Decision Case Studies

Real startup decisions, scored across 4 dimensions, with verified outcomes. Learn from what worked — and what didn't.

347
Decisions Analysed
81%
Positive Outcomes
6.1
Avg Score /10

Featured Case Studies

Scale Featured

Google: Launch AdWords self-serve platform (2000)

Google's search engine was growing fast but had no monetisation. The team debated between enterprise sales, display ads, and a self-serve auction model where any business could bid on keywords. The self-serve approach was riskier — no enterprise contracts — …

8.15/10
Positive
Scale Featured

OpenAI: Launch ChatGPT as a free research preview (2022)

OpenAI released ChatGPT as a free web app in November 2022, making GPT-3.5 accessible to anyone. Rather than gating behind API pricing or enterprise sales, they let the world use it for free — a massive bet on viral adoption …

8.15/10
Positive
Scale Featured

Superhuman: Launch at $30/month with no free tier (2017)

Rahul Vohra launched Superhuman as a premium-only email client at $30/month with no free tier, requiring an invite and onboarding call for every user. At a time when every email client was free, this was a bet that a small …

8.10/10
Positive
Experiment Operations / Processes

Microsoft: Allow decentralized GUI development across product teams (2026)

Microsoft, implicitly or explicitly, has allowed its numerous product teams to develop and maintain diverse GUI designs without enforcing a cohesive, company-wide strategy. This approach …

5.80/10
Negative
The headline directly states that Microsoft 'hasn't had a coherent GUI strategy,' indicating that the …
Experiment Feature — Build / Kill / Change

Google: Integrate Gemini AI into Google Maps (2024)

Google made a strategic decision to embed its advanced AI model, Gemini, directly into Google Maps to enhance trip planning and user experience. This move …

5.75/10
Positive
Initial user feedback, as indicated by the headline 'it went surprisingly well,' suggests enhanced user …
Experiment Market Positioning

Tesla: Pursuing Full Self-Driving regulatory approval in Netherlands (2026)

Tesla made the strategic choice to expand the availability of its supervised Full Self-Driving (FSD) system into European markets, specifically targeting the Netherlands as the …

5.75/10
Positive
The Netherlands has become the first European country to officially approve Tesla’s supervised Full Self-Driving …
Experiment Product Strategy

Nintendo/Pokémon Company: Develop and launch new game 'Pokémon Champions' (2026)

Nintendo and The Pokémon Company made the strategic decision to develop and launch a new title, 'Pokémon Champions,' into their massively popular franchise. This involved …

5.75/10
Negative
'Pokémon Champions is off to a rough start,' indicating that initial sales, player reception, or …
Experiment Product Strategy

Pokémon Company/Developer: Launch new game 'Pokémon Champions' (2026)

The Pokémon Company and its development partners made the strategic decision to launch a new game, 'Pokémon Champions', after years of development. This involves committing …

5.75/10
Negative
The game 'Pokémon Champions' is reported to be 'off to a rough start,' indicating initial …
Experiment Operations / Processes

NASA: Resolve Artemis II Outlook glitch (2026)

NASA made a critical operational decision to allocate significant technical resources and expertise to diagnose and resolve a severe Outlook glitch impacting the Artemis II …

5.75/10
Positive
NASA successfully identified and implemented a fix for the Outlook glitch, thereby ensuring the operational …
Experiment Feature — Build / Kill / Change

Google: Integrate Gemini AI into Google Maps

Google decided to embed its advanced Gemini AI model directly into Google Maps, aiming to enhance the user experience by making trip planning more intelligent …

5.75/10
Positive
Early user feedback suggests the integration 'went surprisingly well,' indicating a positive initial reception and …
Experiment Product Strategy

Suno: Launch an AI music generation platform (2026)

Suno made the strategic decision to launch an AI platform capable of generating music, knowing (or quickly discovering) that its model was trained on vast …

5.75/10
Negative
The headline explicitly states Suno 'is a music copyright nightmare,' indicating negative consequences related to …
Experiment Product Strategy

The Pokémon Company: Launch new mobile game 'Pokémon Champions' (2026)

The Pokémon Company, in collaboration with its partners, made the strategic decision to release 'Pokémon Champions' into the mobile gaming market. This involves substantial investment …

5.75/10
Negative
Despite the strong brand, the game is reported to be 'off to a rough start,' …
Experiment Cash / Runway Management

GitHub: Fund development with consulting revenue for 4 years before Series A (2008–2012)

Tom Preston-Werner, Chris Wanstrath, and PJ Hyett funded GitHub's development by doing consulting and freelance work on the side. For four years, they built GitHub's …

5.70/10
Positive
By the time GitHub raised its $100M Series A from Andreessen Horowitz in 2012, it …
Experiment Operations / Processes

Archive of Our Own: Exit beta after 17 years (2026)

AO3, a massive fanfiction archive run by the non-profit Organization for Transformative Works (OTW), decided to officially end its 17-year beta phase. This marked a …

5.70/10
Positive
The platform is now officially out of beta, solidifying its status as a mature and …
Experiment Market Positioning

Netflix: Invest heavily in K-drama content (2026)

As a global streaming leader, Netflix continuously needed to identify new content strategies to attract and retain subscribers, especially amid rising competition. The company made …

5.70/10
Positive
The headline explicitly states the success of this strategy: 'How Netflix made us fall in …
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