Author
Ritu Raj
Builds voice AI agents, and writes here on the capital and infrastructure behind the AI buildout.
Verify this byline: LinkedIn.
Contributing Analyst, Zan Digital. 42 pieces published, citing 257 sources. Everything under this byline is held to the published methodology.
Published work
42 pieces- 001AI Capex 2026: The $725B Bet With No Payback MathFour hyperscalers plan roughly $725B of capex in 2026, up 77% on 2025. Here is where the money goes, what it earns today, and the three numbers to watch.
- 002AI Capex Is in the GDP Data. The Payoff Is NotAI investment drove 39% of US GDP growth in early 2025. The productivity return has not arrived. Whether that is a lag or an absence, and how to tell.
- 003AI Circular Deals: Who Actually Pays Whom, and How MuchNvidia's up to $100B commitment to OpenAI was finalised at $30B. A map of the AI circular deals: what is signed, what is only intent, and why it matters.
- 004AI Cost Management: Cheap Tokens, Bigger AI BillsToken prices fell as fast as 40x a year, yet 93% of enterprises blew past their AI budgets in 2026. Here is the arithmetic behind the bigger invoice.
- 005AI Debt Issuance: The Credit Story Behind the BuildAI-related debt issuance is on track for roughly $570B in 2026. Hyperscaler bond issuance quadrupled. How the build is being funded, and why it changed.
- 006AI Took 61% of Venture Capital. What Happens to OthersAI startups took 61% of global venture funding in 2025, up from 30% in 2022. What that concentration does to hiring, valuations and exits outside AI.
- 007Alphabet's $80B Equity Raise: Why Cash Ran ShortAlphabet raised $80 billion in equity in June 2026. Its filings show free cash flow fell 82% in six months and buybacks stopped at $0. What that signals.
- 008Anthropic IPO: The Enterprise Listing That Resets PricingAnthropic filed confidentially on 1 June 2026 for an October listing. A $47B run rate, 85% enterprise revenue, and why the mix matters more than the number.
- 009CoreWeave Debt: $35.6B and Where the Stress SitsCoreWeave carries $35.6B of debt against a $104B backlog. The spread ladder from SOFR plus 225 to plus 550 shows exactly where lenders price the risk.
- 010Cursor at $2B ARR: Fastest SaaS Ever or Most Fragile?Cursor doubled revenue in three months to $2B ARR and sought funding near $50B. The growth is real. So is the question about whether the moat is.
- 011Dot-Com vs AI Bubble: Six Metrics Where It Breaks DownEveryone compares 2026 to 2000. On six metrics, from P/E ratios to profitability, the comparison mostly fails. Here is the one place it does hold.
- 012Down Rounds: How to Read an AI Cap Table in 2026Structured terms are reappearing in AI rounds priced at extreme multiples. What liquidation preferences, ratchets and participation actually do to your equity.
- 013GenAI ROI: Why 95% of Pilots Show No Return, and Who DoesMIT found 95% of GenAI pilots show no measurable P&L return. What the 5% did differently, where the money is really being made, and how to measure your own.
- 014GPU Depreciation: The $176B Accounting Question in AIHyperscalers depreciate AI hardware over 5 to 6 years. One investor puts the resulting overstatement at $176B through 2028. Both sides of the argument, checked.
- 015Inference Costs Are Rising. The Software Margin MythClassic software had near-zero marginal cost. AI does not. Why per-token price cuts have not produced falling bills, and what it means for AI gross margins.
- 016Is Your AI Startup a Feature? The Kill Zone TestModel providers keep absorbing capabilities that were standalone products a year earlier. Five questions to test whether your product survives the next release.
- 017OpenAI IPO: What a Delay Past 2026 Actually SignalsOpenAI filed confidentially in June 2026, then weighed a delay rather than list below $1T. What the numbers say about why, and what each outcome means.
- 018SaaS Multiples in an AI Capex Slowdown: 3 ScenariosAI capex adds roughly 140 basis points to US growth in 2026. A slowdown would lift SaaS multiples on one side and crush them on the other. Three scenarios.
- 019Sovereign AI Funds: $30B and the Buyer of Last ResortSovereign AI spending pushed $30 billion through Nvidia alone in fiscal 2026. Here is what state programmes actually buy, and what it changes for vendors.
- 020The $662B Data Centre Leases Off Big Tech Balance SheetsMoody's found $969B in hyperscaler lease commitments, $662B of it not yet on any balance sheet. What the rule is, why it matters, and when it arrives.
- 021The AI Chip Selloff: Dress Rehearsal or False Alarm?Chip and AI hardware stocks fell sharply in late July 2026 and recovered within a week. Fast recoveries signal conviction or complacency. Five indicators.
- 022The AI Revenue Leaderboard: Who Has Real RevenueCommitments, run rates and bookings get reported as if interchangeable. A ranking by revenue quality rather than headline number, with what each figure means.
- 023The IMF Warned on AI Valuations. The Optimists AnsweredThe IMF flagged correction risk in AI-exporting economies. Supporters argue compute scarcity makes the spending rational. Both cases, and what would settle it.
- 024The SaaSpocalypse: How Software Lost Its Valuation PremiumEarly 2026 erased hundreds of billions in software market cap on the bet that AI replaces SaaS. What happened, and whether the repricing was rational.
- 025Vendor Financing in AI: The Lucent and Nortel LessonSuppliers lending customers money to buy their products inflated telecom revenue before 2001. Similar structures now appear across AI. The mechanics compared.
- 026AI Agent Liability: Authority Clauses for 2026 DealsAir Canada paid CA$812.02 for a promise its chatbot invented. Attribution is already settled law. The unsettled part is which clause moves the liability.
- 027AI Audit Log Design: 12 Fields Agents Must RecordOnly 21% of enterprises can see what their agents do at runtime. Here is a 12-field minimum audit record for AI agents, and what each field has to prove.
- 028AI Copyright Lawsuits: The $1.5B Repricing of Training DataAnthropic paid $1.5 billion, about $3,000 a book, to settle. Here is what the live AI copyright cases could do to model economics and licensing prices.
- 029AI Data Residency: What EU and India Buyers Demand51% of firms now rate data sovereignty as very important. What EU and Indian buyers actually demand, and where vendor residency claims stop short.
- 030AI Export Controls: The 19 Days Claude Went DarkUS export controls pulled Claude Fable 5 offline worldwide for 19 days in June 2026. The order, the reversal, and the precedent it set for your stack.
- 031AI Governance Maturity: Only 21% Are Ready for AgentsDeloitte surveyed 3,235 leaders and found 21% have mature agent governance. Here is a 5-level maturity model and a self-assessment you can score today.
- 032Data Processing Agreement Gaps: 7 Clauses to RewriteMost DPAs predate agent tooling and model updates. Here are the 7 clauses to rewrite, with the EDPB findings and vendor terms that made them stale.
- 033EU AI Act Transparency Rules: The 2 August ChecklistArticle 50 transparency duties applied from 2 August 2026, with fines to €15M or 3% of turnover. Only 9 of 27 member states have both enforcers named.
- 034MCP Security: 200,000 Servers Exposed by One Design FlawOX Security found one MCP design flaw exposing up to 200,000 instances across 150 million downloads. Here is how to vet a connector before you trust it.
- 035Personal AI Accounts: 67% of AI Use Is Off Your BooksVerizon's 2026 DBIR found 45% of employees now use AI on corporate devices, and 67% of them sign in with personal accounts. Source code leads the leak.
- 036Prompt Injection: 12 Defences Broken Above 90%Researchers broke 12 published prompt injection defences with attack success above 90%. Why the SQL injection fix has no equivalent, and what actually works.
- 037Shadow AI Breaches Doubled to 43% and Cost $5.39MShadow AI appeared in 43% of breached organisations in 2026, up from 20% a year earlier, at $5.39M average cost. How to find it, and what to fix first.
- 038AI Content Saturation: 50% of Articles, 14% of ResultsRoughly 50% of new online articles are AI-written, but only 14% of articles ranking in Google are. Here is what actually survived the content flood.
- 039AI Visibility Tracking: Build the Dashboard in a DayThree AI models agree on the top recommended brand just 41.6% of the time. Here is the free AI visibility dashboard you can build in a single day.
- 040Block AI Crawlers? What robots.txt Actually ControlsCloudflare measured Anthropic crawling 70,900 pages per referral sent back. Blocking AI crawlers is defensible. robots.txt controls less than you think.
- 041Brand Mentions Beat Backlinks in AI Search: 0.66 vs 0.22Ahrefs studied 75,000 brands: web mentions correlate 0.664 with AI Overview visibility, backlinks 0.218. What that means for your community budget.
- 042LinkedIn AI Slop: 40% of Long Posts Are AI-WrittenPangram flagged 40% of long LinkedIn posts as fully AI-written. The engagement data splits by topic: slop wins on inspiration, loses badly on analysis.