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

Outcome-First Decisions is a framework that guides organizations to evaluate whether to keep, modify, or end initiatives based on current results. It aims to improve portfolio health by emphasizing outcomes over sunk costs.

The Outcome-First Decisions framework has been publicly released as an open-source tool designed to help organizations evaluate ongoing initiatives based solely on current outcomes, encouraging the deliberate stopping of projects that no longer justify their costs.

The framework, built around a mechanism called the Worth Filter, prompts decision-makers to assess whether an initiative’s current outcome justifies its ongoing cost, disregarding past investments. It offers three verdicts: keep, change, or kill. The primary aim is to prevent organizations from continuing dead or unproductive projects that drain attention and resources without delivering value.

Developed by Thorsten Meyer, the framework emphasizes local-first, provider-agnostic implementation, and is licensed under the AGPL-3.0, ensuring it remains open and inspectable. It is designed to close the loop in portfolio management, providing a final decision node that prevents accumulation of unproductive projects and encourages disciplined pruning.

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 addresses a common challenge in organizations: the tendency to keep projects alive due to sunk costs, emotional attachment, or identity. By focusing solely on current outcomes, it promotes more disciplined resource allocation and frees capacity for new or more valuable initiatives. Its open-source nature encourages transparency and adaptation across different organizational contexts, potentially leading to more efficient and healthier portfolios.

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Background on Portfolio Pruning and Decision-Making Challenges

Many organizations struggle with the ‘long tail’ of ongoing projects that neither succeed nor are formally terminated. These projects continue to consume attention and resources, often justified by past investments or organizational inertia. Traditional decision-making processes tend to be backward-looking, weighing effort and sunk costs rather than current results. The Outcome-First framework introduces a forward-looking approach, emphasizing outcomes to improve portfolio health and operational focus.

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

— Thorsten Meyer

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Uncertainties About Implementation and Long-Term Effectiveness

It is not yet clear how organizations will adopt and integrate the Outcome-First framework into their existing decision processes. There are concerns about potential mismeasurement of outcomes, the risk of premature killing of slow-start projects, and whether the framework can truly replace emotional and political factors influencing decisions. Long-term impact on portfolio health remains to be observed.

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Next Steps for Adoption and Evaluation of the Framework

Organizations interested in the framework are encouraged to implement it in pilot projects, monitor outcomes, and refine their decision metrics. Further research and case studies are expected to assess its effectiveness in different contexts. The open-source nature allows customization and community feedback to improve its application.

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Key Questions

How does the Outcome-First framework differ from traditional portfolio reviews?

It emphasizes evaluating ongoing initiatives based solely on current outcomes and costs, rather than past investments, enabling more disciplined pruning of unproductive projects.

Can this framework be applied across different industries?

Yes, since it is provider-agnostic and focuses on outcomes, it can be adapted to various organizational contexts and types of initiatives.

What are the risks of using Outcome-First Decisions?

The main risks include mismeasurement of outcomes, premature termination of slow-start projects, and the potential influence of emotional or political factors that the framework cannot eliminate.

Is the framework suitable for all types of projects?

It is most effective when clear, measurable outcomes can be defined. Projects with long-term or intangible results may require additional judgment and adaptation.

Source: ThorstenMeyerAI.com

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