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

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 …
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 Product Strategy

Humane: Launch of the AI Pin wearable device (2024)

After years of development and substantial venture capital funding, Humane made the critical decision to launch its first product, the AI Pin. This was a …

5.10/10
Negative
The launch was met with largely negative reviews from prominent tech critics and early adopters, …
Experiment Hiring / Team

Restaurant SaaS Company: Terminate employee for asking for a raise (2026)

A Restaurant SaaS company made the decision to fire an employee who had generated £1.4M in pipeline for asking for a raise. This is a …

5.10/10
Negative
The outcome is negative, as the company lost a high-performing employee who had generated significant …
Experiment Market Positioning

Tesla: Actively pursue Full Self-Driving regulatory approval in Europe (2026)

Tesla made the strategic decision to actively seek and obtain regulatory approval for its Full Self-Driving (FSD) technology in specific European countries. This commitment aims …

5.10/10
Positive
The Netherlands' approval marks a significant regulatory milestone, being the first in Europe. This indicates …
Experiment Market Positioning

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

Tesla decided to invest significant R&D and legal resources into developing its Full Self-Driving technology and then systematically seek regulatory approval in various European countries. …

5.10/10
Positive
The Netherlands has become the first European country to approve Tesla's supervised Full Self-Driving, marking …
Experiment Market Positioning

Tesla: Pursue Full Self-Driving regulatory approval in Netherlands (2024)

Tesla chose to actively seek and obtain regulatory approval for its supervised Full Self-Driving (FSD) system in the Netherlands, making it the first European country …

5.10/10
Positive
The Netherlands has officially approved Tesla's supervised FSD, marking a significant milestone for European market …
Experiment Operations / Processes

OpenAI: Transition from non-profit to for-profit structure (2025)

OpenAI announced plans to convert from a capped-profit entity controlled by a non-profit board to a full for-profit public benefit corporation. The move was driven …

5.10/10
Positive
The restructuring enabled OpenAI to raise a $40B round at a $300B valuation — the …
Experiment Product Strategy

Humane: Launching the AI Pin as their debut product (2024)

Humane, a highly funded startup, chose to launch the AI Pin – a novel, screenless, voice-controlled wearable device – as its first product. This involved …

5.10/10
Negative
The AI Pin received overwhelmingly negative reviews from tech critics, citing poor performance, frustrating user …
Experiment Product Strategy

Hisense: Develop and launch the UR9 TV line to compete directly against OLED technology (2026)

Hisense made a strategic choice to develop and release its UR9 line of televisions as a direct challenge to the established premium OLED market. This …

5.10/10
Positive
The headline describes the UR9 as a 'great first shot,' indicating that Hisense's product strategy …
Experiment Product Strategy

Game Publisher: Launch 'Pokémon Champions' game (2026)

The publisher made the strategic decision to develop and launch 'Pokémon Champions' as a new title within the highly successful Pokémon franchise. This involved significant …

5.10/10
Negative
The launch of 'Pokémon Champions' has been met with a 'rough start,' indicating challenges in …
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 …
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