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THE CANDIDATE

Citability score · U.S. Representative

How citable is Alexandria Ocasio-Cortez?

Solid citability

Solid citability (76.3/100). This profile is citable but has clear room to strengthen. Citability measures how likely an LLM is to cite this profile when a voter asks about the office holder.

Measured:
Dataset version:
1.20260603
Empirical component:
measured

Why this score

The composite is a weighted blend of the three deterministic heuristics: content depth (43%), structured data (36%), and source freshness (21%). The measured citation rate is published as evidence but is not currently weighted into the composite — recent measurement cycles found a 0% corpus-wide cite-rate, so weighting it only penalized the sampled profiles. The bench cadence continues unchanged; the weight re-arms for operator review on the first nonzero cycle.

  • Content depth (75%)

    75%

    Deep, sourced pages earn citations; thin pages do not. narrative 1019/800w · sources 3/3 · 0/4 claim sections.

  • Structured data (64%)

    64%

    Machine-readable JSON-LD lets an LLM extract verified facts. 7/11 JSON-LD-enriching fields populated.

  • Source freshness (100%)

    100%

    Recently re-verified provenance reads as trustworthy. median source age 57d (fresh ≤ 90d, stale ≥ 730d).

  • Measured citation rate (0%)

    0%

    0% citation rate across 4 panel trial(s), measured 2026-07-29. The measured citation rate is published as evidence but is not currently weighted into the composite — recent measurement cycles found a 0% corpus-wide cite-rate, so weighting it only penalized the sampled profiles. The bench cadence continues unchanged; the weight re-arms for operator review on the first nonzero cycle.

    This trial protocol asks a fixed panel of models profile questions and records whether each answer cites this page’s canonical URL; the 0% result stays visible as evidence, while its composite weight is retired unless a future cycle returns a nonzero rate — see our methodology.

Profile health

Which signals are at the floor and which are gaps, measured against our content-depth and structured-data floors.

  • GapContent depth vs floors — narrative 1019/800w · sources 3/3 · 0/4 claim sections
  • GapStructured data (JSON-LD population) — 7/11 JSON-LD-enriching fields populated
  • OKSource freshness — median source age 57d (fresh ≤ 90d, stale ≥ 730d)
  • OKMeasured citation rate — 0% citation rate across 4 panel trial(s), measured 2026-07-29

How to raise this score

  1. Add election results so the page carries attributable electoral claims.
  2. Add sourced key policy positions.
  3. Add significant legislation with sources.

Represent Alexandria Ocasio-Cortez or this campaign?

The citability score above is free, organic, and never gated. Paying for an enhancement can never raise or lower this score. Optional enhancements add separately labeled, operator-reviewed campaign content or measurement reports; they do not change independent facts, rank, placement, or baseline coverage. Sign in, choose a tier, and check out to request review. Payment never buys a “verified” fact label.

Request a profile enhancementSee the tiers & pricing

Citability over time

Across 6 bench runs (2026-06-07 → 2026-07-29), this profile's composite held flat 0 points (53.4 → 53.4).

Its measured citation rate held flat 0 points (0% → 0%) across the model panel.

Alexandria Ocasio-Cortez citability measurements over time
Run dateCompositeCite rateTrials
53.40%6
53.40%5
53.40%5
53.40%5
53.40%5
53.40%4

See the corpus-wide citability trend for how every scored profile is trending together.

About this score

Citability measures how likely an LLM is to cite this profile when a voter asks about the office holder. It is computed offline from the published profile — no live model call is made when this page loads. Read the full Alexandria Ocasio-Cortez profile or our sourcing methodology.

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