Contributor Platform
Evaratus
In production ( 2 Months )
Team
Naman Bhalla ( PM )
Shreyansh S ( Manager )
Note: Much of this project cannot be shared publicly due to an NDA. Happy to share a deeper walkthrough.
About
Evaratus is Scaler’s AI enablement platform that pairs expert human contributors with frontier model training workflows. It connects subject-matter specialists to high-complexity RLHF, evaluation, and data curation pipelines to advance leading LLMs.
Summary
Clear financial visibility directly drives contributor retention. As task volume and complexity grew, how might we transform fragmented earnings tracking and account setup into a seamless, predictable experience that eliminates payment ambiguity and operational friction? Collaborated closely with product and engineering during my time at Scaler to translate complex system requirements into scalable patterns from end to end—navigating the nuances of B2B finance.
Key Takeaways
Grounding 0-to-1 product decisions in continuous iterations and testing.
Validating concepts early through rapid, low-fidelity prototyping.
Deepening end-to-end design ownership by delivering across a high-stakes, ambiguous problem space.
Domain inspiration / Reference
Note: Much of this project cannot be shared publicly due to an NDA. Happy to share a deeper walkthrough.
About
Evaratus is Scaler’s AI enablement platform that pairs expert human contributors with frontier model training workflows. It connects subject-matter specialists to high-complexity RLHF, evaluation, and data curation pipelines to advance leading LLMs.
Summary
Clear financial visibility directly drives contributor retention. As task volume and complexity grew, how might we transform fragmented earnings tracking and account setup into a seamless, predictable experience that eliminates payment ambiguity and operational friction? Collaborated closely with product and engineering during my time at Scaler to translate complex system requirements into scalable patterns from end to end—navigating the nuances of B2B finance.
Key Takeaways
Grounding 0-to-1 product decisions in continuous iterations and testing.
Validating concepts early through rapid, low-fidelity prototyping.
Deepening end-to-end design ownership by delivering across a high-stakes, ambiguous problem space.
Domain inspiration / Reference
Note: Much of this project cannot be shared publicly due to an NDA. Happy to share a deeper walkthrough during an interview or direct conversation.
About
Evaratus is Scaler’s AI enablement platform that pairs expert human contributors with frontier model training workflows. It connects subject-matter specialists to high-complexity RLHF, evaluation, and data curation pipelines to advance leading LLMs.
Summary
Clear financial visibility directly drives contributor retention. As task volume and complexity scaled, how might we transform fragmented earnings tracking and account setup into a seamless, predictable experience that eliminates payment ambiguity and operational friction? Collaborated closely with product and engineering during my internship in Spring 2026 at Scaler to translate complex system requirements into scalable patterns from end to end—navigating the complexities of B2B finance.
Key Takeaways
Grounding 0-to-1 product decisions in continuous iterations and testing.
Validating concepts early through rapid, low-fidelity prototyping.
Deepening end-to-end design ownership by delivering across a high-stakes, ambiguous problem space.
Domain inspiration / Reference