Rick Pollick
Valuestream

Episode 4 — Live

Valuestream.

Where value actually flows.

A podcast from Rick Pollick on how modern companies turn strategy into shipped software — the operating systems, delivery practices, and agentic-AI patterns moving value from the roadmap to production. New episodes Monthly.

Valuestream Podcast — Episode 4 cover artEpisode 4

Episode 4 · 23 min

The Demo Isn't the Deliverable

Crossing the Production Gap From Pilot to Production

August 10, 2026

Most enterprise AI pilots don't fail on the model. They stall in the production gap, the delivery and operating work between a demo that dazzles and a system that survives production. MIT finds about 95% of pilots deliver no measurable P&L impact, and only around 5% reach production. This episode walks the four layers of the gap, verification, evaluation, operability, and ownership, plus the one stalled pilot you can move this week.

Episode 5

Get the next episode the morning it drops.

Same list as the blog notifications. One line per ship. No fluff in between.

Free blog & podcast alerts — separate from Membership. No paid account needed.

The format

Three segments. One coherent show.

Every episode follows the same spine — so guests, teardowns, and solo pieces all feel like one show, and you always know what's next.

  • Segment

    Intake

    The problem or opportunity entering the stream — framing, signal, strategic intent.

  • Segment

    Flow

    How the work actually moves — operating model, platform, delivery practice, the agentic layer.

  • Segment

    Outcome

    What changed — shipped software, org behaviour, customer metrics, what we'd do differently.

Episode 4 — segment by segment

  • Intake. The reason your pilot isn't in production has almost nothing to do with the model. MIT finds about 95% of enterprise AI pilots deliver no measurable P&L impact, and only around 5% reach production. The gap is the delivery and operating work nobody scoped.
  • Flow. The four layers of the gap: verification (review capacity, where generation got cheap and review didn't), evaluation (evals as the new acceptance criteria), operability (the trace, rollback, error budgets), and ownership (fund a product, not a project).
  • Outcome. A composite program stops starting pilots, picks one, and runs it across the gap: reviewer utilization from 96% to a sane queue, zero evals to 300+, five months stuck to shipped in seven weeks, then the next pilots cross in a fraction of the time.

Earlier episodes

Want to be on the show?

Pitch a guest — or yourself.

Building an interesting value stream? Leading a transformation worth walking through? Email Rick with a one-paragraph pitch.

Valuestream Podcast — Where value actually flows — Rick Pollick