Programme charter

Eight AI ideas, one scorecard, two of them funded

A generative-AI product team had eight promising research directions and no way to choose. I built a gated funding model where each idea carries a hypothesis, a target metric and a benchmark, and only two reach a proof of concept.

Candidate ideas reduced to funded proofs of concept
8 → 2Candidate ideas reduced to funded proofs of concept
Each carries a hypothesis, a target and a published benchmark to beat
Metric per ideaEach carries a hypothesis, a target and a published benchmark to beat
Failing the gate ends the idea rather than escalating it
Stop is an outcomeFailing the gate ends the idea rather than escalating it

The client

A consumer generative-AI product company working on image and video generation — model fine-tuning, face and identity work, lip sync, super-resolution — with a research team generating more good ideas than the budget could carry.

The engagement

A programme charter across three parallel value streams, with a staged gate model: a funded assessment, then a scorecard, then two proofs of concept at a fixed sum each, then a single MVP — or a stop.

The problem

A research-driven AI team can always name eight things worth trying, each defensible, each expensive. Without a gate, the portfolio is decided by whoever argues best in the room, effort spreads across everything, and nothing reaches production. Meanwhile two unglamorous streams — a cloud architecture review with open findings and a commercial discount the company had lost — sat outside anyone's plan because they were not exciting.

What I did

I made each idea state its own falsification condition. Every candidate in the backlog carries a hypothesis expressed as a number, the published benchmark it has to beat, an estimated duration and cost, and a named owner — so the scorecard, not the meeting, chooses the top two. The funding ladder then works in one direction only: a paid assessment produces the scorecard, the top two get a fixed proof-of-concept budget each, and only a proof that meets its declared metric earns the MVP budget. Anything else pivots or stops, which is written into the charter as a legitimate outcome rather than as a failure. I also insisted the two boring streams sit in the same charter as the exciting one, with the same milestone discipline, because the architecture remediation was a real risk and the lost discount was real money — and neither would have survived in a document about generative AI.

What was built

A single charter covering three value streams at once — generative feature development on a gated funding ladder, cloud architecture remediation against a formal well-architected review, and recovery of a reseller discount through the distribution chain — each with named milestone owners, and the charter written to feed a tracking dashboard directly rather than to sit in a folder.

On the table at the end

  • Programme charter and tracking blueprint
  • Scored backlog of eight candidate ideas with hypothesis, target metric, benchmark, duration, cost and owner
  • Gate model from assessment through two proofs of concept to MVP or stop
  • Tracking dashboard fed directly from the charter
  • Remediation plan and milestone owners for the cloud review

What it changed

Replaced 'which model shall we try next' with a funding gate. Eight candidate ideas were reduced to two funded proofs of concept against declared metrics, with an explicit stop or pivot outcome designed in — so the programme could fail cheaply instead of expensively.

How it ran

  1. 01

    Make every idea falsifiable

    Hypothesis as a number, a public benchmark to beat, duration, cost and an owner — so an idea can lose on evidence rather than on advocacy.

  2. 02

    Fund in one direction

    Assessment, then scorecard, then two fixed-budget proofs of concept, then a single MVP — each gate paid for by the result of the previous one.

  3. 03

    Write stop into the plan

    Pivot or stop declared as an acceptable outcome up front, which is the only way it ever actually happens.

  4. 04

    Keep the unglamorous streams visible

    Cloud remediation and a lost commercial discount carried in the same charter with the same milestone owners as the AI work.

  5. 05

    Charter feeds the dashboard

    The document written as a data source for tracking rather than as prose, so status came from the plan instead of from a weekly reconstruction.

Something similar on your plate?

Thirty minutes, no deck. I will tell you whether it is worth doing at all.