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ENSEMBLStudioEnsembl3 Studio
LiveConsumer · Gifting

Present Agent

AI gift concierge for ADHD adults

Conversational agent that profiles a recipient in two minutes and recommends five personalized gifts from 171K+ enriched products. Gemini + Claude pipeline, Shopify catalog substrate.

The story

Present Agent is the studio's working hypothesis about consumer agentic commerce: an AI agent that does the gift research a thoughtful friend would, then hands you five candidates with a reason for each. It's pitched at one specific audience — adults with ADHD, who consistently report gift-giving as a major executive-function tax — and built on a 171K-product enriched catalog (82K+ verified on Shopify). The recommendations come from a two-stage pipeline: Gemini Flash extracts a recipient profile in 2–3 conversational turns, then Claude Sonnet scores Shopify-verified products against that profile and returns five cards, each annotated with why it fits.

What it does

  1. 01

    Profile in two minutes

    The agent asks 2–3 questions and extracts an interest graph from natural language. No checkboxes, no forms.

  2. 02

    Five candidates, five reasons

    Top pick, great match, thoughtful, wild card, surprise. Each comes with one sentence on why it fits.

  3. 03

    171K+ products, verified on Shopify

    The catalog is real, enriched, and reconciled against Shopify availability before recommendations surface.

  4. 04

    Card message + presentation guide

    After the recipient picks, the agent drafts a personalized card and a small presentation script.

How it’s built

Stack

The shape of the system, in one list.

  • Next.js 14 · App Router
  • Gemini Flash (profile extraction)
  • Claude Sonnet (scoring + reasoning)
  • Shopify (catalog substrate)
  • PostHog (analytics)
  • MCP server for tool orchestration

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