Aakash Gupta Profile picture
Jul 7, 2023 โ€ข 18 tweets โ€ข 7 min read โ€ข Read on X
๐Ÿšจ BREAKING: Code Interpreter is FINALLY rolling out to all ChatGPT Plus users.

It's the most powerful feature OpenAI has released since GPT-4. It makes everyone a data analyst.

Here are 15 mind-blowing use cases of Code Interpreter:
1. Segment your customers in seconds

It takes a spreadsheet and then comes up with different segments of music markets - on its own.

This used to take hours of a human coding in R or Matlab.



2. Decompose seasonality simply via text

On its own, it figured out the exact seasonality in the price of bitcoin - in the blink of an eye.

This used to be an analysis you had to conduct.

Source: @TechMemeKing
3. Linear regression by itself

Simply asking Code Interpreter to come up with "interesting hypotheses" results in a well-constructed automated linear regression.

This used to be something you code via R or SAS after coming up with the hypothesis yourself.

Source: @emollick
4. Easy Geo Charts

You can just upload location data and get a GIF of the thing visualized - in this case, lighthouses in the US twinkling.

You used to have to connect this to expensive software like Tableau.

Source: @emollick
5. Basic descriptive charts in seconds

Just asking for "some basic visualizations" can get you all your data exploration steps that used to take hours in seconds.

You used to have to come up with the ideas yourself, even if the charts were easy to generate.

Source: @OpenAI
6. Graph public data without input

It can fetch data from public databases like the IMF and visualize it for you without any work.

This used to be a process of finding data, loading into your software, then formatting the chart. All is now done for you.

Source: @AiBreakfast
7. Automatic Radar Charts

It generated this hard-to-create chart by itself after analyzing this user's 300 hr Spotify playlist.

These used to only be available in certain software, and cumbersome to configure.

Source: @SHL0MS
8. Heatmaps With Ease

A CSV of SF crime data resulted in this heatmap with no guidance.

Source: @backus
9. Output the log chart automatically

Just ask ChatGPT to analyze a dataset and it'll figure out when a log transformation applies, and output it itself.

You used to have to do the transformation yourself and then chart it.

Source: @TechMemeKing
10. Cohort chart with no effort

Just upload data and it will build your cohorts and chart it in seconds.

This used to be several steps of grouping and charting. Now it's done automatically.

Source: @danshipper
11. Choose your clustering algorithm and debug

At scale clustering into groups of 100 used to be a tedious process in Python.

Code Interpreter does it all for you in seconds. And debugs its mistakes.

Source: @jmilinovich
12. Natural language querying to reduce stakeholder requests

Data scientists used to always get distracted with simple questions from stakeholders like "what's the average list price?"

Now they can just do it in Code Interpreter.

Source: @JimSpiewak

13. Plot mathematical functions

You used to have to go into a math tool to create a simple plot, and then define all the elements of the formula.

Code Interpreter will make assumptions and do it without any guidance.

Source: @EasyGuideAI
14. Clean data

Data cleaning used to be a tedious task filled with human decisions.

Code Interpreter will make intelligent decisions for you, like remove unnecessary columns.

Source: @olliethedev
15. Do all of the above in one place in seconds

In the future, everyone will be a data analyst.

Thanks to Code Interpreter.

Source: @Saboo_Shubham_

If you want more tips to help you use Code Interpreter, subscribe to the newsletter for my upcoming How To.

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More from @aakashg0

Feb 14
Most people are still prompting wrong.

I've found this framework, which was even shared by OpenAI President Greg Brockman.

Hereโ€™s how it works: Image
๐—ง๐—ต๐—ฒ ๐—ฅ๐—ฒ๐—ฎ๐˜€๐—ผ๐—ป๐—ถ๐—ป๐—ด

4 words in lowercase doesnโ€™t work.

If you want to write a PRD, or a product strategy, or something for work, you have to help the LLM get your context.

This is done in 4 parts.
๐—ข๐—ป๐—ฒ - ๐—š๐—ผ๐—ฎ๐—น

LLMs know millions of ways to complete a task.

Clear goal language helps them narrow in on the way you want them to.

EG: โ€œI want to create a Google-level Product Requirements Document for: <Feature>โ€
Read 9 tweets
Jan 26
Weโ€™ve been sold a million use cases for PMs to use AI.

For my money, here are the top 5: Image
AI wonโ€™t replace PMs.

But PMs who use AI will replace PMs who donโ€™t.

You donโ€™t even need to learn coding to join the AI revolution.

Thereโ€™s one archetype taking over in organizations right now: the AI-powered PM.

Here are the top 5 ways AI-powered PMs are changing the game: Image
USE CASE ONE - PRDs

Last month, I shadowed a PM at a FAANG company.

Their first AI prompt? Beautiful but completely wrong.

So how you use it matter more than just using it to write PRDs.

Hereโ€™s the game-changing mega-prompt that fixed it:
Read 13 tweets
Dec 31, 2024
Used right, OKRs can be the most powerful product process.

But most orgs completely mess them up.

From driving empowerment to becoming tools for controlโ€ฆ

Hereโ€™s what you need to know about when to add or remove OKRs: Image
๐—ง๐—ต๐—ฒ ๐——๐—ฒ๐—ฏ๐—ฎ๐˜๐—ฒ ๐—”๐—ฟ๐—ผ๐˜‚๐—ป๐—ฑ ๐—ข๐—ž๐—ฅ๐˜€: ๐—” ๐——๐—ฒ๐—ฒ๐—ฝ๐—ฒ๐—ฟ ๐—ง๐—ฟ๐˜‚๐˜๐—ต ๐—”๐—ฏ๐—ผ๐˜‚๐˜ ๐—”๐—น๐—ถ๐—ด๐—ป๐—บ๐—ฒ๐—ป๐˜

The conversation around OKRs reveals a fundamental truth:

Alignment mechanisms arenโ€™t one-size-fits-all.

Take Ramp, for example.

They built a $10B company without OKRs.
Their secret?

โ†’ Exceptional product sense.

โ†’ Metrics so clear that every team understood what success looked like without needing a formal framework.

Now look at Google.
Read 14 tweets
Dec 29, 2024
If you want to move from a PM to a product leader, thereโ€™s one skill you absolutely need to master:

Product processes.

Here are the 12 most essential ones to drive impact, speed, and quality: Image
๐—ข๐—ก๐—˜ - ๐—ข๐—ž๐—ฅ๐˜€

โ†’ When to Add: When your team is growing fast, shifting priorities, or you need a system to track progress across teams.

โ†’ When to Drop: If OKRs become a never-ending admin task and feel disconnected from day-to-day work, itโ€™s time to simplify.
๐—ง๐—ช๐—ข - ๐—ฃ๐—ฟ๐—ผ๐—ฑ๐˜‚๐—ฐ๐˜ ๐—ฅ๐—ฒ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€

โ†’ When to Introduce: Use them to coach junior PMs or align teams during fast-paced iterations.

โ†’ When to Cut Back: If Product Reviews start stifling creativity or become a micromanagement, itโ€™s time to rethink.
Read 14 tweets
Dec 20, 2024
One thing that will remain the same in the 2025 job landscape:

Hiring managers will still ask, "Why this company?"

Nail it, and youโ€™re halfway to landing your dream role.

Hereโ€™s how to master this: Image
Over the years, Iโ€™ve worked with countless aspiring and senior PMs.

99% of them give a 4/10 answer.

Hereโ€™s where they go wrong:

1. Generic fluff โ†’ They rattle off buzzwords like โ€œinnovative cultureโ€ or โ€œmarket leader.โ€ Itโ€™s uninspired.
2. No connection โ†’ They talk about the company, but not how they fit into the picture.

3. Vague details โ†’ Itโ€™s clear they didnโ€™t research. No examples, no depth. Just surface-level compliments.

4. Lack of energy โ†’ The delivery feels more like a verbal LinkedIn endorsement.
Read 14 tweets
Dec 15, 2024
How do the best product teams ship better and faster without things breaking?

They embed quality into every step of the development process.

Hereโ€™s how you can do the same: Image
๐—™๐—ถ๐˜ƒ๐—ฒ ๐—–๐—ฟ๐—ถ๐˜๐—ถ๐—ฐ๐—ฎ๐—น ๐—–๐—ต๐—ฒ๐—ฐ๐—ธ๐—ฝ๐—ผ๐—ถ๐—ป๐˜๐˜€

๐—ข๐—ก๐—˜ - ๐—•๐—ฒ๐—ณ๐—ผ๐—ฟ๐—ฒ ๐—™๐—ถ๐—ป๐—ฎ๐—น๐—ถ๐˜‡๐—ถ๐—ป๐—ด ๐—ฅ๐—ฒ๐—พ๐˜‚๐—ถ๐—ฟ๐—ฒ๐—บ๐—ฒ๐—ป๐˜๐˜€

โ†’ When: Right after youโ€™ve done your research and before locking down specs.
โ†’ Why it matters: This is your chance to clarify any confusion, resolve technical risks, and ensure alignment before things snowball.

โ†’ Win: Fewer mid-sprint surprises and last-minute changes.
Read 14 tweets

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