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 Market Positioning

Tesla: Pursue European regulatory approval for Full Self-Driving (2026)

Tesla decided to actively pursue regulatory approval for its Full Self-Driving (FSD) technology in European markets, starting with the Netherlands. The company was weighing the …

5.05/10
Positive
The Netherlands has become the first European country to approve Tesla's supervised Full Self-Driving technology. …
Experiment Feature — Build / Kill / Change

Google: Kill Google Reader (2013)

Google Reader had a loyal but stagnant user base (~24M). Google decided to shut it down to redirect engineering resources toward Google+ and consolidate social …

5.05/10
Negative
Google+ failed to become a social platform and was eventually shut down in 2019. Reader's …
Experiment Product Strategy

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

The Pokémon Company, in collaboration with its development partners, made the strategic decision to launch a new mobile game, 'Pokémon Champions.' This involved a significant …

5.05/10
Negative
The headline explicitly states the game is 'off to a rough start,' indicating that initial …
Experiment Product Strategy

Niantic / The Pokémon Company: Launch mobile game 'Pokémon Champions' (2024)

Niantic and The Pokémon Company made the strategic decision to launch their new mobile game, 'Pokémon Champions'. This was a significant product development and market …

5.00/10
Negative
The game is reported to be 'off to a rough start,' indicating significant challenges in …
Experiment Market Positioning

Tesla: Pursue regulatory approval for FSD in the Netherlands (2026)

Tesla made the strategic decision to actively pursue and obtain regulatory approval to deploy its supervised Full Self-Driving (FSD) technology in the Netherlands. This involved …

5.00/10
Positive
The approval in the Netherlands represents a significant regulatory milestone for Tesla, allowing them to …
Experiment Fundraising

The Future Git Company: Raise $17M to build Git successor (2026)

A newly formed company (referred to as 'The Future Git Company') made the monumental decision to secure $17 million in funding to develop a successor …

5.00/10
Positive
The company successfully closed its $17M funding round, securing the necessary capital to begin or …
Experiment Partnerships / Collaborations

Spotify: Expand into podcasts via $1B+ acquisitions (2019-2021)

Spotify acquired Gimlet Media ($230M), Anchor ($140M), and signed Joe Rogan ($200M exclusive). The strategy was to own exclusive audio content to differentiate from Apple …

4.95/10
Negative
Podcast investments exceeded $1B but profitability has been elusive. Exclusive deals (Joe Rogan) drove some …
Experiment Product Strategy

Amazon: Integrate speech recognition and synthesis into Echo (2026)

Amazon made the pioneering decision to invest heavily in and integrate advanced speech recognition and natural language processing (NLP) capabilities into a dedicated smart speaker, …

4.95/10
Positive
The Amazon Echo became a category-defining product, successfully popularizing smart speakers and voice assistants in …
Experiment Market Positioning

Tesla: Pursuing European regulatory approval for Full Self-Driving (2026)

Tesla decided to actively seek and invest in obtaining regulatory approval for its Full Self-Driving (FSD) software in European markets, starting with the Netherlands. The …

4.95/10
Positive
The Netherlands has become the first European country to approve Tesla's supervised Full Self-Driving, marking …
Experiment Market Positioning

Tesla: Pursue European regulatory approval for supervised Full Self-Driving (2026)

Tesla made the strategic choice to expand the reach of its Full Self-Driving (FSD) technology into new European markets, specifically by seeking and obtaining regulatory …

4.95/10
Positive
The Netherlands has become the first European country to grant approval for Tesla's supervised FSD, …
Experiment Product Strategy

Tesla: Pursue Full Self-Driving technology and seek regulatory approval (2026)

Tesla made a long-term strategic decision to invest heavily in developing supervised Full Self-Driving (FSD) technology. This involved significant R&D, software development, and the complex …

4.95/10
Positive
The decision has led to the successful development of FSD technology, albeit with ongoing challenges. …
Experiment Pivot / Direction Change

Allbirds: Pivots from footwear to AI compute rental (2024)

Allbirds made a radical strategic decision to pivot its core business from designing and selling footwear to investing $50M in AI chips and renting compute …

4.90/10
Positive
Following the announcement, Allbirds' stock surged by 428-580%, indicating strong investor confidence and excitement for …
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