Headline

Product Manager - AI Agents & LLM Products | Led 2 startups from concept to launch and defined growth for both

About

I build AI products, specifically the agent and LLM layer, where the hard part is that the model behaves differently every time you look at it. At Gravity I was the first growth owner at an AI agent marketplace: I scoped prompt-to-agent flows with the founder and engineering, defined the activation metric the company runs on, and rebuilt the picture of where the pre-PMF bottleneck actually was - supply side, not demand side. At Vibe AI I owned model-behaviour evaluation for a consumer conversational companion, designing the experiments that defined what "good conversational quality" meant and feeding results back into prompt and product decisions. My degree is in psychology, and that's the part people underrate. Most product problems are behavioural before they're technical: why someone stalls, what they thought was going to happen, what they'll tolerate. I run the research properly and turn it into flows engineers can build. I'm currently building Possibly, which helps micro-SaaS builders decide what to build based on their skills, market knowledge, and who they can actually reach. Follow the journey on X: https://x.com/heythereshreya

Location

Bengaluru

AI stack

claude code

codex

hermes agent

n8n

Framer AI

Wispr Flow

Work experience

Growth Product Manager at Gravity.fast, Feb 2026 - Aug 2026 · 7 mos, Hybrid, Joined as Founder's Associate, moved into Growth Product Manager. - First growth owner at an AI agent marketplace. Defined the activation metric the company still runs on (an agent shipped and accepted into the scoring band) and reframed the pre-PMF bottleneck from demand-side to supply-side, which redirected the roadmap. - Scoped prompt-to-agent flows with the founder and engineering: matching, no-match bounty journeys, OAuth-dependent actions, trials, and failure states. - Ran churn interviews with lapsed builders and mapped the builder journey across ~17 touchpoints. The lead recommendation from the resulting UI/UX handoff, merging the Builder Questions and Node Config screens, had already been raised unprompted by multiple builders. - Built lifecycle messaging for a ~600-builder base in Customer.io, including the Supabase sync and an automated nudge for builders who claim a task but never submit. - Shipped a reusable competitor-research agent (Activepieces + Firecrawl + SERP APIs + LLM classification), designing the validation and deduplication layer so output was trustworthy without manual review.

Founder's Associate at Vibe AI, Aug 2025 - Feb 2026 · 7 mos, Bengaluru, - Owned discovery, prompt design, and research for a consumer conversational-AI companion, from concept through beta. - Owned model-behaviour evaluation: designed prompt and interaction experiments, benchmarked outputs against competitor products to define what "good conversational quality" meant, and fed results back into prompt and product changes. - Recruited and ran a 200-person beta programme with recurring feedback loops, converting user observations into shipped improvements in conversational realism, onboarding, and engagement.

Research Psychologist at Vibe AI, Jun 2025 - Sep 2025 · 4 mos, Bengaluru, Karnataka, India

Founder at Mind Mess, Nov 2024 - Sep 2025 · 11 mos, Remote, - Founded Mind Mess, gaining hands-on experience in building from scratch and navigating early-stage startup challenges - Led content creation and branding efforts, experimenting with positioning, storytelling, and audience engagement - Managed people and collaboration, developing skills in delegation, feedback, and team coordination - Explored user behavior and audience needs to inform content direction and improve relevance

Micro Lead - Organisational Development Intern at DeepThought Growth Management System, Nov 2024 - Jan 2025 · 2 mo, Remote, - Worked with a team of 5 as a lead, driving training initiatives that improved employee performance and productivity - Designed and conducted training sessions and workshops, focusing on skill development and performance enhancement - Hosted thought sessions to encourage critical thinking, discussion, and knowledge sharing across teams - Applied systems thinking and process design to improve workflows, team efficiency, and operational clarity

Education

GrowthX®

Bachelor of Arts - BA, Applied Psychology, Amity University Kolkata