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

Optimise Product Strategy

Salesforce: Pioneer SaaS CRM with no software (1999)

Marc Benioff bet that enterprise software could be delivered via the internet, eliminating on-premise installations. At the time, Siebel Systems dominated CRM with traditional licensing. …

6.75/10
Positive
Salesforce proved the SaaS model viable and grew to $31B+ annual revenue by 2023. They …
Optimise Pivot / Direction Change

Shopify: Kill Shopify Fulfillment Network — reverse logistics bet (2023)

Shopify acquired Deliverr for $2.1B in 2022 to build a fulfillment network rivalling Amazon FBA. One year later, CEO Tobi Lütke reversed course, selling the …

6.75/10
Positive
Shopify's stock rose 20% on the announcement. Investors rewarded the return to software-focused strategy. Margins …
Optimise Operations / Processes

The Verge: Implementing an editorial policy against using AI art in articles about AI (2026)

The Verge, as a leading tech publication, appears to have made a strategic decision to adopt an internal editorial policy or strong guideline against using …

6.70/10
Positive
The Verge has likely formalized an internal policy to ensure consistency in its content presentation, …
Optimise Feature — Build / Kill / Change

Google (Gemini): Enhancing mental health support integration (2024)

The Gemini product team at Google decided to integrate a feature that provides faster access to mental health resources for distressed users. This choice prioritizes …

6.70/10
Positive
The decision is generally perceived positively, enhancing Google's commitment to responsible AI and user well-being. …
Optimise Partnerships / Collaborations

Anthropic: Expanding compute partnerships (2024)

Anthropic, a leading AI research company, made the strategic decision to expand its partnerships with Google and Broadcom to secure next-generation computing resources. This choice …

6.70/10
Positive
This decision successfully secures Anthropic's access to vital, high-performance computing infrastructure, which is essential for …
Optimise Product Strategy

Figma: Launch AI-powered design generation after Adobe deal collapse (2025)

After the $20B Adobe acquisition was blocked by regulators in late 2023, Figma pivoted to aggressive AI feature development — launching AI-powered design generation, automated …

6.65/10
Positive
Figma's AI features drove renewed growth and excitement. The company's valuation recovered as it demonstrated …
Optimise Hiring / Team

Netflix: Implement the Keeper Test — fire bottom 10% annually (2004)

Reed Hastings introduced a radical talent management policy: managers must ask 'Would I fight to keep this person?' for every team member. If the answer …

6.65/10
Positive
Netflix's culture deck became the most famous document in Silicon Valley — Sheryl Sandberg called …
Optimise Sales / Distribution Channel

Salesforce: Build the AppExchange marketplace (2005)

Rather than building every feature in-house, Salesforce created a marketplace where third-party developers could build and sell apps on the Salesforce platform. This was a …

6.60/10
Positive
AppExchange now hosts 7,000+ apps and has generated $100B+ in partner revenue. It made Salesforce …
Optimise Market Positioning

Stripe: Launch Stripe Press and long-form content (2018)

Stripe created a publishing imprint (Stripe Press) releasing physical books on technology, economics, and progress — topics adjacent to but not directly about payments. A …

6.60/10
Positive
Stripe Press became a cult favourite among founders and technologists, publishing books like 'The Dream …
Optimise Fundraising

Canva: Get rejected by 100+ investors before raising first funding (2012)

Melanie Perkins spent over a year pitching Canva to more than 100 investors, all of whom said no. A design tool for non-designers seemed too …

6.60/10
Positive
Canva became one of the most valuable private companies in the world, reaching a $40B …
Optimise Operations / Processes

Google: Classify Polymarket bets in News as an error (2026)

Google faced a situation where content from a prediction market (Polymarket) appeared in its News feed. The company made the strategic decision to classify this …

6.60/10
Positive
Google promptly stated the appearance of Polymarket content was an error, implying immediate action to …
Optimise Product Strategy

Google: Launch Gemini 2.5 Pro with 1M token context as default (2026)

Google made Gemini 2.5 Pro, with a native 1M token context window, the default model across Workspace, Search, and Cloud. The move positioned Google's AI …

6.60/10
Positive
Enterprise adoption accelerated as companies could process entire codebases, legal document sets, and financial reports …
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