Research and practical thinking about AI at work.
Evidence-led analysis of proactive AI, augmented work, coordination, human oversight, and AI operations.
What does it mean to augment work with AI?
A practical definition of AI augmentation, grounded in research on task fit, human oversight, job design, and measurable outcomes.
Questions examined carefully.
Each resource separates measured findings, practical interpretation, product capabilities, and open questions.
Why human oversight does not automatically improve AI work
A practical six-part test for designing AI review with the right evidence, authority, feedback, and escalation.
Read · 8 min read
The coordination work between inboxes, meetings, and documents
A five-stage map of the reconstructive work required to move from a scattered signal to a completed action.
Read · 8 min read
What proactive AI can notice before someone writes a prompt
A grounded spectrum of triggers, maintained state, prediction, preparation, and configured action.
Read · 8 min read
8 best AI tools for meeting follow-through in 2026
A use-case comparison of AUGMTD, Granola, Fireflies, Otter, Fathom, Avoma, Fellow, and Zapier, focused on what happens after the meeting.
Read · 12 min readChoose by the work you need to move.
Canonical guides to capabilities, use cases, operating models, controls, and product fit.
Proactive AI for work
How event-driven work discovery, context, preparation, and control fit together.
Explore ComparisonProactive AI vs workflow automation
Choose between fixed triggers, AI interpretation, or a combination of both.
Explore ComparisonAI coworkers vs traditional automation
Compare role-based assistants with predefined workflows for recurring work.
Explore Use caseAI for email follow-through
See how connected threads become prepared replies, commitments, nudges, and next moves.
Explore Use caseAI for meeting follow-through
Connect enabled meeting material to decisions, commitments, actions, and ongoing work.
Explore Leadership guideAI operations visibility
Understand adoption, workflow activity, instrumented cost, estimates, and direction.
ExploreA decision-oriented view of adoption, workflow activity, cost, estimates, and alignment.