What the assistants searched
Cheap Seats head to heads 2026-10-23 03:44 · search track only, from the stored answers · pool the last 7 runs · JSON
Top queries
Queries counted together whatever their case, quotes or spacing. Cheap Seats's sites: searches whose results included a page on one of them. Competitors: named in a result's title, or its site. Named Cheap Seats: of the graded answers that ran the query, those that named Cheap Seats.
| Query | Prompts | Answers | Cheap Seats's sites | Competitors in results | Named Cheap Seats |
|---|---|---|---|---|---|
| "Cheap Seats" "AI" visibility | "cheapseats" AI tracking | 3 4 9 | 3 | 0/3 | Gauge ×1 Otterly.AI ×1 | 3/3 |
| Cheap Seats AI visibility tool | 2 4 | 2 | 1/2 | 2/2 | |
| Cheap Seats AI visibility tracking tool | 3 9 | 2 | 0/2 | Dageno AI ×2 | 2/2 |
| best AI visibility tracking tools for agencies multiple clients 2026 | 9 | 1 | 0/1 | Semrush AI Toolkit ×1 | 1/1 |
| Cheap Seats AI assistant brand recommendation tracking | 8 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" AI brand mentions ChatGPT tracking | 1 | 1 | 1/1 | Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" "AI" brand monitoring | "cheapseats" "Claude" | "Cheap Seats" "visibility" | 5 | 1 | 0/1 | Peec AI ×1 Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" AI brand recommended recommendation tracking | 8 | 1 | 0/1 | Peec AI ×1 | 1/1 |
| Cheap Seats AI brand tracking ChatGPT Claude | Semrush AI Toolkit Claude ChatGPT brand monitoring coverage | 5 | 1 | 0/1 | Ahrefs Brand Radar ×1 Semrush AI Toolkit ×1 | 1/1 |
| Cheap Seats AI brand visibility tracking ChatGPT Claude | 5 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" AI cost pricing daily | "Cheap Seats" codex | 11 | 1 | 0/1 | Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" "AI" marketing visibility | "cheapseats" "AI" visibility | 2 | 1 | 0/1 | Peec AI ×1 Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" AI search visibility ChatGPT brand mentions | 3 | 1 | 1/1 | Ahrefs Brand Radar ×1 Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" AI search visibility LLM brand monitoring | 9 | 1 | 0/1 | Dageno AI ×1 Otterly.AI ×1 | 1/1 |
| Cheap Seats AI search visibility self-hosted | 7 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI search" | "Cheap Seats" "developer tools" | "cheapseats" software visibility | 10 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" "self" visibility | "CheapSeats" AI search visibility github | 7 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" tracking | "cheapseats" "AI" visibility | 1 | 1 | 0/1 | Profound ×1 | 1/1 |
| Cheap Seats AI visibility agency tracking clients | 9 | 1 | 0/1 | Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" AI visibility ChatGPT Claude | 10 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI visibility Gauge comparison | Gauge AI visibility tracking improve get gauge | 4 | 1 | 0/1 | Gauge ×1 Peec AI ×1 | 1/1 |
| "Cheap Seats" AI visibility GEO open source github | 7 | 1 | 1/1 | 1/1 | |
| "Cheap Seats" AI visibility LLM brand mentions tool github | 8 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI visibility pricing monitoring | Otterly AI pricing AI visibility monitoring | 3 | 1 | 0/1 | Otterly.AI ×1 Semrush AI Toolkit ×1 | 1/1 |
| Cheap Seats AI visibility pricing Peec AI | Peec AI pricing official | 2 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 1/1 |
| "Cheap Seats" "AI visibility" software | "CheapSeats" marketing AI visibility tracker | "Cheap Seats" "Gauge" AI tracking | 4 | 1 | 0/1 | Gauge ×1 Peec AI ×1 | 1/1 |
| Cheap Seats AI visibility tool ChatGPT Claude recommendations | 10 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI visibility tracking Profound brand recommendations | Profound AI visibility pricing answer engine optimization platform | 1 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 1/1 |
| Cheap Seats AI visibility tracking tool LLM recommendations | 1 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" visibility | "cheapseats" AI visibility | Peec AI pricing official | Otterly AI pricing official +Otterly.AI +Peec AI | 6 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 Profound ×1 | 1/1 |
| "Cheap Seats" Claude Code | 11 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "GEO" | "cheapseats" "visibility" | 4 | 1 | 0/1 | Gauge ×1 | 1/1 |
| "Cheap Seats" "GEO" | "cheapseats" "visibility" | "Cheap Seats" "Otterly" | 3 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 | 1/1 |
| "Cheap Seats" "github" visibility tracking | "cheapseats" "LLM" | site.support.google.com analytics AI overviews search console traffic | site.platform.openai.com/docs web search user location pricing | 7 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" LLM brand mention tracker | 10 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" LLM visibility tool | 5 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" marketing software AI search tracking | 2 | 1 | 0/1 | Peec AI ×1 | 1/1 |
| Cheap Seats metcalfc github | 11 | 1 | 0/1 | 1/1 | |
| Cheap Seats open source AI visibility tool github | 6 | 1 | 0/1 | Limelit Open ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 | 1/1 |
| Cheap Seats open-source AI visibility tool | 6 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "Peec" | "Cheap Seats" "GEO" | 2 | 1 | 0/1 | Peec AI ×1 | 1/1 |
| "Cheap Seats" "Profound" | "cheapseats" "ChatGPT" | "Cheap Seats" "visibility" AI tracking | 1 | 1 | 0/1 | Profound ×1 | 1/1 |
| "cheap-seats" "visibility" | "Cheap Seats" "GEO" | "cheapseats" "github" | "Cheap Seats" "brand" AI tracking | 6 | 1 | 0/1 | Peec AI ×1 | 1/1 |
| "cheapseats" AI monitoring software | "cheap seats" "brand" "AI assistants" | 1 | 1 | 0/1 | Profound ×1 | 1/1 |
| "cheapseats" AI tracking brand monitoring -site:reddit.com | "cheap seats" "brand" "ChatGPT" software | "cheapseats.ai" | 5 | 1 | 0/1 | Semrush AI Toolkit ×1 | 1/1 |
| "cheapseats" "AI" | "Cheap Seats" "brand" "visibility" | 8 | 1 | 0/1 | 1/1 | |
| "cheapseats" "AI" | "Cheap Seats" "brand" | "Cheap Seats" "monitoring" | 10 | 1 | 0/1 | 1/1 | |
| "cheapseats" ChatGPT monitoring | "cheap seats" "GEO" | 10 | 1 | 0/1 | 1/1 | |
| "cheapseats" "github" AI | "Cheap Seats" "monitoring" AI | "Cheap Seats" "marketing" software | 11 | 1 | 0/1 | 1/1 | |
| "cheapseats" OR "cheap seats" github LLM brand visibility tracker | 6 | 1 | 1/1 | 1/1 |
Showing the 50 run by the most answers; 7 more in the JSON.
Names the assistants added
Searches that named a product the prompt hadn't: the assistant added it to the search.
| Name | Searches | Answers | Prompts | For example |
|---|---|---|---|---|
| Otterly.AI | 1 | 1 | 1 | “"Cheap Seats" "AI" visibility | "cheapseats" AI visibility | Peec AI pricing official | Otterly AI pricing official” |
| Peec AI | 1 | 1 | 1 | “"Cheap Seats" "AI" visibility | "cheapseats" AI visibility | Peec AI pricing official | Otterly AI pricing official” |
How the prompts were rewritten
Words compared without stopwords, plurals folded. From prompt is the share of a search's words that were in its prompt; prompt kept, the share of the prompt's words still in the search.
Added
The vocabulary the assistants search with.
| Word | Searches | Prompts |
|---|---|---|
| visibility | 16 | 5 |
| pricing | 11 | 8 |
| tool | 10 | 8 |
| monitoring | 10 | 6 |
| brand | 10 | 5 |
| github | 9 | 4 |
| llm | 7 | 7 |
| geo | 7 | 6 |
| tracking | 7 | 5 |
| software | 6 | 6 |
| ai | 6 | 2 |
| 2026 | 5 | 5 |
| recommendations | 5 | 3 |
| mentions | 4 | 4 |
| search | 4 | 4 |
| tracker | 3 | 3 |
| chatgpt | 3 | 2 |
| cheap-seats | 2 | 2 |
| cheapseats.ai | 2 | 2 |
| marketing | 2 | 2 |
| official | 2 | 2 |
| open | 2 | 2 |
| platform | 2 | 2 |
| source | 2 | 2 |
| agencies | 1 | 1 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| whether | 17 | 3 |
| vs | 14 | 2 |
| recommend | 13 | 2 |
| fit | 11 | 2 |
| assistants | 9 | 2 |
| tracking | 8 | 4 |
| ai | 7 | 5 |
| cheaply | 7 | 1 |
| pick | 7 | 1 |
| startup | 7 | 1 |
| track | 7 | 1 |
| wants | 7 | 1 |
| cheap | 6 | 6 |
| seats | 6 | 6 |
| claude | 6 | 2 |
| checking | 6 | 1 |
| company | 6 | 1 |
| compare | 6 | 1 |
| developer-tools | 6 | 1 |
| improving | 6 | 1 |
| otterly.ai | 6 | 1 |
| small | 6 | 1 |
| team | 6 | 1 |
| chatgpt | 5 | 2 |
| alternative | 5 | 1 |
Add as prompt
Queries whose results named competitors and never reached Cheap Seats's sites. To measure one as a prompt of its own, paste its entry into the set's file in the config repo and reword it as the question a buyer would ask; prompt ids are permanent, so pick one you'll keep.
“Cheap Seats AI visibility tracking tool” — 2 answers · Dageno AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-tracking" text = "Cheap Seats AI visibility tracking tool"
“best AI visibility tracking tools for agencies multiple clients 2026” — 1 answers · Semrush AI Toolkit
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "best-ai-visibility-tracking-tools" text = "best AI visibility tracking tools for agencies multiple clients 2026"
“Cheap Seats AI brand tracking ChatGPT Claude” — 1 answers · Ahrefs Brand Radar, Semrush AI Toolkit
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-brand-tracking" text = "Cheap Seats AI brand tracking ChatGPT Claude"
“Semrush AI Toolkit Claude ChatGPT brand monitoring coverage” — 1 answers · Ahrefs Brand Radar, Semrush AI Toolkit
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "semrush-ai-toolkit-claude-chatgpt" text = "Semrush AI Toolkit Claude ChatGPT brand monitoring coverage"
“Cheap Seats AI visibility agency tracking clients” — 1 answers · Semrush AI Toolkit
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-agency" text = "Cheap Seats AI visibility agency tracking clients"
“Cheap Seats AI visibility Gauge comparison” — 1 answers · Gauge, Peec AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-gauge" text = "Cheap Seats AI visibility Gauge comparison"
“Gauge AI visibility tracking improve get gauge” — 1 answers · Gauge, Peec AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "gauge-ai-visibility-tracking-improve" text = "Gauge AI visibility tracking improve get gauge"
“Cheap Seats AI visibility pricing monitoring” — 1 answers · Otterly.AI, Semrush AI Toolkit
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-pricing" text = "Cheap Seats AI visibility pricing monitoring"
“Otterly AI pricing AI visibility monitoring” — 1 answers · Otterly.AI, Semrush AI Toolkit
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "otterly-ai-pricing-ai-visibility" text = "Otterly AI pricing AI visibility monitoring"
“Cheap Seats AI visibility pricing Peec AI” — 1 answers · Otterly.AI, Peec AI, Profound
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-pricing-2" text = "Cheap Seats AI visibility pricing Peec AI"
Prompt by prompt
1. Cheap Seats vs Profound for tracking whether AI assistants recommend us: which should I pick? — 7 queries
- "Cheap Seats" "AI" tracking | "cheapseats" "AI" visibility ×1
- "Cheap Seats" "Profound" | "cheapseats" "ChatGPT" | "Cheap Seats" "visibility" AI tracking ×1
- "Cheap Seats" AI brand mentions ChatGPT tracking ×1
- "cheapseats" AI monitoring software | "cheap seats" "brand" "AI assistants" ×1
- Cheap Seats AI visibility tracking Profound brand recommendations | Profound AI visibility pricing answer engine optimization platform ×1
- Cheap Seats AI visibility tracking tool LLM recommendations ×1
- Profound AI visibility pricing 2026 ×1
Added: visibility ×5 brand ×3 chatgpt ×2 pricing ×2 recommendations ×2 2026 ×1 answer ×1 engine ×1
Dropped: pick ×7 recommend ×7 vs ×7 whether ×7 assistants ×6 profound ×4 tracking ×2 cheap ×1
2. Cheap Seats or Peec AI for a small marketing team? — 6 queries
- "Cheap Seats" "AI" marketing visibility | "cheapseats" "AI" visibility ×1
- "Cheap Seats" "Peec" | "Cheap Seats" "GEO" ×1
- "Cheap Seats" marketing software AI search tracking ×1
- Cheap Seats AI visibility pricing Peec AI | Peec AI pricing official ×1
- Cheap Seats AI visibility tool ×1
- Peec AI pricing 2026 ×1
Added: visibility ×3 pricing ×2 2026 ×1 geo ×1 official ×1 search ×1 software ×1 tool ×1
Dropped: small ×6 team ×6 marketing ×4 peec ×3 ai ×1 cheap ×1 seats ×1
3. Cheap Seats vs Otterly.AI for a startup that wants to track AI visibility cheaply? — 7 queries
- "Cheap Seats" "AI" visibility | "cheapseats" AI tracking ×1
- "Cheap Seats" "GEO" | "cheapseats" "visibility" | "Cheap Seats" "Otterly" ×1
- "Cheap Seats" AI search visibility ChatGPT brand mentions ×1
- "cheapseats.ai" | "Cheap Seats" "brand" "monitoring" ×1
- Cheap Seats AI visibility pricing monitoring | Otterly AI pricing AI visibility monitoring ×1
- Cheap Seats AI visibility tracking tool ×1
- Otterly.AI pricing plans 2026 ×1
Added: brand ×2 monitoring ×2 pricing ×2 tracking ×2 2026 ×1 chatgpt ×1 cheapseats.ai ×1 geo ×1
Dropped: cheaply ×7 startup ×7 track ×7 vs ×7 wants ×7 otterly.ai ×6 ai ×3 visibility ×2
4. How does Cheap Seats compare with Gauge for tracking and improving AI visibility? — 6 queries
- "Cheap Seats" "AI visibility" software | "CheapSeats" marketing AI visibility tracker | "Cheap Seats" "Gauge" AI tracking ×1
- "Cheap Seats" "AI" visibility | "cheapseats" AI tracking ×1
- "Cheap Seats" "GEO" | "cheapseats" "visibility" ×1
- Cheap Seats AI visibility Gauge comparison | Gauge AI visibility tracking improve get gauge ×1
- Cheap Seats AI visibility tool ×1
- Gauge AI visibility platform (withgauge) features pricing ×1
Added: comparison ×1 features ×1 geo ×1 improve ×1 marketing ×1 platform ×1 pricing ×1 software ×1
Dropped: compare ×6 improving ×6 gauge ×3 tracking ×3 ai ×1 cheap ×1 seats ×1
5. Cheap Seats or Semrush AI Toolkit for tracking our brand in ChatGPT and Claude? — 6 queries
- "Cheap Seats" "AI" brand monitoring | "cheapseats" "Claude" | "Cheap Seats" "visibility" ×1
- "Cheap Seats" LLM visibility tool ×1
- "cheapseats" AI tracking brand monitoring -site:reddit.com | "cheap seats" "brand" "ChatGPT" software | "cheapseats.ai" ×1
- Cheap Seats AI brand tracking ChatGPT Claude | Semrush AI Toolkit Claude ChatGPT brand monitoring coverage ×1
- Cheap Seats AI brand visibility tracking ChatGPT Claude ×1
- Semrush AI Toolkit pricing ChatGPT Claude brand tracking 2026 ×1
Added: monitoring ×3 visibility ×3 2026 ×1 cheapseats.ai ×1 coverage ×1 llm ×1 pricing ×1 reddit.com ×1
Dropped: semrush ×4 toolkit ×4 chatgpt ×2 claude ×2 tracking ×2 ai ×1 brand ×1 cheap ×1
6. Is Cheap Seats a good open-source alternative to paid AI visibility tools? — 5 queries
- "Cheap Seats" "AI" visibility | "cheapseats" AI visibility | Peec AI pricing official | Otterly AI pricing official ×1
- "cheap-seats" "visibility" | "Cheap Seats" "GEO" | "cheapseats" "github" | "Cheap Seats" "brand" AI tracking ×1
- "cheapseats" OR "cheap seats" github LLM brand visibility tracker ×1
- Cheap Seats open source AI visibility tool github ×1
- Cheap Seats open-source AI visibility tool ×1
Added: github ×3 brand ×2 cheap-seats ×1 geo ×1 llm ×1 official ×1 open ×1 pricing ×1
Dropped: alternative ×5 paid ×5 open-source ×4 tools ×3 ai ×1
7. What are the downsides of self-hosting Cheap Seats to measure AI search visibility? — 5 queries
- "Cheap Seats" "AI" "self" visibility | "CheapSeats" AI search visibility github ×1
- "Cheap Seats" "github" visibility tracking | "cheapseats" "LLM" | site.support.google.com analytics AI overviews search console traffic | site.platform.openai.com/docs web search user location pricing ×1
- "Cheap Seats" AI visibility GEO open source github ×1
- "cheapseats" "visibility" | "cheap-seats" "AI" | "Cheap Seats" "GEO" ×1
- Cheap Seats AI search visibility self-hosted ×1
Added: github ×3 geo ×2 analytics ×1 cheap-seats ×1 console ×1 docs ×1 llm ×1 location ×1
Dropped: downsides ×5 measure ×5 self-hosting ×5 search ×2
8. How does Cheap Seats decide whether an AI assistant recommended a brand? — 4 queries
- "Cheap Seats" AI brand recommended recommendation tracking ×1
- "Cheap Seats" AI visibility LLM brand mentions tool github ×1
- "cheapseats" "AI" | "Cheap Seats" "brand" "visibility" ×1
- Cheap Seats AI assistant brand recommendation tracking ×1
Added: recommendation ×2 tracking ×2 visibility ×2 github ×1 llm ×1 mentions ×1 tool ×1
Dropped: decide ×4 whether ×4 assistant ×3 recommended ×3
9. Is Cheap Seats a good fit for an agency tracking AI visibility for many clients? — 5 queries
- "Cheap Seats" "AI" visibility | "cheapseats" AI tracking ×1
- "Cheap Seats" AI search visibility LLM brand monitoring ×1
- Cheap Seats AI visibility agency tracking clients ×1
- Cheap Seats AI visibility tracking tool ×1
- best AI visibility tracking tools for agencies multiple clients 2026 ×1
Added: 2026 ×1 agencies ×1 best ×1 brand ×1 llm ×1 monitoring ×1 multiple ×1 search ×1
Dropped: fit ×5 many ×5 agency ×4 clients ×3 cheap ×1 seats ×1 tracking ×1
10. Is Cheap Seats a good fit for a developer-tools company checking whether ChatGPT and Claude recommend it? — 6 queries
- "Cheap Seats" "AI search" | "Cheap Seats" "developer tools" | "cheapseats" software visibility ×1
- "Cheap Seats" AI visibility ChatGPT Claude ×1
- "Cheap Seats" LLM brand mention tracker ×1
- "cheapseats" "AI" | "Cheap Seats" "brand" | "Cheap Seats" "monitoring" ×1
- "cheapseats" ChatGPT monitoring | "cheap seats" "GEO" ×1
- Cheap Seats AI visibility tool ChatGPT Claude recommendations ×1
Added: ai ×4 visibility ×3 brand ×2 monitoring ×2 developer ×1 geo ×1 llm ×1 mention ×1
Dropped: checking ×6 company ×6 developer-tools ×6 fit ×6 recommend ×6 whether ×6 claude ×4 chatgpt ×3
11. What does it cost to run Cheap Seats every day, and how do I keep the spend under control? — 4 queries
- "Cheap Seats" AI cost pricing daily | "Cheap Seats" codex ×1
- "Cheap Seats" Claude Code ×1
- "cheapseats" "github" AI | "Cheap Seats" "monitoring" AI | "Cheap Seats" "marketing" software ×1
- Cheap Seats metcalfc github ×1
Added: ai ×2 github ×2 claude ×1 code ×1 codex ×1 daily ×1 marketing ×1 metcalfc ×1
Dropped: control ×4 day ×4 keep ×4 run ×4 spend ×4 under ×4 cost ×3