Why Adoption Stalls
- Why AI Pilots Fail, and What the 14% Did Differently 6 MIN 78% of enterprise teams had AI agent pilots running and 14% reached production scale. The five gaps behind the failures are decisions, and all five are fixable.
- The AI Productivity Paradox: Where the Saved Hours Go 6 MIN BCG found 42% of regular AI users save eight hours a week, and that two thirds get limited or no guidance on what to do with the time they save.
- AI Burnout, Shortcuts, and the Hidden Danger to Your Nonpublic Information 8 MIN Regular AI users report burnout at 49% against 32% for infrequent users, and the pattern tracks which tasks they were left holding.
- The Gap Between Using AI and Running On It 6 MIN A 2026 Goldman Sachs survey of 1,256 small business owners found 76% using AI and 14% with it embedded in core operations.
- AI Adoption Moved Workplace Culture in Both Directions, and the Manager Decided Which 7 MIN Gallup found 24% of employees at AI-adopting workplaces say culture improved and 25% say it worsened.
- Small Business AI Adoption: What 517 Owners Reported Getting 5 MIN An SBE Council survey of 517 employers found 82% of small businesses use AI, with owners saving a median five hours a week.
Context Engineering
- Context Engineering: Why AI Gives You Generic Answers 7 MIN AI gives you generic answers because it has never been told anything specific about your business.
- Your Data Isn't Ready for AI, and That Is the Work 6 MIN McKinsey found that less than 10% of agentic AI programs reach meaningful scale.
- How to Build the Knowledge Base Your AI Agents Can Actually Use 8 MIN A knowledge base an AI agent can use records how your business decides as well as what it knows. What to write down first, and what to keep out of it.
Systems in Production
- Why AI Agents Fail 6 MIN Sinch found 74% of enterprises have rolled back a live AI customer communications agent, rising to 85% in professional services.
- The 67% You Can't Buy 6 MIN Microsoft's 2026 Work Trend Index credits organizational factors with 67% of AI impact. How to redesign one workflow at a time, starting with the busiest.
- Build for Augmentation When Your Value Is Taste 6 MIN Deloitte found insufficient worker skills are the biggest barrier to integrating AI into existing workflows.
- Where Agents Help a Small Team, and Where They Hinder 6 MIN Agents extend a small team's reach in specific ways and stop in specific ways.
- How Interior Designers Are Using AI Tools in 2026, and Why the Fastest Studios Are Not the Ones Winning 5 MIN In our studio, rendering went from roughly 40 hours to minutes.
- Expertise Distance: Why the Same AI Tool Produces Different Work in Different Hands 6 MIN A study in HBR found AI lifted mid-expertise workers near expert level and barely moved novices.
Governance
- Small Firms Can Do AI Governance Faster and Better than Enterprise Firms 8 MIN Most large enterprises will run over 1,600 AI agents each this year and seven in ten executives say their governance is slowing them down.
- Shadow AI Is a Provisioning Gap 6 MIN Two thirds of office workers at large companies have used AI tools they believed were not allowed.
- Your Design Firm Already Has an AI Policy. You Just Need to Write It. 6 MIN Your firm already has an AI policy.
- Half of US Consumers Prefer Brands That Avoid AI in Customer-Facing Content. What That Means for a Small Firm. 5 MIN Gartner surveyed 1,539 US consumers: half prefer brands that keep generative AI out of customer-facing content.
- Start the AI Disclosure Conversation With Clients Before They Ask 6 MIN Thomson Reuters found 40% of firms get opposite instructions from different clients about AI, and the disclosure conversation is largely not happening.
Before you buy another tool
Start with what your people do each week. Where does work get repeated, re-entered, checked or stalled? Where does the software you already have solve it? What would a better process make possible before you add a platform?