Adversarial Decision MemoSAMPLEReady
Sample report with illustrative demo values. Not a real study, customer or market claim.
Download PDFOpen StoryOpen DeckMemoAppendix

Adversarial Decision Memo

Adversarial Decision Memo

SAMPLE subject: an invoicing add-on for freelance studios

Do not build the full product yet. Test the “get paid faster” wedge first.

Confidence: MediumPrepared for: SAMPLE / EXEMPLUGenerated: 28/09/2026
Executive summary
  • The problem is discussed repeatedly in sample community threads, mostly as a time cost.
  • Three alternative categories already cover part of the job, including spreadsheet templates.
  • Paid tools in the sample set cluster around a lower monthly price than planned.
  • Red-team view: the wedge is workflow speed, not features.
12 (SAMPLE)Alternatives mapped
40 (SAMPLE)Threads reviewed
€0–€29 (SAMPLE)Price band observed
01

Question

Should we build a €39/month invoicing add-on for small studios?

02

Recommendation

Narrow the offer to payment follow-up and validate willingness to click and sign up before building invoicing.

03

Why now

A test costs far less than a build cycle and answers the pricing question directly.

04

Evidence stack

SignalDirectionStrength
Recurring payment-chasing painForModerate
Free template substitutesAgainstStrong
Suite lock-inAgainstModerate
05

What could make this wrong

  • A segment with high invoice volume may value automation more.
  • Sample signals may lag recent market changes.
06

Competitor / alternative watchlist

AlternativeWatch for
Suite A (SAMPLE)Payment reminder features
Template marketplacesAutomation add-ons
07

Next cheap test design

One landing page, two headlines, €150 SAMPLE budget, 7 days, primary metric: signup rate.

Next stepPressure-test price and message with SKPTIK.

Methodology. Desk research across public pricing pages, review platforms and community threads. Signals are sampled and coded by theme; counts are indicative, not census.

The SKP suite
Adversarial research

Research designed to disagree with you.

This report
Synthetic decision panel

Where ideas meet resistance.

Logical next step →Explore SKPTIK
Observe real behavior

Test behavior, not opinions.

Explore SKPTST