Tag: artificial-intelligence

AI, genAILeave a comment

The State of Enterprise AI – OpenAI

Colin Henderson

Open AI have produced this report based on anonymized data from actual usage of ChatGPT. Full report at end of post. Foreword: 01 Enterprise usage is scaling, with deeper workflow integration. ChatGPT messagevolume grew 8x and API reasoning token consumption per organization increased320x year-over-year, demonstrating that more enterprises are using AI and theirintensity of usage has increased. 02 Enterprises that leverage AI are experiencing measurable produc tivity and business impact. Enterprise users report saving 40–60 minutes per day and being able to complete new technical tasks such as data analysis and coding. Case studies indicate AI is contributing to important … Continue reading The State of Enterprise AI – OpenAI

AI, banking, Business Models, productivity

OpenAI Hires Ex-Goldman Staff to Help Cut Down Junior Bankers’ Grunt Work

Colin Henderson

In this Article By Omar El Chmouri October 21, 2025 at 6:06 AM EDT Takeaways by Bloomberg AI OpenAI has more than 100 ex-investment bankers helping train its artificial intelligence on how to build financial models as it looks to replace the hours of grunt work performed by junior bankers across the industry. The group, which includes former employees of JPMorgan Chase & Co., Morgan Stanley, and Goldman Sachs Group Inc., is part of a secretive project inside the startup that’s code named Mercury, according to documents seen by Bloomberg. Participants are paid $150 per hour to write prompts and build financial models for a range … Continue reading OpenAI Hires Ex-Goldman Staff to Help Cut Down Junior Bankers’ Grunt Work

AI, Growth, productivity

Bain – Many pilots, but not enough scaling with lack of clarity on objectives

Colin Henderson

Commentary from Greg @ Bain & Co. The theme is similar to what is becoming clear that business is deploying AI on employee desktops, but there is much less operational deployment targetted at productivity growth. ______________ Every other week we’ll provide updates on the latest value levers and trends operators are asking us about in Technology and Software. If there are things you want to hear more about – shoot us a note. Let’s start with the easy answer: Yes, AI is real and we have clients achieving 10-25% EBITDA improvement (top and bottom line). However, for every success story … Continue reading Bain – Many pilots, but not enough scaling with lack of clarity on objectives

AI, Growth, productivity

Productivity diffusion and invention during era shifts

Colin Henderson

Repost from my post to Medium Jun 2024. Introduction: I wanted to repost this from 2024 mainly to reflect what ha happened in the intervening year, where I was wrong and what we need to learn to move real gains in Productivity. _____________________________________________ How technology strategy, leadership and being the inventor does not associate with leadership. I have been considering the relevance of AI in context of more than just another invention, rather the catalyst for a step change in productivity. I believe AI, AGI and beyond will bring significant and consequential changes to countries, companies and people. But only if … Continue reading Productivity diffusion and invention during era shifts

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MIT report ‘The GenAI Divide”; Business is missing the ‘transformation’ point of AI

Colin Henderson

State of AI in Business 2025 This post looks at the state of play for corporate AI deployment and bottom line impacts based on a recent MIT report. I would categorise the result as AI represents a net cost to most business with no consequential ROI nor improvement in Net Income or future cost reduction. Tools like ChatGPT and Copilot are widely adopted. Over 80 percent of organizations have explored or piloted them, and nearly 40 percent report deployment. But these toolsprimarily enhance individual productivity, not P&L performance. Meanwhile, enterprise grade systems, custom or vendor-sold, are being quietly rejected. Sixty … Continue reading MIT report ‘The GenAI Divide”; Business is missing the ‘transformation’ point of AI

AI, Canada

The Canada AI Strategy Task Force was officially launched in September 2025

Colin Henderson

The Canada AI Strategy Task Force was officially launched in September 2025 by Minister Evan Solomon, marking a renewed effort to update and advance the country’s National AI Strategy. This initiative comes at a critical juncture as technological transformation and geopolitical forces reshape national priorities. Government of Canada launches AI Strategy Task Force and public engagement on the development of the next AI strategy From: Innovation, Science and Economic Development Canada Key facts about the AI Strategy Task Force Source perplexity.ai In summary: The Task Force represents Canada’s commitment to leading in responsible and ambitious AI deployment, with emphasis on broad … Continue reading The Canada AI Strategy Task Force was officially launched in September 2025

AI

OECD report on AI provides thoughtful and relevant context for current state

Colin Henderson

Intersting report from OECD. I focussed here in diffusion, i.e. the spread and systemic adoption of AI. With an eye on the eventual improvements in productivity effective diffusion is essential. The full report can be found at end of post.. For Bankers, consider this quote. This is the beginnings of the holly grail to address the elephant in the room of Banks data worries. Applications can transform customer relationships and marketing, by improving market segmentation and raising capacity to “Know Your Customer” (KYC), by automating basic customer services and enabling a 24/7 attendance, or by supporting content creation at lower … Continue reading OECD report on AI provides thoughtful and relevant context for current state

AI

Follow up to “Transformative AI, existential risk, and real interest rates” (Chow, Halperin, Mazlish, 2025) – Test and Conclusion

Colin Henderson

introduces a novel approach for forecasting the timelines for transformative AI by analyzing macro-financial markets—specifically, the behavior of long-term real interest rates. TEST: apply this framework to current situation and explain what the output tells us about transformative AI timelines. Analysis Follows: (Perplexity.ai) 1. Theoretical Mechanism 2. Empirical Analysis Empirical evidence provided in the paper (across 59 countries, 35 years): Table: Key Relationships Macro Variable Empirical Finding Long-term GDP growth expectations Positively correlated with real interest rates Long-term growth volatility Slightly negative effect on real rates Short-term (0–5 yr) GDP growth forecasts Negative/ambiguous effect Country risk (CDS spreads) Positively correlated … Continue reading Follow up to “Transformative AI, existential risk, and real interest rates” (Chow, Halperin, Mazlish, 2025) – Test and Conclusion

AI, AI_factories, AI_research, Infrastructure

A comprehensive comparison between ‘compute’ and ‘inference’ in AI

Colin Henderson

An integrated analysis of technological, infrastructural, and operational factors including AI Factories, Data Centres, development practices, chips, and overall infrastructure. The following report—structured in APA format—presents a formal, detailed comparative overview, incorporating relevant business, academic, and technical sources.Source: Perplexity.ai Compute and Inference: Definitions and Context Compute generally refers to the computational resources required for both training and running AI models, whereas inference is the process by which a trained model makes predictions or decisions on new data. Compute is foundational for both the intensive process of AI model training and the comparatively lightweight process of model inference. AI inference utilizes … Continue reading A comprehensive comparison between ‘compute’ and ‘inference’ in AI

AI

Technology Trends, Product Launches, and Innovations from the Past Week (August 5-11, 2025)

Colin Henderson

Source perplexity.ai with presentation from Sonnet 4 Based on the latest technology developments from the past week, here are the most significant trends, product launches, and innovations: Major Big Tech Developments OpenAI and AI Advancements OpenAI launched GPT-5, its latest and most advanced AI model, making it available to all ChatGPT users. The company also announced that Apple Intelligence’s ChatGPT integration will use GPT-5 starting with iOS 26, though users will need to wait for this integration.theverge+1 Microsoft’s AI Integration Expansion Microsoft quietly launched Copilot 3D as an experimental feature that converts 2D images into 3D models. The company is … Continue reading Technology Trends, Product Launches, and Innovations from the Past Week (August 5-11, 2025)