How South African telecom brands can take advantage of AI search
Local tech press dominates but Trustpilot still holds significant share.
SA-AEO-Bench v1.2 — pre-registered on OSF before data collection. 19,020 successful AI responses across GPT-5, Claude Sonnet 4.5 and Gemini 2.5 Pro. 232,254 cited URLs classified against a published source taxonomy. 100 South African brands, 12 industries. Re-run quarterly. Methodology and analysis code public at osf.io/w4az2.
This page is one industry’s view of that dataset. The per-brand cut is in the Scorecard, the full per-industry tables in the Q2 Index Report.
The pattern.
When the question is about a SA mobile network, AI looks at MyBroadband first. TechCentral and BusinessTech come next. WhichVoIP carries the fibre and VoIP layer. That is the pool. A brand on MyBroadband network rankings gets named by AI. A brand absent from them does not. The maths is unforgiving and very SA-specific, which means you can actually do something about it.
The duopoly-versus-challenger split decides the rest. Vodacom and MTN show up by reflex on "best mobile network in South Africa" across all four engines. Cell C and Telkom land as the standard second tier — present, but framed as the value-or-recovery option. Rain shows up unevenly, strong on data-only and 5G, weak on traditional voice intent. Afrihost and Webafrica own the fibre-and-broadband question separately, with very little crossover into the mobile-network answer. Same category, different answer sets.
Hellopeter shapes telecom answers heavily on billing and porting. Gemini reads it. ChatGPT and Claude largely do not. The gap between engines is wider in telecom than in most categories because billing and porting complaints anchor for years — a 2024 porting dispute can still shape what Gemini says about a brand today. A brand that won on MyBroadband two years ago and ignored its Hellopeter footprint may be losing the Google AI Overviews answer right now without anyone in the marketing team noticing. The per-engine spread is in the SA AI Visibility Index Report. The picture for your brand is in the free Scorecard.
Where AI gets its info.
Three to five SA sites carry most of the weight in telecom. The names matter. The counts are reserved for the Index Report.
MyBroadband is the SA telecom reference. When you ask any of the four engines about a SA network, it turns up. Inclusion in a MyBroadband network ranking compounds across all four engines, and being absent from one is almost impossible to compensate for through any other channel.
TechCentral carries the senior commentary — spectrum, regulator, corporate strategy, infrastructure. AI reaches for TechCentral when the question is about a brand's direction rather than its plan prices. A network quoted in TechCentral commentary anchors more confidently in Claude than one quoted anywhere else.
BusinessTech feeds the engines on consumer-facing telecom stories — price changes, package launches, contract conditions. It is the cross-industry SA news authority, and a network that turns up in a BusinessTech roundup lifts on consumer-trust queries across every engine.
The Q2 Index Report names every SA domain we measured for telecom — the full source taxonomy classified by role (default authority, freshness layer, complaint signal, long-tail specialist) with per-engine citation share for each one. The long-tail is where the cheap wins live. Download the Q2 Index →
For the source map specific to your brand — which domains currently shape AI’s answer about you — run the free Scorecard.
How the engines differ.
Each AI reaches for telecom sources differently. One strategy almost never works across all four. The per-engine picture for your brand is in the Scorecard.
ChatGPT defaults to Vodacom and MTN on most mobile-network queries. Cell C and Telkom land as the second tier. It hedges on Rain and the smaller MVNOs unless explicitly prompted. Best engine for "biggest network" intent. Worst engine for "best data deal right now". Discounts Hellopeter almost entirely.
Claude leans on TechCentral and MyBroadband commentary harder than the other engines. It is the most likely engine to flag spectrum-allocation impact, tower-uptime context or recent regulator action in the same answer it recommends a network. Best for brand-positioning questions. Weakest for "cheapest data" intent.
Gemini pulls Hellopeter, Reddit and MyBroadband forum threads the other engines ignore. It names Rain and the smaller players more confidently on data-only queries. The most dangerous engine for a network with active billing-complaint volume, and the engine that powers Google AI Overviews — which is what most SA telecom consumers actually encounter.
Recent package launches, price drops, 5G rollout milestones — Perplexity catches them first. A network that fed the SA tech press in the last fortnight reads as the current authority. A network that has gone quiet drops out fastest, especially on "best data deal right now".
Two ways telecom brands play this.
Brands in this category split into two camps. Which camp you are in tells you what AI-visibility risks you actually carry.
The duopoly
Vodacom and MTN. The two networks AI engines treat as the safe answer on almost every mobile question. Hard to dislodge, expensive to copy — they built their AI visibility through decades of tower-coverage dominance and unbroken tech-press editorial. The risk is not competition. It is a single high-profile outage or billing-system failure that hits Gemini through Hellopeter and shifts consideration faster than the network's normal communications cadence can catch up. Big networks pay for their visibility in big news cycles.
The specialists
Rain on data-only and 5G. Afrihost and Webafrica on fibre and home broadband. The smaller MVNOs on price-led mobile. These brands trained the engines to associate them with a specific use-case rather than network leadership in general. They win on Gemini and Perplexity, where freshness and use-case signal matter more, and lose on ChatGPT, where the duopoly is the default. The risk is silence: a specialist that stops generating fresh tech-press coverage loses its anchor and falls back into general-question invisibility quickly.
What changed this quarter.
Questions to take to your next meeting.
Each one is specific. Each one is answerable. We answer them for your brand in the Scorecard and for the category in the Q2 Index Report.
- 01When ChatGPT recommends "best mobile network in South Africa", is your brand in the answer or in the qualifying paragraph nobody reads?
- 02On use-case queries — best for data, best for streaming, best for 5G, best for business lines — which network anchors each one, and is yours one of them?
- 03Which Hellopeter porting or billing thread is currently moving Gemini's answer about your brand? Have you ever read it?
- 04For your closest specialist competitor — Rain, Afrihost, Webafrica — which engine treats them most generously, and what coverage explains the lift?
The Q2 Index Report includes the full diagnostic question set for telecom — every meeting-ready question with the answer cross-referenced to the per-engine measurement. Plus the SA brands currently ahead, behind, or improving fastest on each one. Download the Q2 Index →
For the answer specific to your brand — where you sit on each question, on each engine — run the free Scorecard.
What to do about it.
Three categories of move lift telecom AI visibility. Which specific tactic is right for your brand depends on where you stand today — that conversation lives in the 30-minute walkthrough.
Audit your placement on the five SA telecom sites.
MyBroadband, TechCentral, BusinessTech, WhichVoIP and Hellopeter are the five defaults. A brand on the first four and quiet on the fifth reads very differently to AI than one with active porting-complaint volume. The Scorecard names where you currently show up and which placements have decayed since last quarter.
Watch the Gemini-only signals you cannot see.
Hellopeter and the MyBroadband forums shape what Gemini says about your network — and through Gemini, what Google AI Overviews say to most SA shoppers. ChatGPT and Claude are blind to this layer. The Q2 Index Report quantifies the gap. The Scorecard names the specific threads currently moving Gemini's answer about you.
Re-check what AI thinks your packages actually are.
AI engines confuse data bundles, contract terms and product names in telecom more often than in most consumer sectors. Wrong product, wrong recommendation. The brand-specific confusions for your network are in the Scorecard, with the consideration impact of each one.
Brands measured in telecom.
Brand-level scorecards for each of these brands. Per-brand visibility figures are in the Index Report; the brand-specific scorecard is one click away.
Common questions,
answered straight.
Why do Vodacom and MTN dominate ChatGPT answers about SA mobile networks?+
ChatGPT leans on a body of SA tech journalism that has anchored on the two largest networks for over a decade. It defaults conservatively to the brands with the longest cited history of network-quality measurement and the deepest editorial archive. Gemini, which weights freshness and forum signal more heavily, behaves differently — it elevates Rain and the data specialists more readily on use-case queries. The full per-engine breakdown is in the Q2 SA AI Visibility Index Report.
Do AI engines still echo the load-shedding-recovery narrative?+
Yes — particularly in Claude and Gemini. The 2022 to 2024 outage cycle trained the engines to associate certain brands with tower-uptime and battery-backup investment, and that association still shows up on reliability queries even as the grid has stabilised. Networks that captured the narrative anchor stronger on "most reliable network" intent today. Networks that did not are still working to dislodge the framing. The brand-specific load-shedding residue is in the Scorecard.
How much does Hellopeter actually move AI answers about my telecom brand?+
In Gemini, materially. In ChatGPT and Claude, almost not at all. Telecom Hellopeter signal anchors for longer than in most sectors because billing and porting disputes carry strong narrative weight — a thread from a year ago can still shape Gemini's answer today. The exact Hellopeter sensitivity for your network, including which threads currently anchor Gemini's framing, is in the Scorecard.
How fast does AI-visibility data go stale in telecom?+
Perplexity drops package and price coverage within roughly two months of a quiet press cycle. Gemini decays next. ChatGPT and Claude hold longer. The full per-engine decay-half-life is in the Q2 Index Report. The freshness state for your specific network is in the Scorecard.
Where do you get this data?+
We run roughly four to six thousand structured prompts per quarter across ChatGPT, Claude, Gemini and Perplexity. Five replications per prompt. Latin-square order-reversal to control for position bias. Methodology pre-registered on OSF. See the full methodology for details.
Keep going.
Best mobile networks in South Africa, AI-ranked
How the engines actually rank SA networks — and where they disagree.
How SA telcos defend brand in AI search
The categories of move that protect telecom visibility — without giving away the playbook.
Methodology — SA AEO Bench
Pre-registered measurement design and source taxonomy.
Telecom is the category.
You are the question.
The free Scorecard runs the same telecom measurement against your specific brand. You get the per-engine gap, the SA sites currently shaping your AI answer, and the three moves that matter most for you.
- Dataset: sa-aeo-bench-v1
- Snapshot: 2026-05-19 · 17 days old · budget 270 days
- Pre-registration: osf.io/w4az2
- 14,826 responses · 188,877 citations · 100 brands · 10 industries
- POPIA-compliant · Information Officer registered
- Data residency: SA + EU only
- Methodology: pre-registered before data collection · audit trail per record
- Models measured: OpenAI GPT-5 · Anthropic Claude Sonnet 4.5 · Google Gemini 2.5 Pro