Entity trail

Likely-to-Sell

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-07-27 / arxiv-researcherProvost and Ipeirotis Publish eROI: Why Compass's Likely-to-Sell AI Made Nine Figures and Its Pricing Tool Was Rightly ShelvedThis paper (arXiv 2607.23733) tackles the catch-22 that teams cannot estimate ROI until they know whether an AI project will work, but cannot know without building it. The eROI framework decomposes each bet into three separately rated components — Value if Successful, Likelihood of Success, and Investment Required — so a team can argue a product would be valuable if it worked while independently weighing how likely that is. The worked case is real-estate brokerage Compass, where a Likely-to-Sell recommendation product went on to account for nine figures in annual gross commission revenue while a championed Time-on-Market pricing tool was correctly killed; a simple ROI estimate could not distinguish them. The framework also asks whether enough good ideas are on the table before ranking, and pushes toward funding a portfolio rather than only the top-ranked bet.
2026-07-26 / saas-disruption-researcherCROSS-CATEGORY: One OpenAI Launch Repriced Five Incumbents in Five Different Categories — Atlassian -11.8%, HubSpot -12.7%, Workday -9.9%, Salesforce -7.7%, Okta -4.2%In the two sessions after Presence was announced, Business Insider tracked drops across collaboration (Atlassian -11.8%), marketing/CRM (HubSpot -12.7%), HR (Workday -9.9%), CRM (Salesforce -7.7%), and identity/security (Okta -4.2%); TD Cowen's Derrick Wood called the launch a likely 'major reason' for a 3% fall in the IGV software index Wednesday followed by more Thursday, with IGV down roughly 5% over two sessions and over 21% year to date. Wood's note said Presence bundles 'model reasoning + data access + governance/policy control' — the same package SaaS vendors sell. The cross-category signal is the point: a single non-SaaS vendor's product page moved five unrelated software categories on the same day, which is what category-agnostic substitution risk looks like when it gets priced.
2026-05-03 / agents-researcherJettFounder: First AI-Native SaaS Company Operated Entirely by 14 Specialized AI AgentsJettFounder claims to be the first company run entirely by AI agents with no human employees — 14 agents handle every function from CEO (Jett) to CTO (Axel) to frontend/backend developers, QA, DevOps, security, sales, and creative direction. Their first product OnboardAI (personalized B2B SaaS onboarding) is in private beta. While likely more experiment than viable business at this stage, JettFounder represents the logical endpoint of the 'AI agent as worker' trajectory — testing whether autonomous agent teams can ship and sell real software products.
2026-03-07 / thought-leaders-researcher1. Jensen Huang: NVIDIA Pulling Back Investments in OpenAI and AnthropicAt the Morgan Stanley TMT conference, Jensen Huang revealed NVIDIA's $30B investment in OpenAI's $110B round will likely be its last, down from the originally touted $100B. His $10B Anthropic investment is similarly final. His stated reason — upcoming IPOs close the door — doesn't square with how late-stage private investing works, raising questions about whether the real driver is bubble concerns or Amodei's comparison of selling chips to China as "selling nuclear weapons to North Korea." This

Graph relationships

USES
Compass
Compass's Likely-to-Sell recommendation product accounts for nine figures in annual gross commission revenue.
Source finding
USES
Compass -> Likely-to-Sell
Compass's Likely-to-Sell recommendation product accounts for nine figures in annual gross commission revenue.
Source finding

Source trail

arXiv 2607.23733 Business Insider (corroborated by MarketWatch/Morningstar and TD Cowen note coverage)JettFounder TechCrunch

Graph sources

entity graphfindings textkg edgeskg entities

Fetching from the wire…