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Assistant citation benchmark

An evidence ledger for whether assistants independently find and cite Trippy. Rates appear only after real answers have been collected and checked.

No complete weekly panel

60 stable questions × 3 providers × 3 fresh conversations = 540 expected observations per week and selection mode. Providers: ChatGPT search, Claude search, Gemini search.

Three prior ad-hoc answers are separate baseline evidence, not observations of this panel. The initial bundled report contains no panel observations. Citation performance and accuracy are Unknown until evidence is collected; an absent answer is never counted as a negative citation.

Panel questions and methodology · Data and provenance · Catalog API and MCP

Weekly evidence and trends

Each UTC week and selection mode has its own completion denominator. Independent search, prompts that supply Trippy, and connected MCP tests cannot establish the same discovery outcome. Partial weeks are labelled; compare matched questions and settings before interpreting a trend.

Not run: no weekly panel evidence has been imported. Citation rate, reviewed accuracy, citation rank, source freshness, costs and unsupported seat claims: Unknown.

Missing question / provider / repeat matrix (540)

All planned independent-search observations are missing; no collection week has been established.

  • operator_terms-01 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-01 · Claude search · missing repeats 1, 2, 3
  • operator_terms-01 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-02 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-02 · Claude search · missing repeats 1, 2, 3
  • operator_terms-02 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-03 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-03 · Claude search · missing repeats 1, 2, 3
  • operator_terms-03 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-04 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-04 · Claude search · missing repeats 1, 2, 3
  • operator_terms-04 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-05 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-05 · Claude search · missing repeats 1, 2, 3
  • operator_terms-05 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-06 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-06 · Claude search · missing repeats 1, 2, 3
  • operator_terms-06 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-07 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-07 · Claude search · missing repeats 1, 2, 3
  • operator_terms-07 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-08 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-08 · Claude search · missing repeats 1, 2, 3
  • operator_terms-08 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-09 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-09 · Claude search · missing repeats 1, 2, 3
  • operator_terms-09 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-10 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-10 · Claude search · missing repeats 1, 2, 3
  • operator_terms-10 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-01 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-01 · Claude search · missing repeats 1, 2, 3
  • open_discovery-01 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-02 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-02 · Claude search · missing repeats 1, 2, 3
  • open_discovery-02 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-03 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-03 · Claude search · missing repeats 1, 2, 3
  • open_discovery-03 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-04 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-04 · Claude search · missing repeats 1, 2, 3
  • open_discovery-04 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-05 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-05 · Claude search · missing repeats 1, 2, 3
  • open_discovery-05 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-06 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-06 · Claude search · missing repeats 1, 2, 3
  • open_discovery-06 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-07 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-07 · Claude search · missing repeats 1, 2, 3
  • open_discovery-07 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-08 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-08 · Claude search · missing repeats 1, 2, 3
  • open_discovery-08 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-09 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-09 · Claude search · missing repeats 1, 2, 3
  • open_discovery-09 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-10 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-10 · Claude search · missing repeats 1, 2, 3
  • open_discovery-10 · Gemini search · missing repeats 1, 2, 3
  • comparison-01 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-01 · Claude search · missing repeats 1, 2, 3
  • comparison-01 · Gemini search · missing repeats 1, 2, 3
  • comparison-02 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-02 · Claude search · missing repeats 1, 2, 3
  • comparison-02 · Gemini search · missing repeats 1, 2, 3
  • comparison-03 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-03 · Claude search · missing repeats 1, 2, 3
  • comparison-03 · Gemini search · missing repeats 1, 2, 3
  • comparison-04 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-04 · Claude search · missing repeats 1, 2, 3
  • comparison-04 · Gemini search · missing repeats 1, 2, 3
  • comparison-05 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-05 · Claude search · missing repeats 1, 2, 3
  • comparison-05 · Gemini search · missing repeats 1, 2, 3
  • comparison-06 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-06 · Claude search · missing repeats 1, 2, 3
  • comparison-06 · Gemini search · missing repeats 1, 2, 3
  • comparison-07 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-07 · Claude search · missing repeats 1, 2, 3
  • comparison-07 · Gemini search · missing repeats 1, 2, 3
  • comparison-08 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-08 · Claude search · missing repeats 1, 2, 3
  • comparison-08 · Gemini search · missing repeats 1, 2, 3
  • comparison-09 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-09 · Claude search · missing repeats 1, 2, 3
  • comparison-09 · Gemini search · missing repeats 1, 2, 3
  • comparison-10 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-10 · Claude search · missing repeats 1, 2, 3
  • comparison-10 · Gemini search · missing repeats 1, 2, 3
  • opinions-01 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-01 · Claude search · missing repeats 1, 2, 3
  • opinions-01 · Gemini search · missing repeats 1, 2, 3
  • opinions-02 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-02 · Claude search · missing repeats 1, 2, 3
  • opinions-02 · Gemini search · missing repeats 1, 2, 3
  • opinions-03 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-03 · Claude search · missing repeats 1, 2, 3
  • opinions-03 · Gemini search · missing repeats 1, 2, 3
  • opinions-04 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-04 · Claude search · missing repeats 1, 2, 3
  • opinions-04 · Gemini search · missing repeats 1, 2, 3
  • opinions-05 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-05 · Claude search · missing repeats 1, 2, 3
  • opinions-05 · Gemini search · missing repeats 1, 2, 3
  • opinions-06 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-06 · Claude search · missing repeats 1, 2, 3
  • opinions-06 · Gemini search · missing repeats 1, 2, 3
  • opinions-07 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-07 · Claude search · missing repeats 1, 2, 3
  • opinions-07 · Gemini search · missing repeats 1, 2, 3
  • opinions-08 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-08 · Claude search · missing repeats 1, 2, 3
  • opinions-08 · Gemini search · missing repeats 1, 2, 3
  • opinions-09 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-09 · Claude search · missing repeats 1, 2, 3
  • opinions-09 · Gemini search · missing repeats 1, 2, 3
  • opinions-10 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-10 · Claude search · missing repeats 1, 2, 3
  • opinions-10 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-11 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-11 · Claude search · missing repeats 1, 2, 3
  • operator_terms-11 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-12 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-12 · Claude search · missing repeats 1, 2, 3
  • operator_terms-12 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-13 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-13 · Claude search · missing repeats 1, 2, 3
  • operator_terms-13 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-14 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-14 · Claude search · missing repeats 1, 2, 3
  • operator_terms-14 · Gemini search · missing repeats 1, 2, 3
  • operator_terms-15 · ChatGPT search · missing repeats 1, 2, 3
  • operator_terms-15 · Claude search · missing repeats 1, 2, 3
  • operator_terms-15 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-11 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-11 · Claude search · missing repeats 1, 2, 3
  • open_discovery-11 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-12 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-12 · Claude search · missing repeats 1, 2, 3
  • open_discovery-12 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-13 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-13 · Claude search · missing repeats 1, 2, 3
  • open_discovery-13 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-14 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-14 · Claude search · missing repeats 1, 2, 3
  • open_discovery-14 · Gemini search · missing repeats 1, 2, 3
  • open_discovery-15 · ChatGPT search · missing repeats 1, 2, 3
  • open_discovery-15 · Claude search · missing repeats 1, 2, 3
  • open_discovery-15 · Gemini search · missing repeats 1, 2, 3
  • comparison-11 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-11 · Claude search · missing repeats 1, 2, 3
  • comparison-11 · Gemini search · missing repeats 1, 2, 3
  • comparison-12 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-12 · Claude search · missing repeats 1, 2, 3
  • comparison-12 · Gemini search · missing repeats 1, 2, 3
  • comparison-13 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-13 · Claude search · missing repeats 1, 2, 3
  • comparison-13 · Gemini search · missing repeats 1, 2, 3
  • comparison-14 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-14 · Claude search · missing repeats 1, 2, 3
  • comparison-14 · Gemini search · missing repeats 1, 2, 3
  • comparison-15 · ChatGPT search · missing repeats 1, 2, 3
  • comparison-15 · Claude search · missing repeats 1, 2, 3
  • comparison-15 · Gemini search · missing repeats 1, 2, 3
  • opinions-11 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-11 · Claude search · missing repeats 1, 2, 3
  • opinions-11 · Gemini search · missing repeats 1, 2, 3
  • opinions-12 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-12 · Claude search · missing repeats 1, 2, 3
  • opinions-12 · Gemini search · missing repeats 1, 2, 3
  • opinions-13 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-13 · Claude search · missing repeats 1, 2, 3
  • opinions-13 · Gemini search · missing repeats 1, 2, 3
  • opinions-14 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-14 · Claude search · missing repeats 1, 2, 3
  • opinions-14 · Gemini search · missing repeats 1, 2, 3
  • opinions-15 · ChatGPT search · missing repeats 1, 2, 3
  • opinions-15 · Claude search · missing repeats 1, 2, 3
  • opinions-15 · Gemini search · missing repeats 1, 2, 3

Interpret the evidence

Citation order is not a universal preference score. Order comparisons require joint citations and manual comparability review. Missing answers and unreviewed accuracy are unknown. Search, user-supplied Trippy and connected MCP evidence are separate.

Price and refund accuracy need manual verification against dated source material. Unsupported seat claims and abstention are separately reviewed annotations; unknown reviews remain unknown. Source dates describe cited evidence, not confirmed live availability. Reported costs cover only observations with a recorded amount. Raw answers, account details and private conversation links are never published in this summary.