Real ChatGPT answer · index seedfqJpi91nvdocompleteLegal · intellectual propertyhowto

How do I search Google Patents and other academic archives effectively when I am discovering prior art online for my medical device idea.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I search Google Patents and other academic archives effectively when I am discovering prior art online for my medical device idea.
3 real searches · 1 real-search pass
Google Patents search help advanced search syntax CPC classifications patent prior art searchGoogle ↗
OBSERVEDOther / navigational
USPTO patent prior art search guide classification claims patent search resourcesGoogle ↗
OBSERVEDReason
WIPO PATENTSCOPE Espacenet patent search official help PubMed IEEE Xplore Google Scholar medical device literatureGoogle ↗
OBSERVEDOther / navigational

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Google Patents search help advanced search syntax CPC classifications patent prior art search Google ↗
USPTO patent prior art search guide classification claims patent search resources Google ↗
WIPO PATENTSCOPE Espacenet patent search official help PubMed IEEE Xplore Google Scholar medical device literature Google ↗
  1. Open Google Patents · patents.google.com
  2. Search PubMed · pubmed.ncbi.nlm.nih.gov
  3. Search Google Scholar · scholar.google.com
  4. Search IEEE Xplore · ieeexplore.ieee.org
  5. Search Europe PMC · europepmc.org
  6. Search ClinicalTrials.gov · clinicaltrials.gov
  7. Search CORE · core.ac.uk
  8. Search international patent applications · patentscope.wipo.int
  9. Patent and Technology Information · wipo.int
  10. Search Espacenet · worldwide.espacenet.com
  11. Multi-Step U.S. Patent Search Strategy · uspto.gov
  12. Search US patent documents · ppubs.uspto.gov
  13. Applying for Patents · uspto.gov
  14. 904-How to Search · uspto.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Patents search help advanced search syntax CPC classifications patent prior art search
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
USPTO patent prior art search guide classification claims patent search resources
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
WIPO PATENTSCOPE Espacenet patent search official help PubMed IEEE Xplore Google Scholar medical device literature
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1