← Patterns

Absorb → Innovate → Disrupt

Core pattern: Every new general-purpose technology gets deployed in three stages. Skipping ahead is impossible; staying in stage 1 forever is the most common failure mode.


The three stages

StageWhat it looks likeExample (spreadsheets)Example (AI today)
AbsorbDo the old work, with the new tool. The deliverables look the same; production gets cheaper or faster.Accountants stop using ledgers and 10-keys; output is still the financial statement.”Use AI to write our existing campaigns faster.” Generated email drafts. Sales-call summaries.
InnovateDo things that were previously impossible because the cost was prohibitive. New deliverables emerge from new questions.Financial modeling, scenario planning, what-if analysis — none of which existed as workflows before the spreadsheet.”Analyze every customer call we’ve ever had to find the churn signals” — see What-Was-Impossible-Now-Cheap.
DisruptRedefine the question. The category itself changes. New companies arrive whose business doesn’t make sense in the old framing.Decision support, FP&A as a profession, the entire venture-backed SaaS thesis (subscription P&Ls).TBD. Likely vertical-AI businesses that sell outcomes not tools. Possibly browser/voice/agent UX shifts.

Why most orgs get stuck at Absorb

Absorb-stage AI is symmetric: every competitor does it. Faster campaigns, summarized calls, generated drafts. It’s table stakes — necessary but not strategy. It feels productive (“we shipped 14 AI features!”) and looks good in board decks, but produces no defensible advantage because everyone ships the same thing.

The stickiness of Absorb has three causes:

  1. The org chart only has roles for the old work. Innovate-stage work needs roles nobody has hired for.
  2. Customers can describe Absorb work (“make my existing campaigns faster”) and can’t describe Innovate work (“what previously-impossible question would change your business?”). Roadmap-by-customer-request stays in Absorb forever.
  3. It’s measurable. Absorb has obvious KPIs (time saved, cost reduced). Innovate has unclear KPIs because the deliverable doesn’t exist yet.

How to tell which stage you’re in

For any AI capability you’ve shipped or are planning, ask:


The “spreadsheet for an accountant vs a lawyer” test

Evans’s framing: imagine showing the first spreadsheet to two professionals.

For AI in 2026, the question is: am I the accountant or the lawyer? Some industries see obvious Absorb wins (software engineering, customer support, marketing copy). Some industries are still squinting at the lawyer-side of the line. The clarity of stage-1 fit is itself a signal.


Failure modes


Cross-References