantage into durable enterprise market share.

India has stalled a proposal by Alipay+ to connect with the country’s instant payments network, Unified Payments Interface (UPI), over national security concerns and questions about how customer and transaction data would be processed and stored, according to three people familiar with the discussions cited by Reuters.

The decision, once again, brings to the fore the continuing sensitivity around Chinese involvement in India’s financial services sector, even as New Delhi and Beijing seek to stabilize relations following years of diplomatic and economic tensions.

Alipay+, operated by Singapore-based Ant International, submitted the proposal in January. It would have been the first initiative by a China-linked company in India’s financial services sector since New Delhi imposed tighter restrictions on Chinese investment following the deadly 2020 border clash between the two countries.

The proposal comes at a potentially significant moment in bilateral relations. India and China have been working to maintain peace along their disputed border, while Chinese President Xi Jinping is expected to visit New Delhi later this month for a BRICS summit, an event that could provide another opportunity for the two governments to improve ties.

India’s concerns over the Alipay+ proposal are linked to the company’s Chinese origins, potential data-security vulnerabilities and the possibility that customer information could be misused, the sources said.

Alipay+ proposed linking its payments network with UPI so that Indian travelers visiting China, Hong Kong and other Asian markets could use their domestic payment accounts at more than 150 million merchants within the Alipay+ network, Reuters reported when the proposal was first made.

A second phase would have allowed foreign visitors to India to use Alipay+ at merchants connected to UPI.

One of the sources said India’s foreign ministry had cited “political grounds” for putting the proposal on hold and that there was currently no clear route to resolving the objections.

Indian law enforcement agencies have also raised concerns over potential money-laundering risks and the possibility that data breaches could expose users to cyberfraud, two of the sources said.

The scrutiny goes beyond the basic question of whether payments can be processed securely.

Authorities are examining how transaction information would be handled, where it would be stored, who would have access to it and how disputes would be resolved, according to one of the sources. Such checks are standard for cross-border payment arrangements, but the review is considerably more stringent when a Chinese-linked company is involved, the person said.

That makes data governance a central issue for any attempt to connect Alipay+ to UPI. Cross-border payment links require the exchange and processing of transaction information across jurisdictions, creating questions for regulators over data localization, access controls, cybersecurity and oversight.

India’s financial system remains particularly sensitive to these issues because UPI has become a core part of the country’s digital payments infrastructure.

Alipay+ is operated by Ant International, a Singapore-based digital payments and financial technology company that was separated from China’s Ant Group as an independent company in 2024.

Its Singapore corporate structure does not eliminate the political and regulatory concerns surrounding its Chinese origins.

India imposed tighter restrictions on Chinese investment after the 2020 border confrontation, when relations between the two countries deteriorated sharply. New Delhi eased some restrictions on Chinese companies in March as bilateral relations began to improve, but the financial sector remains closely guarded, one of the sources said.

The Alipay+ case shows the limits of that rapprochement.

For India, opening parts of its payments infrastructure to a China-linked company carries considerations that extend beyond commercial benefits. UPI is one of the country’s most important pieces of digital infrastructure, and the government has sought greater control over financial data and payment networks as digital transactions have expanded.

At the same time, a connection with Alipay+ could provide Indian travelers with a more seamless way to make payments abroad while potentially reducing dependence on cards and traditional cross-border payment channels.

The proposal also comes as UPI and Alipay+ pursue wider international expansion.

India has been promoting UPI as a global payments platform, establishing links or partnerships with payment systems in markets including Malaysia, the Philippines, South Korea, Singapore and France. The objective is to make cross-border payments faster and less expensive while increasing the international reach of India’s digital-payments infrastructure.

Alipay+ has pursued a similar strategy by connecting different national and regional payment systems to its merchant network.

The potential market is substantial. Outbound cross-border payments from the Asia-Pacific region are expected to reach $23.8 trillion by 2032, almost double their 2024 level, according to data provider FXC Intelligence. That growth is encouraging governments and payment companies to connect domestic instant-payment systems rather than relying exclusively on traditional card networks and correspondent banking arrangements.

However, analysts expect that India’s expanding UPI internationally must be balanced against control over critical financial infrastructure and sensitive customer information. The Alipay+ proposal therefore sits at the intersection of two competing priorities: India’s push to make UPI a globally connected payments platform and New Delhi’s determination to maintain strict oversight of Chinese-linked companies and financial data.

The third source said the national security concerns had complicated the decision even though an Alipay+-UPI connection could deliver significant benefits for cross-border payments.

Global stocks and bonds rallied on Thursday as investors weighed fresh U.S. economic data and comments from Federal Reserve officials for clues on whether the central bank will raise interest rates this month, while a sharp rebound in the yen and renewed military strikes between the United States and Iran kept markets on edge.

A recovery in global bond markets helped improve sentiment across equities, even as investors continued to grapple with elevated government borrowing costs, geopolitical risks and uncertainty over the outlook for monetary policy.

The STOXX 600 rose 0.2% in Europe, snapping a three-day losing streak, while U.S. stock futures gained about 0.1%.

In U.S. premarket trading, Broadcom shares fell roughly 2% after the chipmaker issued a fourth-quarter revenue forecast that fell short of market expectations. Snowflake shares, meanwhile, surged more than 20% after the cloud data platform provider raised its annual revenue outlook.

The immediate focus for investors is Friday’s U.S. nonfarm payrolls report, which could provide a crucial signal on the health of the labor market after weaker-than-expected private employment data for August.

Fed Governor Christopher Waller is also scheduled to speak, following comments from New York Fed President John Williams on Wednesday that rising long-term Treasury yields appeared to reflect a solid economy rather than heightened inflation concerns.

Williams said he was still gathering information before making his next monetary-policy decision.

Markets have nevertheless become increasingly cautious about the Fed’s policy path. Money markets were pricing in roughly a 60% probability of a rate hike this month, up from less than 40% a week earlier.

That shift has added to volatility across bonds and currencies, particularly as investors attempt to determine whether elevated yields are being driven by inflation, fiscal concerns and geopolitical risk or by stronger underlying economic growth.

“There is an interpretation about why yields are moving higher — is it good, or bad? I feel that the negative reasons are more often put forward than the positive reasons,” said Samy Chaar, chief economist at Lombard Odier.

He pointed to concerns over heavy government debt issuance, fiscal risks, geopolitics and the normalization of risk premiums as oil prices rise, but said stronger nominal economic growth could also explain higher yields.

“If demand is strong and it’s demand that is keeping yields at high levels, it’s quite a good environment for multi-asset portfolios, in the sense that you want to be exposed to profit growth with equities, and you want to be exposed to carry as well, with credit,” Chaar said.

Bond Yields Retreat from Recent Highs

Sovereign bond yields fell on Thursday after reaching multiyear highs over the past week as markets priced in tighter monetary policy and growing concerns about government finances.

The benchmark U.S. 10-year Treasury yield fell 2 basis points to 4.77%, while Germany’s 10-year Bund yield also declined 2 basis points to 3.353%. The retreat provided some relief to equity investors because lower long-term yields can reduce the discount rate applied to future corporate earnings and make fixed-income assets relatively less attractive compared with stocks.

But the broader bond-market backdrop remains challenging. Investors are confronting heavy government borrowing requirements at the same time that central banks are reassessing the pace and direction of interest-rate policy.

That has made Friday’s payrolls report attractive. A strong labor-market reading could reinforce expectations for tighter monetary policy, while signs of further deterioration in employment could strengthen the case for a shift toward easier policy.

Yen Surges As BOJ Rate Expectations Build

Currency markets delivered an even stronger signal of changing expectations. The yen rose more than 2.5% over the previous two sessions to around 156.1 per dollar, putting it on course for its strongest two-day advance since coordinated U.S.-Japanese intervention in early August.

The move pushed the dollar index down 0.4%.

The yen’s rally has been fueled by growing expectations that the Bank of Japan could raise interest rates sooner rather than later. A stronger yen also reflects a narrowing of the interest-rate advantage that has supported the currency’s weakness for much of the past several years.

The dollar fell 0.5% against the Swiss franc, while the euro gained 0.18% to about $1.1609 and sterling rose 0.1% to $1.349.

The speed of the yen’s appreciation is likely to keep investors alert to the risk of further official intervention, particularly given the currency’s history of sharp moves when Japanese authorities have signaled concern over excessive depreciation.

Oil Rises As U.S.-Iran Conflict Adds Risk Premium

Oil markets remained highly sensitive to developments in the Middle East as the United States and Iran exchanged their largest barrage of attacks since July, reviving concerns that the conflict could broaden across the region.

Brent crude rose about 1% to $96.62 a barrel, extending its advance to a fourth consecutive session.

The latest military escalation has injected a fresh geopolitical risk premium into oil prices, with investors focused on the possibility that a broader conflict could disrupt crude production, exports or key shipping routes.

The rise in oil prices presents an additional complication for central banks. Higher energy costs can feed inflation while simultaneously weakening household purchasing power, potentially making it harder for policymakers to respond to slowing economic activity with lower interest rates.

Gold Gains As Investors Seek Protection

Gold also advanced, rising 1.1% to $4,434 an ounce. The metal is now nearly 13% above its seven-month low in June.

Geopolitical uncertainty has supported demand for the traditional safe-haven asset, while concerns over the long-term purchasing power of the U.S. dollar have provided another source of support.

The latest evidence of central-bank demand came from the Netherlands. The Dutch central bank said on Wednesday that it had moved a substantial portion of its gold reserves from North America to vaults in London over the previous six months, saying the relocation would improve its preparedness for a potential crisis.

The move adds to a broader pattern of central banks paying greater attention to the location and accessibility of their gold reserves amid heightened geopolitical uncertainty.

For global investors, Thursday’s market moves point to an increasingly complicated policy environment. Equities are benefiting from signs of economic resilience, bonds are caught between stronger growth and fiscal and inflation risks, currencies are responding to divergent central-bank expectations, and commodities are carrying a larger geopolitical premium.

The next major test will come from the U.S. payrolls report. A strong reading could revive the recent selloff in bonds by strengthening expectations for tighter Fed policy, while a weak report could reinforce the case for monetary easing and provide further support for risk assets.