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

Brands/MTN
Brand citation report · telecom · 2026-Q3

MTN in AI search.

Pan-African mobile network operator headquartered in Johannesburg, serving over 280 million subscribers across 19 markets in Africa and the Middle East.

Industry network

Brands AI groups MTN with.

Each peer is a telecom brand that surfaces in roughly the same AI search queries as MTN. Edge density reflects how often AI engines mention them in the same response.

VodacomCell CTelkomAfrihostRainMTN
Last updated 2026-05-20Quarter 2026-Q3Citations measured 304Schema Dataset + Organization + FAQPageIndustry baseline -10.3
−17.8
Net narrative control
Industry avg -10.3
0.0%
Own-domain citations
Industry avg 0.0%
17.8%
Complaint-site citations
Industry avg 10.3%
304
Total citations measured
Across 3 LLMs · 2026-Q3

The observation.

Across 304 AI search citations measured this quarter, complaint sites surfaced 17.8% of the time when LLMs were asked about MTN; the brand's own domain surfaced 0.0%. Net narrative control sits at −17.8, vs an industry baseline of -10.3.

Citation share · 2026-Q3
Own 0.0%
Editorial 70.7%
Complaint 17.8%
Other

Where AI is looking.

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

Complaint sources
  • trustpilot.com54
Editorial sources
  • businesstech.co.za102
  • mybroadband.co.za69
  • citizen.co.za44

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
0.1%
Complaint
18.3%
Gap +18.2 pts toward complaints
Claude Sonnet 4.5
Own
0.0%
Complaint
17.3%
Gap +17.3 pts toward complaints
Gemini 2.5 Pro
Own
0.0%
Complaint
17.8%
Gap +17.8 pts toward complaints

Competitive context.

MTN measured against the other telecom 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 MTN complaints.

+4.0 pts projected
Action 02

BusinessTech contributor pitch on fibre rollout and 5G coverage expansion across South Africa.

+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 MTN come from?+

Each quarter we run 304+ AI search queries about MTN 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 MTN?+

No. Cited Brands (Pty) Ltd is an independent research and SaaS company. We have no commercial relationship with MTN 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

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