PROPAGANDA

WE SAY THE QUIET PARTS OUT LOUD

Field Notes|2025-12-10
observation-002-the-ai-productivity-mandate

OBSERVATION #002:

THE AI PRODUCTIVITY MANDATE

Leadership told us to use AI to be more productive. The expectation was simple.

Produce more work in less time. Personalize faster. Clear the queue. Keep motion high.

No one questioned it. We adapted.

I started using AI for outbound. It wrote the email. It wrote the follow-up. It wrote the version I assumed I would need next.

Everything it produced was polished, but everything felt familiar. The phrasing matched what I had already seen in our team’s sequences. The tone mirrored the one-pagers marketing circulated last quarter. Even the personalization sounded like the examples people post on LinkedIn when they think they’ve discovered something original. I was generating new work that felt identical to the work everyone else believed they invented.

The repetition became impossible to ignore. I asked AI why everything sounded the same. The answer was straightforward. Most people ask for the same things. The system learns from similar inputs. Convergence happens by design. That explained why I recognized my own emails before I finished writing them. I was not finding an edge. I was reinforcing the same patterns I saw across the floor, across the company, and across every guru thread online.

Prospects replied with automated messages. Some were clearly written by similar tools. Managers reviewed my calls with AI summaries. RevOps pushed AI drafted templates to maintain consistency. Everyone produced more. No one stood out. Activity increased. Effectiveness did not.

I kept following the mandate. It was efficient. It was accepted.

The work became faster, but not sharper. Cleaner, but not more convincing. I shipped more output without creating more impact.

When every rep uses the same tools to say the same things with the same cadence, the market stops noticing entirely.

Once that happens, movement comes from timing or access. Everything else blends together.

At that point the only thing that cuts through is the hail mary you hope connects because nothing else does.

They call it productivity. Operators call it lipstick on a pig.

Archive - Q4 2025

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