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THE CANDIDATE

Citability score · U.S. Representative

How citable is Alexandria Ocasio-Cortez?

Developing citability

Developing citability (53.4/100). This profile has gaps that make an LLM more likely to cite a competitor. 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 four components: content depth (30%), structured data (25%), source freshness (15%), and measured citation rate (30%). When the empirical component has not been measured yet, the score renormalizes over the three deterministic heuristics.

  • 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 39d (fresh ≤ 90d, stale ≥ 730d).

  • Measured citation rate (0%)

    0%

    0% citation rate across 5 panel trial(s).

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 39d (fresh ≤ 90d, stale ≥ 730d)
  • OKMeasured citation rate — 0% citation rate across 5 panel trial(s)

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. If you want to strengthen this profile’s sourced facts, structured data, and provenance, you can request an enhancement review — sign in, choose a tier, and check out. Every change is operator-reviewed before it publishes, disclosed as campaign-supplied content. Payment never buys a “verified” fact label.

Request a profile enhancementSee the tiers & pricing

Citability over time

Across 5 bench runs (2026-06-07 → 2026-07-11), 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

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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