Track how ChatGPT mentions and recommends your brand
RankPirate runs your buyer prompts against ChatGPT every week on the API-backed answers we score for GVS™ — not a one-off Temporary Chat paste. Soft trial is ChatGPT-only; paid Starter lets you pick ChatGPT as your one LLM of five, then Growth adds more models.
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First ChatGPT GVS after your first completed run — cancel anytime during the 7-day trial
How ChatGPT builds answers: search on vs search off
ChatGPT does not always answer from the same surface. With web search off, it leans on model knowledge and conversation context. With search on, it can pull live web results and cite sources — so the same buyer prompt can name different brands depending on mode, locale, and what the retrieval layer returns that day.
- ✓Search off: stronger memory/prior bias; fewer fresh citations
- ✓Search on: brands can win or lose based on what ChatGPT retrieves that week
- ✓RankPirate records the answer surface so week-over-week ChatGPT visibility is comparable
| Surface | What changes | Why it matters for brands |
|---|---|---|
| Search off | Prior knowledge + chat context | Stable wording, slower to reflect new pages |
| Search on | Retrieved web snippets + citations | Mentions shift when sources or SERP-like results shift |
What we record per ChatGPT answer
Every scored ChatGPT run stores the signals you need for a Monday report — not a screenshot dump.
- ✓Mention: did ChatGPT name your brand at all?
- ✓Position: early recommendation vs buried in a long list
- ✓Recommendation strength: primary pick vs casual mention
- ✓Sources: which URLs ChatGPT cited when search was on
- ✓Competitors: who else appeared in the same answer
Why a single ChatGPT chat is not a measurement
Temporary Chat and casual browser pastes are not the same as RankPirate’s API-backed ChatGPT runs. Memory, UI mode, plugins, and one lucky phrasing can fake a win. Stability is why we re-run prompts on a weekly cadence instead of trusting a single paste.
- ✓Temporary Chat: ephemeral UI session; easy to cherry-pick
- ✓Logged-in UI chat: memory and prior threads can skew answers
- ✓API / tracked runs: repeatable prompts, logged answers, trendable score
- ✓One great answer barely moves Stability; consistent ChatGPT presence does
Example ChatGPT visibility report
A typical weekly ChatGPT report shows discovery, comparison, and validation prompts side by side: mention rate, recommendation strength, competitor names, and whether search-on answers cited you. Sample framing only — your first completed run produces your own baseline.
| Prompt stage | What you see | Action signal |
|---|---|---|
| Discovery | Did ChatGPT name you unprompted? | Category narrative gap |
| Comparison | Head-to-head vs named rivals | Share-of-voice loss |
| Validation | Would ChatGPT recommend you to buy? | Commercial citation risk |
Reports stay in your workspace so stakeholders can compare ChatGPT weeks without rebuilding a deck.
Plan availability for ChatGPT tracking
ChatGPT coverage depends on plan — and Starter is not “ChatGPT only.” Soft onboarding and the Stripe trial run ChatGPT only. Paid Starter ($59/mo) lets you pick any one of five LLMs (ChatGPT, Gemini, Perplexity, Grok, or Claude). Growth ($189/mo) tracks up to three LLMs plus Google AI Overviews as a separate score.
- ✓Soft trial: ChatGPT only (no card for soft onboarding; then 7-day Stripe trial)
- ✓Starter: pick 1 of 5 LLMs — choose ChatGPT if that is your focus
- ✓Growth: up to 3 LLMs + AI Overviews; keep ChatGPT in the mix
- ✓Agency / Enterprise: more or unlimited LLMs + AI Overviews
GVS™ for ChatGPT, in two lines
We score ChatGPT mentions with Frequency, Strength, and Stability so one lucky Temporary Chat does not fake a win. Full multi-model methodology lives on the AI visibility tracker hub.
Read the GVS™ overview on the hub →FAQ
- Do you test ChatGPT with web search on or off?
- We track ChatGPT answers in a controlled, repeatable setup and record whether retrieval/search-style sourcing appears in the response. Search-on and search-off surfaces can disagree — that difference is part of why weekly logging beats a single paste.
- Why doesn’t a Temporary Chat count as tracking?
- Temporary Chat is an ephemeral UI session. It is easy to cherry-pick, hard to reproduce, and not what RankPirate stores for GVS™. We score API-backed ChatGPT runs against fixed prompt sets so weeks are comparable.
- Is Starter ChatGPT-only?
- No. Soft trial is ChatGPT-only. Paid Starter lets you pick any one of five LLMs — ChatGPT, Gemini, Perplexity, Grok, or Claude. Choose ChatGPT on Starter if that is the engine you care about first.
- Can I expand beyond ChatGPT later?
- Yes. Growth adds up to three LLMs plus Google AI Overviews (separate from GVS™) in the same workspace, so you keep ChatGPT history when you widen coverage.
- How often do you re-check ChatGPT?
- Weekly by default. Starter and Growth do not include daily ChatGPT tracking — we do not promise “daily” visibility.
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Start Growth trialHonest ChatGPT limits: soft trial is ChatGPT-only; paid Starter is any one of five LLMs. Temporary Chat pastes are not RankPirate measurements. We do not claim daily ChatGPT tracking, “#1” rankings, or guaranteed mentions.