Outcome-First Decisions: Keep, Change, or Kill

📊 Full opportunity report: Outcome-First Decisions: Keep, Change, or Kill on ThorstenMeyerAI.com — validation score, market gap, and execution plan.

TL;DR

A new framework called Outcome-First Decisions offers a structured way to evaluate ongoing initiatives based on current outcomes, not past investments. It helps organizations prune dead or unproductive projects to reclaim capacity and improve overall efficiency.

A new decision-making framework called Outcome-First Decisions has been released, designed to help organizations evaluate ongoing projects based solely on their current outcomes and whether they justify ongoing costs. This approach aims to address the common problem of organizations maintaining unproductive initiatives due to sunk costs, emotional attachment, or effort justification, which can hinder overall portfolio health.

The framework, developed by Thorsten Meyer, introduces a decision tool called the Worth Filter, which assesses initiatives by their current results rather than past investments. It offers three verdicts: keep, change, or kill. The primary goal is to enable organizations to efficiently prune projects that no longer produce valuable outcomes, thereby freeing up capacity for more productive work.

Outcome-First Decisions is open source under the AGPL-3.0 license, emphasizing transparency and community-driven development. It is designed to be provider-agnostic and runs locally on owned hardware, allowing frequent, honest reviews without additional costs. The framework aims to complete the decision cycle in portfolio management by providing a final, decisive step for stopping initiatives that do not justify their ongoing costs.

Outcome-First Decisions — Keep, Change, or Kill · Built in Public Day 8/19
Built in Public · Day 8 / 19 ThorstenMeyerAI.com · the operator portfolio
The Decision Layer · Day 08 Dispatch

Outcome-First Decisions — keep, change, or kill

The hardest decision isn’t what to start — it’s what to stop. Judge every initiative by the outcome it produces now, not the effort already spent.

01 The Worth Filter
The Worth Filter
is the outcome worth the ongoing cost?
judged forward (outcome) — not backward. Ignored: sunk cost · effort spent · identity
✓ Keep
Affiliate cluster A
compounding revenue
Channel E
reach still growing
↻ Change
Product C
right problem, wrong shape
alter deliberately — don’t drift
✕ Kill
Experiment B
flat · high upkeep
Side project D
zero traction · sunk cost
3verdicts: keep · change · kill outcomesthe only input that counts AGPLopen source · local-first
02 Why stopping is the leverage
kill
the verdict everything in human nature avoids — made normal, not a failure.
forward
judge what it will produce next, not what you’ve already spent. Sunk cost is gone either way.
capacity
killing dead work reclaims the focus and capital trapped in it — the cheapest growth there is.
03 The thesis the whole series inherits
01
Local-first
Reviews run on owned compute — cheap enough to run as often as honesty requires.
02
Provider-agnostic
The reasoning isn’t welded to one model. Swap freely; no lock-in.
03
Non-developer build
A small, opinionated framework — AGPL-3.0, open so the method stays inspectable.
04
Edit by subtraction
The whole product is subtraction — killing what no longer earns its place.
04 The operator constellation
18 products · one foundation
Today: Outcome-First lit — the keep/change/kill review that closes the loop. The Decision layer is complete: validate → plan → review.
Content
DojoClaw
RoundupForge
Stenvrik
ChannelHelm
IdeaNavigator
Decision
IdeaClyst
Threlmark
Outcome-First
Platform
Grimfaste
Delvasta
Open / Reg
Glasspane
QAtrial
Markets
Polybot
TradingAgents
Defense / Intel
Argus
VigilSAR
VigilSAR-Bench
Diagnostic
World Model Readiness
Local-first · Provider-agnostic foundation

Independent commentary, produced with AI assistance under human editorial oversight. The views are the author’s own and may change. Outcome-First Decisions is open source under AGPL-3.0, provided “as is” without warranty; see the repository LICENSE. The framework’s verdicts are reasoning aids based on the inputs given and may be wrong — decision support, not decisions; verify independently before acting. Product and company names are trademarks of their respective owners; mention does not imply endorsement.

ThorstenMeyerAI.com · Built in Public · Day 8 of 19 · © 2026 Thorsten Meyer

Why Outcome-First Decisions Reshape Portfolio Management

This framework matters because it tackles the persistent problem of organizational inertia, where projects continue consuming resources despite declining or stagnant results. By focusing solely on current outcomes, it encourages disciplined pruning, which can lead to more efficient use of resources, faster innovation cycles, and reduced operational complexity. Organizations that adopt Outcome-First Decisions may see improved agility and better alignment of initiatives with strategic goals.

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The Challenge of Maintaining Unproductive Projects

Many organizations struggle with a long tail of ongoing projects that neither succeed nor are formally terminated. These projects often persist because of sunk costs, emotional attachment, or political reasons, leading to hidden costs in focus, maintenance, and opportunity loss. Traditional decision-making often relies on backward-looking metrics like past investments, which bias toward continuation rather than termination. The Outcome-First framework offers a new approach by shifting the evaluation to current results and future potential.

“The hardest decision in any portfolio isn’t what to start. It’s what to stop.”

— Thorsten Meyer

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Limitations and Risks of Outcome-First Judgments

It remains unclear how effectively the framework can accurately measure outcomes, especially in slow-start or long-term projects where results are not immediately apparent. There is also concern about the potential for premature killing of projects that might succeed over a longer horizon. Additionally, the framework cannot address the emotional or political resistance to stopping initiatives, which remains a significant barrier.

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project evaluation and pruning software

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Implementation Steps and Adoption Roadmap

Organizations interested in Outcome-First Decisions are expected to pilot the framework within select portfolios, refining their outcome metrics and decision processes. Further development may include integrating the framework into existing portfolio management tools and promoting community contributions on GitHub. Monitoring the impact on resource allocation and project success rates will be key to assessing its practical value.

Investment Analysis & Portfolio Management

Investment Analysis & Portfolio Management

Used Book in Good Condition

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Key Questions

How does Outcome-First Decisions differ from traditional portfolio reviews?

It focuses solely on current outcomes and future potential, rather than past investments or effort, to determine whether an initiative should continue, be changed, or be terminated.

Can this framework be applied to all types of projects?

While designed to be provider-agnostic, its effectiveness depends on the ability to measure relevant outcomes accurately, which may vary across project types.

What are the main challenges in adopting Outcome-First Decisions?

Overcoming emotional attachment, political resistance, and establishing clear, measurable outcome metrics are key challenges.

Is the framework suitable for slow-start initiatives?

It may be less effective for projects with long-term or slow-to-materialize results, requiring careful consideration of outcome measurement over time.

Source: ThorstenMeyerAI.com