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 assess whether to keep, change, or kill initiatives based on current outcomes. It aims to improve portfolio health by encouraging pruning of underperforming projects.

A new decision-making framework called Outcome-First has been introduced to help organizations evaluate ongoing projects based on their current outcomes, rather than past investments or emotional attachments. This approach emphasizes pruning underperforming initiatives to free capacity and improve overall portfolio health.

Outcome-First is a decision framework that asks a single question: given the current outcome of an initiative, is it worth continuing at its current or adjusted form? It produces three verdicts: keep, change, or kill. The framework is designed to combat the tendency to prolong projects due to sunk costs, identity, or effort justification. It is open source under the AGPL-3.0 license and runs locally, making it accessible for frequent use without additional cost. The core mechanism, called the Worth Filter, encourages forward-looking judgments focused solely on current outcomes, not past investments. The framework aims to close the loop in portfolio management by providing a structured way to prune projects that no longer justify their costs, thus freeing resources for more valuable work.

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 Decision Framework Changes Portfolio Management

This framework matters because it addresses a common problem in organizations: the persistence of projects that no longer deliver value but continue to consume attention and resources. By focusing on current outcomes, it encourages disciplined pruning, which can lead to more efficient use of capacity and better strategic alignment. Implementing Outcome-First can help organizations avoid the trap of maintaining dead projects driven by emotional or historical reasons, ultimately enabling more agile and focused operations.

Amazon

project portfolio management software

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

The Need for a Systematic Approach to Project Termination

Many organizations struggle with managing a long tail of ongoing projects that neither succeed nor are actively killed. These projects often persist due to sunk costs, organizational identity, or effort justification, leading to hidden costs in focus, maintenance, and opportunity. Traditional decision-making tends to be backward-looking, emphasizing past investments rather than current value. Outcome-First introduces a forward-looking, outcome-based approach, aiming to embed disciplined pruning into portfolio management. The framework was developed by Thorsten Meyer, who advocates for regular, honest reviews to prevent portfolio silting and resource drain.

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

— Thorsten Meyer, creator of Outcome-First

Amazon

decision-making framework tools

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

Uncertainties About Implementation and Effectiveness

It is not yet clear how organizations will adapt the framework in practice, especially regarding accurate outcome measurement and avoiding premature killing of slow-start initiatives. The effectiveness of the Worth Filter depends heavily on selecting appropriate metrics, which can be subjective or misused. Additionally, the framework cannot eliminate emotional resistance to ending projects, and its success relies on honest and disciplined application.

Amazon

outcome-based project evaluation tools

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

Next Steps for Adoption and Testing of Outcome-First

Organizations interested in Outcome-First are encouraged to review the open-source framework on GitHub and pilot it within their portfolios. Further empirical studies and case reports are expected to evaluate its impact on portfolio health and resource efficiency. Continuous refinement of outcome metrics and integration into existing decision processes will be key to broader adoption. The creator suggests regular reviews and training to embed the discipline of outcome-based pruning into organizational culture.

Amazon

resource allocation software

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

Key Questions

How does Outcome-First differ from traditional project evaluation?

It emphasizes current outcomes rather than past investments, encouraging organizations to prune projects that no longer justify their costs based on present performance.

Can Outcome-First help prevent organizations from holding onto failing projects?

Yes, by focusing on outcomes and making kill decisions easier, it reduces emotional resistance to ending projects that do not deliver value.

Is the framework applicable to all types of projects?

It is designed as a general decision tool, but its effectiveness depends on the ability to accurately measure outcomes relevant to each initiative.

What are the risks of using Outcome-First?

Risks include mismeasurement of outcomes, premature termination of slow-start projects, and emotional or political pushback against killing initiatives.

Source: ThorstenMeyerAI.com

You May Also Like

Risk Management in Crypto and Luxury Investments

Learning effective risk management in crypto and luxury investments can protect your assets and unlock greater opportunities—discover how to navigate these complex markets today.

The Secret to Building Long-Term Wealth With Crypto

Find out how patience and strategy can unlock your path to long-term wealth with crypto, but are you ready for the journey ahead?

Liquidity Providers: The Hidden Force Behind Crypto’s Stability

Get ready to discover how liquidity providers are crucial to crypto market stability, yet face unexpected challenges that could reshape the future of trading.

10 Crypto Investment Strategies That Made Millionaires

Find out the 10 powerful crypto investment strategies that transformed ordinary investors into millionaires, and discover which one could change your financial future.