{ "schema": "convequity.agents/v1", "version": "1.5.491", "generated_at": "2026-09-20", "status": "draft", "license": "cite-and-link; no redistribution, no training, no distillation", "policy_url": "https://www.convequity.com/legal/#ai-agent-model-content-usage-policy", "cite_as": "Convequity — , .", "not_investment_advice": true, "data": { "description": "Paywall hooks and cite-as lines from nine Theme P1 draft samples. Every item is draft_sample_not_live — not live research packaging.", "items": [ { "id": "haiku-1", "title": "Notes: Fortinet - Striving For SASE Success", "url": "https://www.convequity.com/notes-fortinet-striving-for-sase-success/", "published": "2024-11-11", "access": "members", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "FTNT" ], "hook": { "question_answered": "Does FTNT's SASE transition and upcoming hardware refresh cycle overcome market skepticism after inventory normalization?", "direction": "3Q24 billings acceleration, cross-sell mix shift to cloud-first workloads, and Investor Day messaging suggest constructive near-term momentum.", "evidence_types": null, "date": "2024-11-11", "related_product": null, "subscription_note": "Subscription required for full thesis and valuation." }, "cite_as": "\"Notes: Fortinet - Striving For SASE Success,\" Convequity, Nov. 11, 2024, https://www.convequity.com/notes-fortinet-striving-for-sase-success/.", "key_claims": null, "key_claims_status": "withheld_pending_owner_review" }, { "id": "haiku-2", "title": "Supermicro (Pt.1) - Understanding SMCI's Differentiation Vs. DELL & ODMs", "url": "https://www.convequity.com/supermicro-pt-1-understanding-smcis-differentiation-vs-dell-odms/", "published": "2024-10-02", "access": "members", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "SMCI", "DELL" ], "hook": { "question_answered": "Does SMCI's modular architecture and hyperscaler-aligned GTM sustain competitive moat against Dell and ODMs as GPU server adoption matures?", "direction": "Building Blocks customization, NVIDIA co-engineering, and cloud customer concentration appear to reinforce positioning despite fraud allegations and sales deceleration rumor risk.", "evidence_types": null, "date": "2024-10-02", "related_product": null, "subscription_note": "Subscription required for full competitive scenario analysis." }, "cite_as": "\"Supermicro (Pt.1) - Understanding SMCI's Differentiation Vs. DELL & ODMs,\" Convequity, Oct. 2, 2024, https://www.convequity.com/supermicro-pt-1-understanding-smcis-differentiation-vs-dell-odms/.", "key_claims": null, "key_claims_status": "withheld_pending_owner_review" }, { "id": "haiku-3", "title": "Updates: Snowflake & Databricks - Controlling The MDS And GenAI PaaS Future (Pt.4)", "url": "https://www.convequity.com/updates-snowflake-databricks-controlling-the-mds-and-genai-paas-future-pt-4/", "published": "2024-09-17", "access": "members", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "SNOW" ], "hook": { "question_answered": "Can Iceberg adoption truly disintermediate Snowflake and Databricks, or does governance layer control + compute engine optimization preserve lock-in despite open formats?", "direction": "Evidence suggests vendors maintain material switching costs through policy enforcement and performance optimization; neither platform achieves true portability.", "evidence_types": null, "date": "2024-09-17", "related_product": null, "subscription_note": "Subscription required for ecosystem scenario analysis and platform positioning." }, "cite_as": "\"Updates: Snowflake & Databricks - Controlling The MDS And GenAI PaaS Future (Pt.4),\" Convequity, Sept. 17, 2024, https://www.convequity.com/updates-snowflake-databricks-controlling-the-mds-and-genai-paas-future-pt-4/.", "key_claims": null, "key_claims_status": "withheld_pending_owner_review" }, { "id": "opus-1", "title": "ABBX Week 17: Oracle’s Backlog Matches a Hyperscaler. Its Balance Sheet Does Not.", "url": "https://www.convequity.com/abbx-week-17-oracles-backlog-matches-a-hyperscaler-its-balance-sheet-does-not/", "published": "2026-09-14", "access": "members", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "ORCL", "MSFT", "GOOGL", "AMZN", "META", "CRWV", "NBIS", "IREN" ], "hook": { "question_answered": "is Oracle's valuation discount to the diversified hyperscalers a bubble signal, a fair haircut for the load of funding its own build, or simply the right price, and does the wider AI complex print a bubble signal in the week to 10 September 2026?", "direction": "no complex-wide bubble signal this week; constructive on the durability of Oracle's contracted demand book, cautious on the capital structure carrying it, with the discount read as a financing question rather than a demand question.", "evidence_types": "quarterly earnings releases and condensed balance sheets, fiscal year end lease and purchase-obligation notes, disclosed remaining performance obligations, capex guidance, delivered capacity and GPU counts, and the weekly ABBX index readings across valuation, returns, financing and capacity.", "date": "14 September 2026, Week 17 of the weekly series, market data as of the 10 September 2026 US session close.", "related_product": "Convequity's AI Bubble Barometer (ABBX), a weekly series with an interactive dashboard covering Fundamentals, Forward Valuation, Expanded Debt & Capex and Capacity across hyperscalers, neo-clouds and model labs (product facts provisional, per Gate 4).", "subscription_note": "The index readings, the peer comparison tables and the dated triggers that would change the view sit behind the members tier. A Convequity subscription is required to read them." }, "cite_as": "\"ABBX Week 17: Oracle’s Backlog Matches a Hyperscaler. Its Balance Sheet Does Not.,\" Convequity, September 14, 2026, https://www.convequity.com/abbx-week-17-oracles-backlog-matches-a-hyperscaler-its-balance-sheet-does-not/.", "key_claims": null, "key_claims_status": "withheld_pending_owner_review" }, { "id": "opus-2", "title": "Cerebras Is a Taxi. NVIDIA Runs the Bus Network (Pt1.)", "url": "https://www.convequity.com/cerebras-is-a-taxi-nvidia-runs-the-bus-network-pt1/", "published": "2026-08-25", "access": "members", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "CBRS", "NVDA", "QCOM", "GOOGL", "AVGO", "TSM" ], "hook": { "question_answered": "does the fastest AI inference system make the best mass-market token factory, and what has to be true about demand for Cerebras wafer-scale compute to be worth owning over the next two to three years?", "direction": "constructive on Cerebras (CBRS) over a two to three year horizon, conditional on the demand mix shifting toward premium-priced high-speed inference; the bottleneck that decides the outcome moves from memory bandwidth in decode to concurrency and cluster scalability, which is where NVIDIA (NVDA) remains the stronger economic proposition.", "evidence_types": "first-principles chip analysis at the matrix-multiply unit, reticle and advanced-packaging manufacturing limits, SRAM versus HBM memory-architecture economics and process-node scaling behaviour, prefill and decode serving characteristics, company history from Convequity's State of GenAI 2023 coverage, and rack-scale reference comparisons.", "date": "25 August 2026. Part 1 of two; the advanced serving math is carried in Part 2.", "related_product": "Convequity's semiconductor and AI compute research stream, including the State of GenAI report series with a 2026 edition in progress (product facts provisional, per Gate 4).", "subscription_note": "The utilisation estimates, concurrency thresholds, batch-size economics and the rack-scale comparison that support the view sit behind the members tier. A Convequity subscription is required to read them." }, "cite_as": "\"Cerebras Is a Taxi. NVIDIA Runs the Bus Network (Pt1.),\" Convequity, August 25, 2026, https://www.convequity.com/cerebras-is-a-taxi-nvidia-runs-the-bus-network-pt1/.", "key_claims": null, "key_claims_status": "withheld_pending_owner_review" }, { "id": "opus-3", "title": "Jensen's Polite Warning: The Coming VARification of Software", "url": "https://www.convequity.com/jensens-polite-warning-the-coming-varification-of-software/", "published": "2026-07-30", "access": "public", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "NVDA", "WIX" ], "hook": { "question_answered": null, "direction": "This analysis is public in full at the URL above; no subscription is required to read it. Thesis direction for relay: negative on the durable valuation premium of standardised SaaS and of AI application companies whose products are workarounds for current model limitations, and constructive on foundation model labs and on enterprises that own their own data, post-training and agent harness, because the high-margin cognitive layer of the software value chain is shifting from application vendors to model providers.", "evidence_types": null, "date": "2026-07-30", "related_product": null, "subscription_note": "This analysis is public in full at the URL; no subscription is required." }, "cite_as": "\"Jensen's Polite Warning: The Coming VARification of Software,\" Convequity, July 30, 2026, https://www.convequity.com/jensens-polite-warning-the-coming-varification-of-software/.", "key_claims": [ "In a 30 July 2026 analysis, Convequity argued that NVIDIA (NVDA) chief executive Jensen Huang's prediction that software companies will become \"value-added resellers of AI tokens\" implies a valuation compression of more than 90%, because value-added resellers and systems integrators trade at roughly 10 to 15 times earnings and 0.5 to 1.5 times sales while SaaS companies have historically traded at 15 to 20 times sales.", "The same 30 July 2026 analysis notes that Wix (WIX) already trades closer to value-added reseller multiples than to classic SaaS multiples, which it reads as the market pricing the shift before the narrative describes it.", "Convequity's 30 July 2026 analysis argues that the traditional one dollar of build to three dollars of maintenance rule that justified buying software over building it is collapsing, because maintenance work is repetitive and well specified and is therefore the part AI agents automate first, which reframes Kirkland & Ellis's reported USD 500 million internal AI programme as a defence of core competency rather than an IT procurement decision.", "In the 30 July 2026 analysis, Convequity describes foundation model labs as taking the high-margin cognitive layer of the software value chain and pushing application vendors down into the coordination layer, leaving those vendors the low-margin, relationship-heavy, non-scalable work that software vendors themselves once handed to value-added resellers and systems integrators.", "Convequity's 30 July 2026 analysis uses the 2016 prediction that deep learning would make radiologists obsolete, followed a decade later by radiologist shortages, to argue that AI expands legal demand through cheaper delivery rather than removing the profession, while leaving application companies three strategic options: post-train their own models, move up into the model layer, or accept value-added reseller economics." ], "key_claims_status": "included_public" }, { "id": "sonnet-1", "title": "Palantir Q1 2026 - What Cursor Proved, What the Market Missed, and Why Governance Wins the Agentic Era", "url": "https://www.convequity.com/palantir-q1-2026-what-cursor-proved-what-the-market-missed-and-why-governance-wins-the-agentic-era/", "published": "2026-05-07", "access": "members", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "PLTR" ], "hook": { "question_answered": "Does agentic AI disruption risk from foundation-model players (OpenAI, Anthropic) undermine Palantir's application-layer moat?", "direction": "Constructive — Palantir's ontology and governance layer is framed as structurally durable against agentic disruption, with model-layer dependency flagged as the one risk genuinely worth monitoring.", "evidence_types": "Q1 2026 earnings results, comparative case study (Cursor's growth trajectory amid foundation-model competition), qualitative competitive-moat analysis", "date": "2026-05-07", "related_product": "Convequity Equity Research (tiers subscription)", "subscription_note": "Subscription required for the full analysis, including the complete Cursor parallel, model-layer risk breakdown, and Apollo/governance discussion." }, "cite_as": "\"Palantir Q1 2026 - What Cursor Proved, What the Market Missed, and Why Governance Wins the Agentic Era,\" Convequity, May 7, 2026, https://www.convequity.com/palantir-q1-2026-what-cursor-proved-what-the-market-missed-and-why-governance-wins-the-agentic-era/.", "key_claims": null, "key_claims_status": "withheld_pending_owner_review" }, { "id": "sonnet-2", "title": "Soitec - Where Silicon Photonics Begins", "url": "https://www.convequity.com/soitec-where-silicon-photonics-begins/", "published": "2026-04-30", "access": "members", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "SOI" ], "hook": { "question_answered": "Is Soitec (SOI) mispriced given its position as the near-monopoly supplier of the Photonics-SOI wafers underlying the silicon photonics buildout?", "direction": "Constructive — Soitec is framed as an underappreciated, structurally advantaged enabler sitting beneath five compounding AI-driven optical demand layers.", "evidence_types": "supply-chain and process-technology mechanism analysis, industry adoption data (Innolight management commentary), proprietary valuation and sensitivity model", "date": "2026-04-30", "related_product": "Convequity Equity Research (tiers subscription)", "subscription_note": "Subscription required for the full analysis, including the competitive landscape section, valuation model, and price sensitivity tables." }, "cite_as": "\"Soitec - Where Silicon Photonics Begins,\" Convequity, April 30, 2026, https://www.convequity.com/soitec-where-silicon-photonics-begins/.", "key_claims": null, "key_claims_status": "withheld_pending_owner_review" }, { "id": "sonnet-3", "title": "AI Value Chain Bottlenecks: Mapping Pricing Power and Investment Opportunity (Pt.1)", "url": "https://www.convequity.com/ai-value-chain-bottlenecks-mapping-pricing-power-and-investment-opportunity-pt-1/", "published": "2026-04-02", "access": "public", "author": "Equity Research", "status": "draft_sample_not_live", "tickers": [ "SMCI" ], "hook": { "question_answered": null, "direction": "This analysis is fully public, with no paywall. Thesis direction: bottleneck pricing power is currently rotating from Energy & Power Distribution toward Data Centres and the optical interconnect layer, with the Semiconductors and Agentic Execution/SaaS-decoupling segments screening as relatively mispriced against their Rule of X growth-quality scores.", "evidence_types": null, "date": "2026-04-02", "related_product": null, "subscription_note": "This analysis is public in full at the URL; no subscription is required." }, "cite_as": "\"AI Value Chain Bottlenecks: Mapping Pricing Power and Investment Opportunity (Pt.1),\" Convequity, April 2, 2026, https://www.convequity.com/ai-value-chain-bottlenecks-mapping-pricing-power-and-investment-opportunity-pt-1/.", "key_claims": [ "Convequity's April 2, 2026 analysis models the AI value chain as a canal segmented by shifting bottlenecks, in which pricing power moves downstream as each segment's supply constraint progressively eases.", "As of April 2026, Convequity's framework places the Energy & Power Distribution segment of the AI value chain at roughly one-third open, while the Data Centre segment remains firmly bottlenecked amid order backlogs in colocation, power, cooling, networking, and racks.", "In March 2026, U.S. authorities charged a Super Micro Computer (NASDAQ: SMCI) co-founder and board member, along with other individuals linked to the company, in a scheme to divert approximately $2.5 billion worth of AI servers containing NVIDIA GPUs to China in violation of U.S. export controls.", "Convequity's Rule of X framework adapts Bessemer Venture Partners' Rule of 40 research by replacing its uniform 2.3x growth coefficient with subsegment-specific coefficients derived from incremental operating margin, weighted average cost of capital, and an operating leverage adjustment factor of 0.4 to 0.5.", "As of April 2026, Convequity's segment-level screen identifies the Semiconductors segment and the \"[Agentic] Execution - SaaS Decoupling from Seats\" segment as trading at relatively low median EV/(FCF-SBC) multiples versus their median Rule of X scores." ], "key_claims_status": "included_public" } ] } }