Vikram Parekh

Vikram Parekh

Bldg Data, AI & Analytics talent infra.

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Tastemaker
Tastemaker
Gone streaking 10
Gone streaking 10
Gone streaking
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Gone streaking 5
Gone streaking 5

Maker History

  • graph
    graphAudit your Data & AI resume for missing context & evidence.
    Nov 2026
  • 🎉
    Joined Product HuntMarch 21st, 2025

Forums

BTS - how graph helps identify the missing context

A lot of you must be wondering how does @graph actually audit a Data & AI resume.
So thought of sharing what's under the hood.

Every bullet point gets checked against 7 things:

  1. What: the work itself. What was built, changed, fixed or delivered.

  2. How: the tools, languages, platforms or methods used.

  3. Scale: how big the work was. Data volume, record counts, number of pipelines or users, budget. "Large-scale" with no figure is vague. And a percentage never counts as scale.

  4. How much: a measured result. A percentage, time saved, cost, a before and after. "Improved" or "faster" with no number is vague.

  5. Why: the problem or purpose behind the work. What was wrong before.

  6. Your role: was it actually your work? Built, led, owned pass. Helped, supported, "worked on" are vague.

  7. Outcome: who it helped. Users, the team, the business, a system. If the effect is only implied, it's vague.

Product Huntp/producthunt•

13d ago

Introducing the new visual launch editor!!!

Hi everyone!

I'm super excited to share our new visual launch editor. It's built to make launching on Product Hunt a lot easier.

Product Huntp/producthunt•

13d ago

Introducing the new visual launch editor!!!

Hi everyone!

I'm super excited to share our new visual launch editor. It's built to make launching on Product Hunt a lot easier.

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