Independent researchObservations of publicly-cited AI search content for Naked as of 2026-05-20. Not affiliated with Naked.

Brands/Naked
Brand citation report · short term-insurance · 2026-Q3

Naked in AI search.

South African short-term insurer tracked in the SA-AEO-Bench citation pilot.

Industry network

Brands AI groups Naked with.

Each peer is a short term-insurance brand that surfaces in roughly the same AI search queries as Naked. Edge density reflects how often AI engines mention them in the same response.

DialdirectBudget InsuranceOUTsuranceAuto & GeneralNaked
Last updated 2026-05-20Quarter 2026-Q3Citations measured 167Schema Dataset + Organization + FAQPageIndustry baseline -21.8
−7.7
Net narrative control
Industry avg -21.8
21.0%
Own-domain citations
Industry avg 6.2%
28.7%
Complaint-site citations
Industry avg 27.9%
167
Total citations measured
Across 3 LLMs · 2026-Q3

The observation.

Across 167 AI search citations measured this quarter, complaint sites surfaced 28.7% of the time when LLMs were asked about Naked; the brand's own domain surfaced 21.0%. Net narrative control sits at −7.7, vs an industry baseline of -21.8.

Citation share · 2026-Q3
Own 21.0%
Editorial 9.0%
Complaint 28.7%
Other

Where AI is looking.

The cited domains, grouped by category. Where a single source over-indexes, it disproportionately shapes how AI engines describe Naked to users.

Complaint sources
  • hellopeter.com48
Editorial sources
  • rateweb.co.za15

How the engines differ.

Each LLM retrieves and ranks sources differently. A remediation that lifts visibility in one model may produce no measurable change in another.

GPT-5
Own
21.1%
Complaint
29.2%
Gap +8.1 pts toward complaints
Claude Sonnet 4.5
Own
0.0%
Complaint
0.0%
Gap 0.0 pts toward complaints
Gemini 2.5 Pro
Own
0.0%
Complaint
0.0%
Gap 0.0 pts toward complaints

Competitive context.

Naked measured against the other short term-insurance brands in our quarterly index. Click through for each brand's full report.

What we’d do.

Three remediation actions ranked by projected lift to net narrative control. Projections from our remediation model, not commitments — actual lift depends on execution quality.

Action 01

HelloPeter sub-1h response SLA on top 12 open Naked complaints.

+4.0 pts projected
Action 02

BusinessTech contributor pitch positioning Naked as a category authority.

+2.0 pts projected
Action 03

Wikipedia 2026 leadership refresh + Wikidata Q-ID enrichment.

+1.5 pts projected
About this measurement

Common questions,
answered straight.

How is "net narrative control" calculated?+

Net narrative control = own-domain citation share minus complaint-site citation share, expressed as percentage points. Range is −100 to +100. It describes the citation pattern observed for a brand across measured AI search queries; it is not a judgement of the brand itself.

Where does the data for Naked come from?+

Each quarter we run 167+ AI search queries about Naked across ChatGPT, Claude, and Gemini. The citations the engines return are extracted, deduplicated, and categorised against a published source taxonomy. The full methodology is at /methodology.

How do I dispute or correct a number on this page?+

Use the "Request a correction" form in section §6 (or email legal@citedbrands.co.za for larger disputes). We review every correction within 5 business days and publish updates alongside the original record.

Is Cited Brands affiliated with Naked?+

No. Cited Brands (Pty) Ltd is an independent research and SaaS company. We have no commercial relationship with Naked unless explicitly stated. Trademark and brand names are used here for purposes of comment, criticism, research, and reporting in line with section 12 of the SA Copyright Act 98 of 1978 and nominative trademark fair use.

Spotted an issue?

Request a correction.

We review every correction within 5 business days. Larger disputes: legal@citedbrands.co.za.

Take the narrative back

See your own brand's scorecard, then
ship the playbook to change it.

The Cited Brands platform runs this measurement for your brand every week, then executes the recommended remediation actions for you.