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

Suno: Develop & launch AI music despite copyright concerns (2026)

Suno made the decision to develop and launch its AI music generation platform, implicitly opting to prioritize rapid innovation and market entry despite significant and …

5.30/10
Negative
The headline 'Suno is a music copyright nightmare' directly indicates negative outcomes, with artists and …
Experiment Hiring / Team

Restaurant SaaS Company: Fire an employee who generated £1.4M pipeline for asking for a raise (2026)

The leadership of a Restaurant SaaS company made the controversial decision to terminate a high-performing employee after they requested a raise, despite generating a significant …

5.30/10
Negative
The immediate outcome is the loss of a key sales contributor and their ongoing pipeline …
Experiment Market Positioning

Tesla: Pursue regulatory approval and deployment of Full Self-Driving in new international markets (2026)

Tesla decided to proactively pursue regulatory approval for its Full Self-Driving (FSD) software in new international markets, starting with Europe (e.g., the Netherlands). The company …

5.30/10
Positive
The Netherlands became the first European country to approve Tesla's supervised Full Self-Driving, indicating a …
Experiment Operations / Processes

TikTok: Survive US ban through legal challenge and political reversal (2026)

TikTok faced a US ban deadline but survived through a combination of aggressive legal challenges, lobbying, and a political reversal under the new administration. The …

5.30/10
Positive
TikTok maintained its 170M+ US user base and continued growing. Advertiser confidence returned after the …
Experiment Operations / Processes

Google: Classify Polymarket bets in News as an ‘error’ and adjust content moderation (2026)

Google decided to publicly label the appearance of Polymarket betting content (prediction markets) within Google News as an 'error.' This choice reflects a strategic decision …

5.30/10
Positive
Google has publicly acknowledged the presence of Polymarket bets in its News service as an …
Experiment Product Strategy

Microsoft: De-prioritize a unified graphical user interface strategy (2026)

Microsoft, over an extended period, implicitly made the strategic decision to de-prioritize a consistent and unified graphical user interface (GUI) strategy across its vast product …

5.30/10
Negative
This long-standing approach has resulted in a fragmented and often inconsistent user experience across Microsoft's …
Experiment Product Strategy

Huawei: Develop and launch a new wide foldable smartphone to gain competitive advantage (2026)

Huawei made a strategic product development decision to invest significant R&D and manufacturing resources into creating a new, wider foldable smartphone. This choice was a …

5.25/10
Positive
The headline explicitly states Huawei 'beats Apple and Samsung' with its new wide foldable, indicating …
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

Anker: Launch the Nebula P1 projector emphasizing portable sound (2026)

Anker decided to design, manufacture, and bring to market the Nebula P1 projector, positioning it with a strong emphasis on its portable sound capabilities. They …

5.25/10
Positive
The headline itself ("portable sound king") suggests a positive market reception or strong initial reviews, …
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 Market Positioning

Tesla: Secure regulatory approval for supervised Full Self-Driving in Netherlands (2026)

Tesla made the strategic choice to actively pursue and obtain regulatory approval for its supervised Full Self-Driving (FSD) technology in European markets, beginning with the …

5.25/10
Positive
The Netherlands has become the first European country to officially approve Tesla's supervised Full Self-Driving, …
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 …
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