# Finance Published articles for Finance. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Project Harmonia Brings Institutional Tokenized Funds to Solana DevFeed: [Project Harmonia Brings Institutional Tokenized Funds to Solana]() Original publisher: [Read original article]() Author: Solana Foundation Published: 2026-09-16T00:56:00Z Content type: release Language: en Sources: [Solana News Feed]() Topics: [Solana](), [Finance]() Tags: [2026](), [announcements](), [blockchain](), [blockchain-technology](), [crypto-news](), [cryptocurrency](), [decentralized](), [defi](), [distribution](), [finance](), [financial](), [infrastructure](), [institutions](), [nfts](), [podcasts](), [project](), [solana](), [solana-ecosystem](), [token](), [web3]() ### AI overview Project Harmonia opens a request for proposals to connect Allfunds' institutional fund distribution network with tokenized funds on Solana. The program aims to support institutional-scale distribution, with submissions closing October 24, 2026. ### Source excerpt Project Harmonia connects Allfunds, with about EUR 1.9 trillion under administration, to tokenized funds on Solana; submissions close October 24, 2026. ## Solana Ecosystem Roundup: August 2026 DevFeed: [Solana Ecosystem Roundup: August 2026]() Original publisher: [Read original article]() Author: Solana Foundation Published: 2026-09-04T04:18:00Z Content type: article Language: en Sources: [Solana News Feed]() Topics: [Solana](), [Solana ecosystem](), [Transactions](), [DeFi](), [API]() Tags: [2026](), [api](), [blockchain](), [blockchain-technology](), [crypto-news](), [cryptocurrency](), [defi](), [ecosystem](), [finance](), [iphone](), [nfts](), [podcasts](), [solana](), [solana-ecosystem](), [stablecoins](), [transactions](), [web3]() ### AI overview Solana's August 2026 roundup reports record network activity, growth in real-world assets and tokenized stocks, expanding stablecoin payment infrastructure, ETF inflows, and broader consumer-app distribution. ### Source excerpt Solana's August 2026 roundup: record transactions, $4B in RWAs, growing stablecoin payments, tokenized stocks, DeFi innovation, ETFs, and governance. ## Tokenization and the Migration of Money, Assets, and Ownership to Internet Infrastructure DevFeed: [Tokenization and the Migration of Money, Assets, and Ownership to Internet Infrastructure]() Original publisher: [Read original article]() Author: Solana Foundation Published: 2026-09-02T09:00:00Z Content type: opinion Language: en Sources: [Solana News Feed]() Topics: [tokenization](), [Blockchain](), [Internet](), [Finance]() Tags: [ai](), [blockchain](), [blockchain-technology](), [crypto-news](), [cryptocurrency](), [defi](), [finance](), [financial](), [infrastructure](), [internet](), [nfts](), [payments](), [podcasts](), [solana](), [solana-ecosystem](), [stablecoins](), [token](), [tokenization](), [web3]() ### AI overview This opinion article argues that tokenization is driving a long-term migration of money, assets, and ownership onto always-on internet infrastructure. It identifies stablecoins, institutional asset tokenization, blockchain infrastructure, and AI-enabled economic actors as converging forces that could broaden global distribution and access to markets. ### Source excerpt More than $4.7 trillion in stablecoins moved across Solana in the past year as tokenized markets expand access to ownership and finance. ## Webinar Recap: Cross-Border Payments in Latin America DevFeed: [Webinar Recap: Cross-Border Payments in Latin America]() Original publisher: [Read original article]() Author: Solana Foundation Published: 2026-09-01T09:00:00Z Content type: article Language: en Sources: [Solana News Feed]() Topics: [Solana](), [Development]() Tags: [blockchain](), [blockchain-technology](), [brazil](), [cross-border](), [cross-border-payments](), [crypto-news](), [cryptocurrency](), [defi](), [finance](), [nfts](), [payments](), [podcasts](), [recap](), [remittances](), [solana](), [solana-ecosystem](), [stablecoins](), [swift](), [web3]() ### AI overview A webinar recap explains how companies in Latin America are putting stablecoin payments into production. It covers correspondent-banking delays, intermediary costs, prefunding requirements, remittances, and the use of stablecoins for cross-border settlement and treasury operations. ### Source excerpt Jorge Borges, Head of Latin America at Fireblocks, and Antonio Neto of the Solana Foundation discussed how firms across LATAM are putting stablecoin payments into production. ## Solana Breakpoint 2026 to take place in London with focus on tokenized markets DevFeed: [Solana Breakpoint 2026 to take place in London with focus on tokenized markets]() Original publisher: [Read original article]() Author: Solana Foundation Published: 2026-08-27T04:15:00Z Content type: release Language: en Sources: [Solana News Feed]() Topics: [Solana]() Tags: [2026](), [ai](), [announcements](), [blockchain](), [blockchain-technology](), [breakpoint](), [crypto-news](), [cryptocurrency](), [defi](), [events](), [finance](), [london](), [nfts](), [payments](), [podcasts](), [solana](), [solana-ecosystem](), [stablecoins](), [web3]() ### AI overview Solana Breakpoint 2026 will take place in London from November 15-17, bringing together more than 8,000 expected attendees from capital markets, payments, technology and policy. The event will focus on stablecoins, tokenized assets, payments and AI-driven economic activity moving onchain. ### Source excerpt Breakpoint comes to London November 15-17, bringing 8,000+ attendees and leaders from capital markets, payments, technology and policy. ## Agentic treasury runs on searchable, observable context DevFeed: [Agentic treasury runs on searchable, observable context]() Original publisher: [Read original article]() Author: Karen Mcdermott Published: 2026-08-18T00:00:00Z Content type: article Language: en Sources: [Elastic Blog - Elasticsearch, Kibana, and ELK Stack]() Topics: [Artificial Intelligence](), [observability](), [data](), [Latency](), [dashboards](), [Transactions](), [systems]() Tags: [agentic](), [agentic-ai](), [ai](), [banking](), [dashboards](), [data](), [elasticsearch-logs-metrics](), [erp](), [finance](), [financial-services](), [geospatial-log-analytics-metrics](), [latency](), [observability](), [payment](), [systems](), [transactions]() ### AI overview This article argues that agentic treasury depends on searchable context, observable systems, and trustworthy data rather than AI alone. It explains that treasury teams face decision latency because balances, transactions, forecasts, payment activity, liquidity positions, counterparty information, and market signals are fragmented across enterprise systems, platforms, dashboards, reports, and spreadsheets. ### Source excerpt Agentic treasury requires more than AI. It needs searchable context, observable systems, and trusted data to reduce decision latency and support confident, governed action. ## India's Internet ecosystem in 2026: Growth, resilience, and the road ahead DevFeed: [India's Internet ecosystem in 2026: Growth, resilience, and the road ahead]() Original publisher: [Read original article]() Author: Samantha Douglas Published: 2026-08-17T01:30:48Z Content type: article Language: en Sources: [APNIC Blog]() Topics: [Internet](), [Networks](), [Resilience](), [5G](), [cloud-infrastructure]() Tags: [5g](), [apnic-62](), [community](), [development](), [digital-platforms](), [digital-transformation](), [economy-report](), [education](), [finance](), [global](), [government](), [growth](), [healthcare](), [india](), [infrastructure](), [internet](), [ipv6](), [measurement](), [mobile](), [networks](), [resilience](), [scale]() ### AI overview India's Internet ecosystem has expanded through affordable mobile broadband, major digital infrastructure investment, and strong IPv6 adoption. The article examines the shift from rapid growth toward resilient, secure, and inclusive connectivity, while highlighting persistent rural and remote access gaps and the continued expansion of 4G, 5G, and fixed broadband. ### Source excerpt India has built one of the world's largest Internet ecosystems through affordable mobile broadband, digital infrastructure investment, and IPv6 leadership. As it prepares to host APNIC 62, the challenge is ensuring connectivity remains resilient, secure, and inclusive. ## Why Asia Is Ahead on Stablecoins, According to Reap's Daren Guo DevFeed: [Why Asia Is Ahead on Stablecoins, According to Reap's Daren Guo]() Original publisher: [Read original article]() Author: Amira Valliani Published: 2026-08-12T12:57:00Z Content type: article Language: en Sources: [Solana News Feed]() Topics: [Solana](), [systems]() Tags: [2025](), [b2b](), [blockchain](), [blockchain-technology](), [consumer](), [cross-border](), [cross-border-payments](), [crypto-news](), [cryptocurrency](), [defi](), [finance](), [global](), [infrastructure](), [nfts](), [payments](), [podcasts](), [remittances](), [report](), [solana](), [solana-ecosystem](), [southeast-asia](), [speed](), [stablecoins](), [volume](), [web3]() ### AI overview Reap co-founder Daren Guo explains why Asia's cross-border payment infrastructure is well suited to stablecoins and describes Reap's stablecoin card business, including its primary treasury-management move to Solana in 2025. ### Source excerpt Reap moves roughly $6B a year in stablecoin card volume after building cross-border payments infrastructure from Asia. ## What building an AI-native finance function taught me DevFeed: [What building an AI-native finance function taught me]() Original publisher: [Read original article]() Published: 2026-08-10T17:00:00Z Content type: article Language: en Sources: [OpenAI News]() Topics: [Artificial Intelligence](), [OpenAI](), [real-time](), [data]() Tags: [ai](), [business](), [company](), [experimentation](), [finance](), [openai](), [real-time](), [tools](), [workflow]() ### AI overview OpenAI CFO Sarah Friar describes lessons from building an AI-native finance function, including zero-day financial close, continuously updated forecasting, broad access to AI, structured experimentation, workflow accountability, and measuring AI's dependable work for ROI. ### Source excerpt OpenAI CFO Sarah Friar shares five lessons for building an AI-native finance function, from automated forecasting to stronger controls and AI ROI. ## Model ML completes finance work more efficiently with GPT-5.6 Sol DevFeed: [Model ML completes finance work more efficiently with GPT-5.6 Sol]() Original publisher: [Read original article]() Published: 2026-08-10T12:00:00Z Content type: article Language: en Sources: [OpenAI News]() Topics: [App](), [Tooling](), [Software](), [Microsoft]() Tags: [agent](), [agents](), [analysis](), [app](), [building](), [finance](), [gpt](), [microsoft](), [model](), [software](), [startup](), [tooling](), [tools](), [workflow](), [workflows]() ### AI overview Model ML uses GPT-5.6 Sol and a coordinating agent to automate finance assignments from research and analysis through editable, source-traceable PowerPoint decks and Excel workbooks. The workflow selects tools and models, reconciles evidence, performs calculations, and lets finance professionals review assumptions, sources, and messaging before sharing. ### Source excerpt Model ML uses GPT-5.6 Sol to carry finance work from research and analysis through editable, traceable PowerPoint decks and Excel workbooks. ## Solana Ecosystem Roundup: July 2026 DevFeed: [Solana Ecosystem Roundup: July 2026]() Original publisher: [Read original article]() Author: Solana Foundation Published: 2026-08-05T09:33:00Z Content type: news Language: en Sources: [Solana News Feed]() Topics: [Solana](), [Solana ecosystem](), [Finance](), [linux foundation](), [stripe]() Tags: [2026](), [blockchain](), [blockchain-technology](), [capacity](), [crypto-news](), [cryptocurrency](), [defi](), [ecosystem](), [finance](), [intel](), [linux-foundation](), [nfts](), [nvidia](), [payments](), [podcasts](), [recap](), [solana](), [solana-ecosystem](), [stripe](), [tsmc](), [web3]() ### AI overview Solana's July 2026 ecosystem roundup reports a 66% increase in maximum block capacity, growth in tokenized equities and real-world assets, expanded payments adoption, and $22.9 million in Solana-processed World Series of Poker buy-ins. ### Source excerpt Tokenized equities expanded, real-world assets hit $3.73B, payments reached 330,000+ merchants, and block capacity increased 66% in a milestone month. ## How CFOs can manage AI costs and prove business value DevFeed: [How CFOs can manage AI costs and prove business value]() Original publisher: [Read original article]() Author: info@1password.com (Greg Henry) Published: 2026-08-04T00:00:00Z Content type: article Language: en Sources: [Blog on 1Password Blog]() Topics: [Artificial Intelligence](), [AI Strategy](), [Software as a service](), [Cloud](), [dashboards]() Tags: [ai](), [ai-adoption](), [billing](), [business](), [business-value](), [cloud](), [compliance](), [dashboards](), [finance](), [management](), [real-time](), [saas-management]() ### AI overview The article explains how CFOs and Finance teams can manage unpredictable AI spending by gaining earlier visibility into usage, forecasting budget risk, assigning ownership, and connecting AI investments to measurable business outcomes. It highlights consumption-based pricing, changing model costs, and delayed reporting from IT and vendor dashboards as key challenges. ### Source excerpt Earlier this year, a bill arrived from one of 1Password's AI vendors for 5x the value of the original contract. The initial agreement came in below a certain threshold, so it never reached the right approvers for review. By the time it did, we had a much clearer understanding of how quickly AI costs can add up. This unpleasant surprise revealed a structural gap between IT, Finance, and end users when it came to AI billing and consumption. Although Finance was accountable for the budget, it had no way to see what was being spent on AI until it was already spent. Other CFOs are seeing the same pattern of a bill arriving that no one can explain. Now, as leaders grapple with soaring and unpredictable token costs, what was considered a budget line item just a few months ago has become a board-level topic. Managing AI costs requires Finance and IT to share visibility into consumption before the invoice arrives. Organizations need a way to track usage, forecast budget risk, assign ownership, and connect AI investments to measurable business outcomes. Why AI costs are harder for Finance to forecast Effective Finance and IT are built on predictability: per-seat SaaS contracts, annual budget cycles, and predictable renewal dates. Contracts with AI vendors are fundamentally different. They're based on consumption pricing, which scales with usage, not headcount. As AI usage grows across a team or department, the bill can literally grow overnight. The closest comparison is cloud, which also uses consumption pricing. Cloud sprawl took years to bring under control, but Finance eventually learned to model it. With AI, there is no time for a learning curve. Pricing tiers change constantly, new models ship overnight, and AI adoption continues to accelerate. Why Finance sees AI overspend too late While Finance is responsible for AI spend management, the tools Finance relies on weren't designed to provide real-time visibility. Getting a complete picture requires going through the IT te ## David Vélez and Robin Vince join the boards of the OpenAI Foundation and OpenAI Group PBC DevFeed: [David Vélez and Robin Vince join the boards of the OpenAI Foundation and OpenAI Group PBC]() Original publisher: [Read original article]() Published: 2026-07-21T00:00:00Z Content type: news Language: en Sources: [OpenAI News]() Topics: [OpenAI](), [Artificial Intelligence]() Tags: [ai](), [banking](), [brazil](), [company](), [finance](), [leadership](), [openai](), [technology]() ### AI overview OpenAI announces that David Vélez, founder and CEO of Nubank, and Robin Vince, Chairman and CEO of BNY, will join the boards of the OpenAI Foundation and OpenAI Group PBC. The announcement highlights their experience in finance, technology, governance, innovation, and expanding access and opportunity. ### Source excerpt David Vélez and Robin Vince join the boards of the OpenAI Foundation and OpenAI Group PBC, bringing global leadership in finance, technology, and governance. ## How Cars24 scales conversations and builds faster with OpenAI DevFeed: [How Cars24 scales conversations and builds faster with OpenAI]() Original publisher: [Read original article]() Published: 2026-07-16T00:00:00Z Content type: article Language: en Sources: [OpenAI News]() Topics: [AI Agent](), [OpenAI](), [ChatGPT](), [codex](), [App]() Tags: [agent](), [agentic](), [agents](), [ai](), [ai-agent](), [ai-agents](), [apis](), [app](), [australia](), [automotive](), [business](), [customer](), [engineering](), [enterprise](), [finance](), [legal](), [marketing](), [openai](), [voice](), [workflows]() ### AI overview Cars24 uses OpenAI-powered voice and chat agents to support car buying, selling, financing, follow-up, and customer support. The company also deploys ChatGPT Enterprise and Codex to help teams create AI-powered workflows. ### Source excerpt Cars24 uses OpenAI-powered voice and chat agents to handle 1M+ monthly conversation minutes, recover 12% of lost leads, and bring agentic workflows to teams across the company. ## How Bullet uses ClickHouse Cloud to give DeFi's fastest exchange real-time analytics DevFeed: [How Bullet uses ClickHouse Cloud to give DeFi's fastest exchange real-time analytics]() Original publisher: [Read original article]() Author: ClickHouse Published: 2026-07-15T00:00:00Z Content type: article Language: en Sources: [ClickHouse Blog]() Topics: [clickhouse](), [Cloud](), [Latency](), [real-time](), [databricks](), [Blockchain](), [data](), [Monitoring](), [Ethereum]() Tags: [analytics](), [architecture](), [blockchain](), [clickhouse](), [cloud](), [cost](), [crypto](), [databricks](), [finance](), [latency](), [monitor](), [monitoring](), [platform](), [real-time](), [speed](), [trading]() ### AI overview Bullet uses ClickHouse Cloud to index, analyze, and monitor its real-time DeFi perpetuals exchange. The migration from Databricks reduced query latency from 10-15 seconds to milliseconds, improved data freshness to under five seconds, eliminated a separate serving layer, and supported 1,000 times more data at comparable cost. ### Source excerpt Switching from Databricks to ClickHouse Cloud cut Bullet's query latency 10,000x and eliminated an entire serving layer, giving DeFi's fastest exchange real-time analytics at comparable cost. ## How agents are transforming work DevFeed: [How agents are transforming work]() Original publisher: [Read original article]() Published: 2026-06-25T02:00:00Z Content type: article Language: en Sources: [OpenAI News]() Topics: [Artificial Intelligence](), [codex](), [OpenAI](), [coding](), [Automation](), [data]() Tags: [agentic](), [agentic-ai](), [agents](), [ai](), [ai-agents](), [automation](), [codex](), [coding](), [company](), [debugging](), [developer](), [engineering](), [finance](), [legal](), [openai](), [productivity](), [recruiting](), [work]() ### AI overview OpenAI describes how agentic AI and Codex are shifting knowledge work from short chatbot interactions to delegated, long-horizon tasks. The article reports growing Codex adoption across technical and non-technical departments, including Legal, Finance, and Recruiting, alongside increased use for coding, automation, data transformation, tooling, and debugging. ### Source excerpt A new OpenAI research paper shows how AI agents are transforming work, enabling longer, more complex tasks and expanding productivity across roles. ## The Best Stripe Alternative for SaaS in 2026 DevFeed: [The Best Stripe Alternative for SaaS in 2026]() Original publisher: [Read original article]() Author: Aarthi Poonia Published: 2026-06-25T00:00:00Z Content type: comparison Language: en Sources: [Dodo Payments Blog]() Topics: [stripe](), [Software as a service]() Tags: [2026](), [alternatives](), [billing](), [chargebacks](), [compare](), [compliance](), [conversion](), [digital](), [eu](), [fees](), [finance](), [global](), [payment](), [payment-processing](), [payments](), [pricing](), [saas](), [stripe](), [tax](), [vat]() ### AI overview This comparison explains how SaaS businesses can evaluate Stripe alternatives based on payment processing, merchant-of-record services, tax compliance, chargebacks, fees, billing, and international payment coverage. It argues that Dodo Payments is a strong all-in option for global SaaS businesses, while emphasizing that the best choice depends on the company's operational needs. ### Source excerpt Looking for the best Stripe alternative? Compare merchant of record options, fees, tax handling, and global coverage to pick the right fit for your SaaS in 2026. ## Introducing OpenAI for Singapore DevFeed: [Introducing OpenAI for Singapore]() Original publisher: [Read original article]() Published: 2026-05-19T20:30:00Z Content type: news Language: en Sources: [OpenAI News]() Topics: [OpenAI](), [Artificial Intelligence](), [AI Strategy](), [Frontier AI](), [Deployment]() Tags: [ai-strategy](), [applied-ai](), [finance](), [frontier-ai](), [global-affairs](), [healthcare](), [infrastructure](), [net](), [openai](), [partnership]() ### AI overview OpenAI is launching OpenAI for Singapore, a partnership with Singapore's Ministry of Digital Development and Information backed by more than S$300 million. The initiative will support frontier AI deployment, develop local talent, and expand access to AI across organisations, businesses, and public services. ### Source excerpt OpenAI for Singapore launches a multi-year AI partnership to expand deployment, build local talent, and support businesses and public services with AI. ## A new personal finance experience in ChatGPT DevFeed: [A new personal finance experience in ChatGPT]() Original publisher: [Read original article]() Published: 2026-05-15T00:00:00Z Content type: release Language: en Sources: [OpenAI News]() Topics: [ChatGPT](), [Artificial Intelligence](), [dashboards](), [data](), [Android](), [iOS](), [Web]() Tags: [ai](), [android](), [chatgpt](), [data](), [finance](), [ios](), [product](), [update](), [web]() ### AI overview ChatGPT is introducing a personal finance experience that lets users in the U.S. securely connect financial accounts, view spending dashboards, and ask questions informed by their financial context, goals, and priorities. The preview initially targets Pro users and supports more than 12,000 financial institutions, with broader availability planned. ### Source excerpt Preview a new personal finance experience in ChatGPT for Pro users in the U.S. Securely connect your financial accounts and get AI-powered insights and guidance grounded in your financial context, goals, and priorities. ## Finance workflows with ChatGPT Work DevFeed: [Finance workflows with ChatGPT Work]() Original publisher: [Read original article]() Published: 2026-05-12T15:00:00Z Content type: article Language: en Sources: [OpenAI News]() Topics: [ChatGPT](), [App](), [codex]() Tags: [analysis](), [chatgpt](), [finance](), [openai-academy](), [review](), [reviews](), [webinar](), [work](), [workflows]() ### AI overview A practical overview of how finance teams can use ChatGPT Work to transform existing work inputs--such as close workbooks, dashboards, forecasts, prior reviews, and owner notes--into review-ready materials for reporting, variance analysis, planning, and monthly business reviews. ### Source excerpt Learn practical ChatGPT Work workflows for reporting, variance analysis, forecasts, monthly reviews, and decision-ready finance deliverables. ## OpenAI and PwC collaborate to reimagine the office of the CFO DevFeed: [OpenAI and PwC collaborate to reimagine the office of the CFO]() Original publisher: [Read original article]() Published: 2026-05-04T21:00:00Z Content type: news Language: en Sources: [OpenAI News]() Topics: [Artificial Intelligence](), [OpenAI](), [ChatGPT](), [codex](), [dashboards]() Tags: [accounting](), [agents](), [ai](), [ai-agents](), [chatgpt](), [codex](), [dashboards](), [enterprise](), [finance](), [global-affairs](), [monitor](), [openai](), [payments](), [policy](), [production](), [tax](), [workflows]() ### AI overview OpenAI and PwC are collaborating to help enterprises deploy governed AI agents across finance workflows, including planning, forecasting, procurement, payments, tax, reporting, and accounting close. The collaboration combines OpenAI's internal finance experience with PwC's transformation, controls, and implementation expertise. ### Source excerpt OpenAI and PwC are partnering to help enterprises use AI agents to automate finance workflows, improve forecasting, strengthen controls, and modernize the CFO function. ## What Is Embedded Finance? A Founder's Guide to Revenue Beyond Subscriptions DevFeed: [What Is Embedded Finance? A Founder's Guide to Revenue Beyond Subscriptions]() Original publisher: [Read original article]() Author: Ayush Agarwal Published: 2026-05-03T00:00:00Z Content type: tutorial Language: en Sources: [Dodo Payments Blog]() Topics: [Finance](), [Software as a service]() Tags: [embedded-finance](), [finance](), [guide](), [partner](), [payments](), [product](), [revenue](), [saas]() ### AI overview This founder-focused guide explains embedded finance for SaaS companies, including its definition, common integration layers, revenue models, regulated partner roles, and how companies can add financial features without becoming regulated entities. ### Source excerpt Embedded finance explained for SaaS founders. Layers, revenue models, partner types, and how to add financial features to your product without becoming a regulated entity. ## SaaS Unit Economics: CAC, LTV, Payback, and the Metrics That Decide Funding DevFeed: [SaaS Unit Economics: CAC, LTV, Payback, and the Metrics That Decide Funding]() Original publisher: [Read original article]() Author: Ayush Agarwal Published: 2026-04-22T00:00:00Z Content type: tutorial Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service](), [Tooling]() Tags: [benchmarks](), [finance](), [funding](), [growth](), [guide](), [metrics](), [saas](), [saas-metrics]() ### AI overview A guide to SaaS unit economics covering CAC, LTV, LTV:CAC ratio, payback period, gross margin, churn, and NRR. It explains how these metrics connect, provides formulas and benchmarks, and includes a diagnostic scorecard for evaluating whether a SaaS business is ready to scale. ### Source excerpt A complete guide to SaaS unit economics covering CAC, LTV, LTV:CAC ratio, payback period, gross margin, churn, and NRR with formulas, benchmarks, and a diagnostic scorecard. ## Cockroach Connect discussion examines the challenges of putting AI into production DevFeed: [Cockroach Connect discussion examines the challenges of putting AI into production]() Original publisher: [Read original article]() Author: David Weiss Published: 2026-04-22T00:00:00Z Content type: article Language: en Sources: [Cockroach Labs]() Topics: [Artificial Intelligence](), [systems](), [Cockroach Labs]() Tags: [ai](), [applications](), [cockroach-labs](), [data](), [finance](), [infrastructure](), [production](), [systems](), [teams](), [workflows]() ### AI overview Cockroach Labs hosted a private dinner where enterprise technology leaders discussed the shift from AI experimentation to production use. The discussion highlighted productivity gains alongside the difficulty of operating AI with real systems, data, and organizational constraints. ### Source excerpt Last week in San Francisco, Cockroach Labs hosted a private dinner: "Cockroach Connect: The Enterprise Reckoning." [Next page]()