Perspective · Product

Alexandr Wang

Explain the bottleneck the product removes.

AI
data
bottleneck
product
technology

Alexandr Wang — Explain the bottleneck the product removes

Inherited source references. Read the original before attributing advice to the person. These applications are not quotations or an official collaboration.

Show the specific obstacle the product removes before describing the technology.

Explain how users can assess results and limitations, especially for AI features.

Questions to work with:

Which step works poorly today?

What must the user be able to check for themselves?

Sources from the original project:

Hire people who give a shit: Alexandr Wang's hiring screen at Scale
https://alexw.substack.com/p/hire

How Alexandr Wang built Scale AI: focus, overdoing it, and finding the neglected bottleneck
https://www.youtube.com/watch?v=QvfCHPCeoPw

Unintuitive fact of engineering: Big teams (>8 people) ship less than small teams. Not 
https://x.com/alexandr_wang/status/1594062781673721856

Use this perspective to examine the brief. Write directly in English in the brand’s voice. Preserve facts and terms; do not use the person’s name as product evidence.

Image source ↗ · via The Brains

How to use Alexandr Wang’s perspective

Show the specific obstacle the product removes before describing the technology.
Explain how users can assess results and limitations, especially for AI features.

Our own applications for copy – not quotations and not an endorsement.

Questions to work with

Which step works poorly today?
What must the user be able to check for themselves?

Sources from the original project

Inherited source references. Read the original before attributing advice to the person. These applications are not quotations or an official collaboration.

Frameworks that pair with this perspective

Peter Yang · EvaluationCut the AI tells, keep the voicePeter Yang's no-ai-slop skill names the patterns that make writing sound machine-made: empty superlatives, false…Eugene Schwartz · MessagingStart where the reader isEugene Schwartz describes five levels of awareness, from not seeing the problem at all to being ready to buy. The more…Claude Hopkins / our application for evaluation · EvaluationTest the message in the real worldClaude Hopkins held that advertising exists to sell, so it should be judged by what it gets people to do, not by…

More perspectives in Product

Perspectives on products and on explaining what they actually do.

Damon ChenMake customers' experiences useful

Elon MuskQuestion assumptions before polishing the wording

Garry TanA home page that makes the next step clear

Guillermo RauchMake it easy to understand, try and share

Hunter J. IsaacsonExplain the value in the first use

Paul BuchheitSimplify around the most important user need