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 Product Strategy

Apple: Launch Apple Intelligence with on-device LLM and Private Cloud Compute (2026)

Apple rolled out its on-device AI system across all products, using a combination of small on-device models and Private Cloud Compute for heavier tasks. Unlike …

5.25/10
Positive
Apple Intelligence became the most-used AI system by total users due to automatic distribution across …
Experiment Product Strategy

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

The Pokémon Company decided to release a new major game title, 'Pokémon Champions,' into the highly competitive global gaming market. This involved a multi-year development …

5.25/10
Negative
The game 'Pokémon Champions' is off to a rough start, indicating initial negative reception, technical …
Experiment Cash / Runway Management

FreshBooks: Survive dot-com bust by cutting to 2 employees (2003)

Mike McDerment had started FreshBooks as an invoicing tool for his design agency. When the dot-com bust crushed his client base, he cut the team …

5.25/10
Positive
FreshBooks survived the downturn and grew steadily through the 2000s. By focusing exclusively on small-business …
Experiment Fundraising

Figure AI: Secures $675M in Series B funding (2024)

Figure AI, a startup developing humanoid robots, needed to decide how to best fund its highly capital-intensive research, development, and eventual manufacturing efforts. The critical …

5.20/10
Positive
The company successfully closed a monumental $675 million Series B round at a $2.6 billion …
Experiment Product Strategy

The Pokémon Company: Launching 'Pokémon Champions' game (2026)

The Pokémon Company, in collaboration with its development partners, made the strategic decision to release 'Pokémon Champions,' a new game in its highly popular franchise. …

5.20/10
Negative
The game launched to a 'rough start,' indicating significant issues, potentially related to bugs, gameplay …
Experiment Hiring / Team

Restaurant SaaS Company: Fired employee for asking for a raise (2024)

A Restaurant SaaS company made the decision to terminate an employee shortly after they requested a raise, despite the employee having generated a significant £1.4M …

5.20/10
Negative
The immediate outcome is negative, as the company lost a key individual responsible for generating …
Experiment Product Strategy

The Pokémon Company / Nintendo: Launching the "Pokémon Champions" game (2026)

The publisher of Pokémon Champions made the strategic choice to develop and launch this new game into the highly competitive gaming market, leveraging the established …

5.20/10
Negative
The game 'Pokémon Champions' launched to a 'rough start,' indicating initial issues with reception, performance, …
Experiment Pivot / Direction Change

Allbirds: Pivoting from footwear to AI chip rental and raising $50M (2026)

Allbirds, a shoe brand, made the radical decision to shift its entire business model from manufacturing and selling footwear to acquiring and renting out AI …

5.20/10
Positive
Allbirds' stock surged significantly (428-580%) immediately following the announcement of the pivot and the associated …
Experiment Product Strategy

The Pokémon Company/Niantic: Launching the Pokémon Champions game (2026)

The Pokémon Company, likely in collaboration with Niantic, made the strategic decision to launch 'Pokémon Champions,' a new game in their globally recognized franchise. They …

5.20/10
Negative
The game is 'off to a rough start,' indicating that initial player reception may be …
Experiment Partnerships / Collaborations

Suno: Maintain policy for AI music sharing despite label clash (2026)

Suno, an AI music generation platform, has chosen to operate with a product capability or policy around AI music sharing that has led to a …

5.15/10
Negative
The reported clash indicates a negative early outcome, setting the stage for potential legal disputes …
Experiment Hiring / Team

Restaurant SaaS Company: Firing an employee who generated £1.4M pipeline after a raise request (2026)

A Restaurant SaaS company chose to terminate a high-performing sales employee who had just generated £1.4M in pipeline, following a request for a raise. This …

5.15/10
Negative
The immediate outcome for the employee was termination. For the company, it's a negative outcome …
Experiment Operations / Processes

Discord: Implementing 17% workforce layoffs (2024)

Discord made the difficult decision to lay off 17% of its workforce, affecting approximately 170 employees. For founders, this highlights the ongoing pressure even successful, …

5.15/10
Negative
The layoffs, while painful, are expected to reduce operating costs and improve the company's financial …
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