Anucampa Singh

Anucampa Singh

Founder of Auryon Innovations Pte Ltd

About

AI is making output easier to produce, but understanding, judgment and ownership harder to see. I founded Auryon Innovations to build applied AI products that make human capability visible, not just the final result. Through Savyre, we help hiring teams assess how developers solve problems, use AI, explore codebases, validate changes and own outcomes. Savyre supports real-world technical assessments and structured AI coding workflows. I am also building MyWizBee, a learning companion that helps children reflect on learning and gives parents visibility into progress. My approach is simple: start with real workflows, measure behaviour rather than claims, and use AI to support human judgment, not replace it. I write about AI-assisted engineering, technical hiring, SaaS and AI in learning.

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Maker History

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Hi Product Hunt fam. I’m Anucampa, founder of Savyre

Hi everyone! I m Anucampa Singh, a founder based in Singapore with 15+ years of experience working closely with engineering teams.

I m building Savyre, a platform that helps companies assess real-world engineering skills and bring more structure, review and accountability to AI-assisted coding.

We have just launched Savyre AI Coding Workflow on Product Hunt and would love to connect with developers, engineering leaders and fellow founders. I m looking forward to learning from the community and sharing our journey.

Built Savyre to bring structure to AI-assisted coding

AI can generate code fast, but teams still need to understand, review and trust what gets produced.

That is why we built Savyre AI Coding Workflow. It guides developers through a structured 14-stage process covering requirements, codebase discovery, implementation, testing, review and impact analysis.

Each validated stage becomes the input for the next, reducing repeated context and improving traceability.

We are looking for early users to try it inside VS Code or Cursor and share honest feedback.

Which part of AI-assisted coding is hardest for you and your team to trust?

AI can generate code quickly, but teams still need to understand what changed, why it changed and whether it is safe to ship.

We built Savyre AI Coding Workflow to guide developers through 14 connected stages: from requirements and codebase discovery to implementation, testing, review and impact analysis. Each validated output becomes the input for the next stage.

For teams already using AI coding tools, what is the biggest challenge today?

  1. Lost or repeated context

  2. Higher code-review effort

  3. Weak testing and impact analysis

  4. Limited visibility into developer decisions

  5. Ownership of AI-generated code

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