Mentorloop
Mentorloop
Embedded product engineering on Mentorloop's mentoring platform, plus Loopy, in-app AI chat on AWS Bedrock that adapts to context.
Off-limits
contract terms, operational thresholds and tuning specifics, implementation details of platform features, internal client tooling, other AI features built by separate teams
- Role
- Senior Product Engineer
- Period
- May 2025 – Dec 2025
- Engagement
- embedded
- Tech
- AWS Bedrock / LangChain / Meteor / React
Eight months embedded at Mentorloop. Contracted for general product and UI feature work on the mentoring platform. The AI piece, Loopy, came out of that engagement rather than arriving as a separate brief.
The setup
Mentorloop runs a global mentoring platform. The product wraps mentoring programs end to end. I joined the team for general product and UI work; Loopy followed.
The product work
Most of the eight months sat inside the team's existing cadence: feature work across the platform, accessibility improvements, internationalisation, identity integrations, and editor work. The work fit into the existing release process rather than running parallel.
Implementation specifics stay internal.
Loopy
In-app AI chat for coordinators running mentoring programs. Route-aware and role-aware, so the same chatbot answers participants and coordinators in the right vocabulary for what they are doing in the product.
Built on AWS Bedrock. Multi-lingual from day one. Operational tuning lived in client tooling so the team could adjust behaviour without a deploy.
Other AI features at Mentorloop were built by separate teams; the AI piece I built was Loopy.
- Role
- Senior Product Engineer
- Period
- May 2025 – Dec 2025
- Engagement
- embedded
- Tech
- AWS Bedrock / LangChain / Meteor / React / MongoDB / Lexical