LLMrefs ↗
LLMrefs · lower-cost multi-engine starter workflow · broader named platform coverage
A ChatGPT-focused AI visibility index with weekly recommendations and citation insights
Public methodology states prompt design, scan cadence, rolling window, and regional boundaries.
Source review: · Public-source research, not a hands-on test
Lean marketing teams needing a ChatGPT visibility baseline.
Sampled ChatGPT visibility is not universal market share, multi-engine coverage, or causal ROI evidence.
01 / Editorial assessment
Am I On AI is a reasonable entry point when the question is specifically whether a brand appears in ChatGPT and which domains shape those answers. Its public methodology names curated prompt ranges, weekly scans, a rolling 30-day window, US/English emphasis, and the current single-model boundary. The tradeoff is coverage and commercial certainty: Claude, Gemini, and Perplexity are described as future expansion, while the official pricing page checked here exposes package names and a trial but not readable numeric prices. Independent product-specific context is directional rather than a controlled validation, so treat the index as a focused baseline, not universal AI visibility or proof of GEO outcomes.
02 / Scope, not promises
ChatGPT only according to the public methodology; Claude, Gemini, and Perplexity are future expansion.
Archived research · Official methodology checked 2026-10-16Research excerpt · Model and region coverageCategories scanned every 7 days; metrics use a rolling 30-day window.
Archived research · Official methodology checked 2026-10-16Research excerpt · How the workflow works100–200 curated prompts per category across discovery, use-case, and problem-solving intents.
Archived research · Official methodology checked 2026-10-16Research excerpt · Curated prompt setsPrimary collection is United States with English (US) language settings; international expansion is planned.
Archived research · Official methodology checked 2026-10-16Research excerpt · Model and region coverageThe methodology defines mention frequency, visibility percentage, citation frequency, citation impact, and domain classification. Several richer metrics are marked coming soon or planned.
Categories use 100–200 curated prompts and weekly scans summarized over a rolling 30-day window. This creates a directional baseline, not a census of customer questions.
The homepage presents personalized action items based on account ChatGPT response data. Public evidence does not prove that following them improves citations or revenue.
The current methodology says ChatGPT is the single model focus and US/English collection is primary. Do not infer coverage of Claude, Gemini, Perplexity, or other regions.
03 / Commercial boundaries
Terms below reflect the 2026-10-16 source review, not a new live quote. Confirm currency, billing term, tax and required scope with the provider.
Official page advertises Pro, Prism, and GEO Council plus a 7-day trial; Rankability reports approximately $99–$100/month single-brand and ~$250/month multi-brand.
Archived research · Research dated 2026-10-16; official numeric price matrix requires confirmationResearch excerpt · Pricing and limitsThe official pricing page checked 2026-10-16 shows Pro, Prism, and GEO Council packages and a 7-day free trial, but the extracted page did not expose numeric prices or full allowances. Rankability reports approximately $99–$100/month for single-brand access and about $250/month for multi-brand access; verify current checkout, brands, prompt limits, service scope, and cancellation terms directly.
04 / The tradeoffs
Sampled ChatGPT visibility is not universal market share, multi-engine coverage, or causal ROI evidence.
05 / Choose by the job
Editorial fit comparisons—not performance rankings or claims that one option always wins.
LLMrefs · lower-cost multi-engine starter workflow · broader named platform coverage
Rankshift · recurring AI visibility monitoring and action reporting · different workflow and pricing
Peec AI · broader AI-search analytics and agency reporting · more platform depth
06 / What we can substantiate
Independent evidence is directional rather than a product-quality score. Rankability provides a competitor-authored product profile with approximate pricing and a snapshot-oriented positioning; Zapier provides broader category research and says it evaluated many tools, but does not expose a controlled Am I On AI result. No checked independent source validates mention recall, citation precision, repeatability, or business outcomes.
AICiteKit assessment: public-source research, not a hands-on product test. Official materials establish stated scope; reviews are dated and may concern the broader platform. Neither establishes guaranteed citations, traffic or revenue.
| Source | Evidence type | Checked |
|---|---|---|
| Am I On AI official homepage ↗ | Official product page | |
| Am I On AI pricing ↗ | Official pricing page; numeric prices not exposed in extraction | |
| AI Visibility Index methodology ↗ | Official methodology page | |
| Rankability Am I On AI profile ↗ | Independent competitor-authored product profile; directional pricing | |
| Zapier AI visibility tools guide ↗ | Independent category research and testing guide; not product validation | |
| CitedIndex Am I On AI listing ↗ | Directory discovery source; not quality evidence |
Preserved from the published research. Dates, review counts and product-scope qualifications below have not been refreshed by this layout migration.
| Source | Public signal | What it supports | Confidence |
|---|---|---|---|
| Official homepage | ChatGPT visibility dashboard, weekly action items, source comparison | Vendor-stated workflow | High for stated behavior; not independent |
| Official methodology | 100–200 prompts/category, weekly scans, rolling 30-day window, US/English focus, ChatGPT-only current coverage | Methodology and boundaries | High for stated methodology; vendor-authored |
| Rankability profile | Snapshot positioning and approximate price context | Independent directional context | Medium-low; competitor-authored |
| Zapier guide | Category research and testing criteria; Am I On AI considered but not selected | Independent category context | Medium; not product validation |
No checked source proves citation precision, recall, repeatability, multi-engine coverage, international validity, traffic, conversions, or revenue lift.
Layout migration: October 4, 2026. The original MDX research is retained in the repository; this reorganization does not refresh its factual verification dates.