Auto & General in AI search.
South African short-term insurer tracked in the SA-AEO-Bench citation pilot.
Brands AI groups Auto & General with.
Each peer is a short term-insurance brand that surfaces in roughly the same AI search queries as Auto & General. Edge density reflects how often AI engines mention them in the same response.
The observation.
Across 51 AI search citations measured this quarter, complaint sites surfaced 29.4% of the time when LLMs were asked about Auto & General; the brand's own domain surfaced 0.0%. Net narrative control sits at −29.4, vs an industry baseline of -21.8.
Where AI is looking.
The cited domains, grouped by category. Where a single source over-indexes, it disproportionately shapes how AI engines describe Auto & General to users.
- hellopeter.com15
- insuranceza.co.za8
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.
Competitive context.
Auto & General measured against the other short term-insurance brands in our quarterly index. Click through for each brand's full report.
Dialdirect
Budget Insurance
OUTsurance
Auto & General
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.
HelloPeter sub-1h response SLA on top 12 open Auto & General complaints.
BusinessTech contributor pitch positioning Auto & General as a category authority.
Wikipedia 2026 leadership refresh + Wikidata Q-ID enrichment.
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 Auto & General come from?+
Each quarter we run 51+ AI search queries about Auto & General 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 Auto & General?+
No. Cited Brands (Pty) Ltd is an independent research and SaaS company. We have no commercial relationship with Auto & General 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.
Other short term-insurance brands.
Request a correction.
We review every correction within 5 business days. Larger disputes: legal@citedbrands.co.za.
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.