Tools don't transform companies.
People do.

Most organizations got the tools but missed the system. Without a disciplined foundation, AI amplifies the dysfunction you already had.

That's just accelerated slop.

abd.works builds the human systems agentic organizations need to actually work.

The Evidence

More code. Less value.

Everyone is creating more code. But the data is unambiguous, most teams can't turn that speed into delivered value. AI has created a throughput problem disguised as a productivity gain.

59%

Average throughput increase. Almost all gains concentrated in the top 5% of organizations.

+15% / −7%

Feature branch throughput up. Main branch throughput down. The code isn't reaching production.

70.8%

CI pipeline success rate, a 5-year low. Code is breaking more often, and taking longer to fix.

12 FTE

Per 100 engineers, lost to debugging AI-generated code that no one understands. Recovery time up 13% YoY.

Source: CircleCI 2026 State of Software Delivery Report

The outsized gains are concentrated in the top 5% — why?

  • Small teams
  • Robust integration practices
  • Work in small batches

Those aren't AI practices. They're delivery practices.

The teams winning with AI already had the foundation before AI arrived. The rest are producing more output with lower quality, invisible dysfunction compounding faster than anyone can debug.

What we believe

Your foundation determines what AI multiplies.

  1. Speed is governed by context, not code. Coordination cost and cognitive load are the real constraints. AI makes context gaps more expensive, not less.

  2. AI amplifies what's already there, good or bad. Clean context compounds. Fragmented context produces accelerated slop.

  3. The human system is the variable. The tooling is not. Shared language, connected artifacts, and feedback loops. Not licenses.

  4. Small teams, properly wired, deliver more than entire departments. Single digit contributors to a codebase. Orchestrated agents. Shared context. The top 10% already work this way.

  5. Behavior change happens in the work, not in training rooms. Embed. Pair-coach. Experiment at the point of delivery. Measure both behavior and outcomes.

Your foundation determines what AI multiplies.

Let's find out what yours is doing right now.
Six questions. Two minutes. Clear read on where you stand.

Take the diagnostic →