# 16% of shoppers start with ChatGPT, but only 9% complete purchase there — review content still closes the sale

By **Jenny Huang Goodman MPA MSc MHSA, Principal** — The Stash Edge, Hako Shikin LLC.
Published 2026-10-25.

Canonical: https://www.pops4.com/stash/articles/chatgpt-2026-10-25t06-5
Subject: ChatGPT
Tags: social proof, ai, discovery, conversion

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*Full analysis temporarily unavailable.*

Per Digiday research, while **16%** of shoppers use ChatGPT to discover products, only **9%** actually buy through it — customer reviews and third-party validation remain the final conversion lever.

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## Publisher

**Hako Shikin LLC** — Virginia Beach, Virginia. Founded 1997. ASI 217876 · DUNS 18-204-6339.
Principal and author: **Jenny Huang Goodman MPA MSc MHSA**.

- Author: https://www.huanggoodman.com/about
- LLM context: https://www.pops4.com/stash/llms.txt
- MCP endpoint, for AI agents: https://mcp.pops4.com/mcp
- Client dashboard: https://dashboard.pops4.com/
- Catalogue: 70,000+ products, 200+ brands