ChatGPT Relevant Import Summary
Import date: July 7, 2026
Source: local ChatGPT export folder provided by user
Mode: relevance-filtered staging import
Raw export copied into repository: no
AI APIs used: no
Summary
The ChatGPT export was processed in sharded format and filtered for NGIE-AI project relevance.
| Metric | Count |
|---|---|
| Conversation shards read | 7 |
| Conversations read | 617 |
| Conversations imported as relevant | 314 |
| Conversations skipped | 303 |
| Messages imported | 14,185 |
| Words imported | 1,434,536 |
Privacy Boundary
The raw ChatGPT export was not copied into the repository.
Private generated conversation content is written to ignored local folders:
sources/chatgpt/cleaned/sources/chatgpt/conversations/sources/chatgpt/metadata/knowledge/chatgpt/sources/chatgpt/reports/chatgpt-import-report.jsonsources/chatgpt/reports/chatgpt-import-report.md
These paths are intentionally excluded from Git so private ChatGPT content is not committed accidentally.
Relevance Signals
Top project relevance terms detected:
| Term | Matching conversations |
|---|---|
gini | 232 |
innovation | 164 |
ecosystem | 136 |
riverspace | 122 |
giniverse | 119 |
giniverse108 | 103 |
gini inc | 90 |
eriverspace | 83 |
ellijay riverspace | 74 |
automation | 63 |
shopify | 61 |
north georgia innovation ecosystem | 59 |
business growth | 56 |
giniinc.tech | 53 |
gini tech | 40 |
assessment | 36 |
ai-powered | 25 |
foodtech | 21 |
foodtechsupply | 18 |
ngie | 17 |
What Was Added
The importer now supports:
- Sharded ChatGPT exports such as
conversations-000.json. - Export folder input instead of only a single
conversations.json. - Relevance filtering with
--relevant-only. - Minimum relevance threshold with
--min-score. - Privacy-preserving default behavior that does not copy raw export files.
Command used:
node scripts\import-chatgpt.mjs --input C:\Users\nidhi\Downloads\c646c87f88866ee113832f62a54bcd3096ccb240b9bf8a80f2a9548fba4ca66e-2026-07-06-18-17-00-47e6bee902af4526b91e6a491fd55b56 --relevant-only --min-score 6 --reports sources\chatgpt\reports
Current Status
The ChatGPT knowledge is staged locally, but it has not yet been merged into the canonical knowledge/objects/*.json set used by the current search, graph, BI, decision, and assessment layers.
This is intentional. The imported conversations need review and conversion into standardized knowledge objects before they become trusted platform knowledge.
Recommended Next Steps
- Build a ChatGPT Knowledge Object Generator that converts staged relevant conversations into standard knowledge objects.
- Mark all generated ChatGPT objects as
review_status: pending. - Run duplicate/thin-content checks separately from website objects.
- Review the highest-value strategy, service-definition, pricing, architecture, Shopify, and assessment conversations first.
- Only after review, merge approved ChatGPT objects into the main search/graph/BI layers.