What the assistants searched
Cheap Seats head to heads 2026-10-23 05:44 · 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 tracking tool | 3 9 | 2 | 0/2 | Dageno AI ×1 | 2/2 |
| Cheap Seats AI assistant brand recommendation tracking | 8 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" AI brand mentions ChatGPT tracking | 1 | 1 | 0/1 | Otterly.AI ×1 | 1/1 |
| Cheap Seats AI brand recommendation how decides recommended brand | 8 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI brand tracking ChatGPT Claude | Semrush AI Toolkit Claude ChatGPT brand visibility tracking | 5 | 1 | 0/1 | Ahrefs Brand Radar ×1 Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" "AI" brand tracking | "cheapseats" "visibility" | site.tryprofound.com pricing | 1 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 1/1 |
| Cheap Seats AI brand visibility tracking ChatGPT Claude | 5 | 1 | 1/1 | 1/1 | |
| "Cheap Seats" "AI" brand | "cheapseats" "recommendation" AI | 8 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" marketing visibility | "cheapseats" "AI" visibility | "Cheap Seats" "Peec" | 2 | 1 | 0/1 | Peec AI ×1 Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" AI monitoring software | "cheapseats.ai" | "Cheap Seats" answer engines | 1 | 1 | 0/1 | Peec AI ×1 Profound ×1 | 1/1 |
| "Cheap Seats" "AI" "monitoring" | "cheapseats.ai" | 5 | 1 | 0/1 | Peec AI ×1 Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" AI pricing daily cost | 11 | 1 | 0/1 | Semrush AI Toolkit ×1 | 0/1 |
| "Cheap Seats" AI search visibility agency LLM brand monitoring | 9 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" AI search visibility GEO brand tracking | 4 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" AI search visibility LLM brand tracking | 2 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" AI search visibility open source self-hosted | 7 | 1 | 0/1 | Semrush AI Toolkit ×1 | 1/1 |
| Cheap Seats AI search visibility pricing marketing | Peec AI pricing features small marketing team | 2 | 1 | 0/1 | Peec AI ×1 | 1/1 |
| "Cheap Seats" "AI search" | "cheapseats" "brand" AI tracking | 4 | 1 | 0/1 | Gauge ×1 | 1/1 |
| "Cheap Seats" "AI" "self-host" visibility | "Cheap Seats" AI search visibility github | 7 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI visibility agency multiple clients | 9 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" AI visibility brand mentions ChatGPT tool methodology | 8 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI visibility ChatGPT Claude developer tools | 10 | 1 | 0/1 | Semrush AI Toolkit ×1 | 1/1 |
| Cheap Seats AI visibility ChatGPT Claude recommendations tool | 10 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" visibility marketing | "cheapseats" "visibility" | 4 | 1 | 0/1 | Gauge ×1 Peec AI ×1 | 1/1 |
| "Cheap Seats" "AI visibility" open source | 6 | 1 | 0/1 | Ahrefs Brand Radar ×1 Peec AI ×1 | 1/1 |
| Cheap Seats AI visibility tool | 4 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI visibility tool pricing | 2 | 1 | 0/1 | 1/1 | |
| Cheap Seats AI visibility tracking Gauge comparison | Gauge AI visibility platform features | 4 | 1 | 0/1 | Ahrefs Brand Radar ×1 Gauge ×1 Otterly.AI ×1 Peec AI ×1 | 1/1 |
| Cheap Seats AI visibility tracking pricing | Otterly AI pricing AI visibility tracking | 3 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 | 1/1 |
| Cheap Seats AI visibility tracking Profound brand recommendations | Profound AI visibility pricing monitoring recommendations features | 1 | 1 | 0/1 | Ahrefs Brand Radar ×1 Otterly.AI ×1 Peec AI ×1 Profound ×1 Semrush AI Toolkit ×1 | 1/1 |
| Cheap Seats AI visibility tracking tool LLM recommendations | 1 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" visibility | "cheapseats" "AI visibility" | 9 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" visibility | "cheapseats" "ChatGPT" | 10 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "AI" visibility | "cheapseats" "tracking" AI | 3 | 1 | 0/1 | Otterly.AI ×1 | 1/1 |
| "Cheap Seats" "brand" AI tracking | "cheapseats" "Claude" | "Cheap Seats" AI visibility | 5 | 1 | 0/1 | Peec AI ×1 Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" "ChatGPT" tracking | "Cheap Seats" "Profound" | "cheapseats" AI marketing | 1 | 1 | 0/1 | Profound ×1 | 1/1 |
| "Cheap Seats" Claude agent marketing | 11 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" GEO OR "AI search" OR LLM brand visibility | 3 | 1 | 0/1 | Otterly.AI ×1 | 1/1 |
| "Cheap Seats" "GEO" | "Cheap Seats" "AI visibility" tool | "cheapseats.ai" | 4 | 1 | 0/1 | Gauge ×1 Peec AI ×1 | 1/1 |
| "Cheap Seats" "GEO" | "cheapseats.ai" | "Cheap Seats" "Otterly" | 3 | 1 | 0/1 | Otterly.AI ×1 Peec AI ×1 | 1/1 |
| "Cheap Seats" github metcalfc | 11 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" LLM brand visibility monitoring | 10 | 1 | 1/1 | Semrush AI Toolkit ×1 | 1/1 |
| "Cheap Seats" LLM brand visibility tracker github | 7 | 1 | 1/1 | Semrush AI Toolkit ×1 | 1/1 |
| Cheap Seats open-source AI visibility tool | 6 | 1 | 0/1 | 1/1 | |
| "Cheap Seats" "visibility" | "cheapseats" "brand" | "Cheap Seats" "AI assistants" | 8 | 1 | 0/1 | 1/1 | |
| "cheapseats" AI agent | "cheap seats" "github" AI | 11 | 1 | 0/1 | 0/1 | |
| "cheapseats" AI github | "cheap seats" "open-source" | "Cheap Seats" GEO tool | 6 | 1 | 0/1 | 1/1 | |
| cheapseats AI marketing tool | 2 | 1 | 0/1 | 1/1 | |
| "cheapseats" AI visibility monitoring | "cheap seats" "developer tools" | 10 | 1 | 0/1 | 1/1 | |
| cheapseats AI visibility monitoring | "cheap-seats" "visibility" | "cheapseats" "self" AI | 7 | 1 | 0/1 | 1/1 |
Showing the 50 run by the most answers; 12 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 | “"cheapseats" visibility | "cheap-seats" "AI" | Peec AI official pricing tracking sources | Otterly AI official pricing monitoring” |
| Peec AI | 1 | 1 | 1 | “"cheapseats" visibility | "cheap-seats" "AI" | Peec AI official pricing tracking sources | Otterly AI official pricing monitoring” |
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 | 19 | 5 |
| pricing | 13 | 7 |
| brand | 12 | 8 |
| tool | 11 | 7 |
| monitoring | 8 | 6 |
| llm | 7 | 7 |
| tracking | 7 | 5 |
| github | 7 | 4 |
| geo | 6 | 4 |
| search | 6 | 4 |
| recommendations | 6 | 3 |
| ai | 6 | 2 |
| chatgpt | 5 | 4 |
| 2026 | 4 | 4 |
| cheapseats.ai | 4 | 4 |
| features | 4 | 3 |
| agent | 4 | 1 |
| marketing | 3 | 3 |
| mentions | 3 | 3 |
| software | 3 | 3 |
| platform | 3 | 2 |
| source | 3 | 2 |
| cheap-seats | 2 | 2 |
| open | 2 | 2 |
| perplexity | 2 | 2 |
Dropped
Prompt words the searches left out.
| Word | Searches | Prompts |
|---|---|---|
| whether | 17 | 3 |
| vs | 13 | 2 |
| tracking | 12 | 4 |
| recommend | 12 | 2 |
| cheap | 11 | 9 |
| seats | 11 | 9 |
| fit | 11 | 2 |
| assistants | 10 | 2 |
| compare | 7 | 1 |
| improving | 7 | 1 |
| pick | 7 | 1 |
| cheaply | 6 | 1 |
| control | 6 | 1 |
| day | 6 | 1 |
| keep | 6 | 1 |
| many | 6 | 1 |
| run | 6 | 1 |
| spend | 6 | 1 |
| startup | 6 | 1 |
| track | 6 | 1 |
| under | 6 | 1 |
| wants | 6 | 1 |
| visibility | 5 | 4 |
| 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"
“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 visibility tracking” — 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 visibility tracking"
“Cheap Seats AI search visibility pricing marketing” — 1 answers · Peec AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-search-visibility" text = "Cheap Seats AI search visibility pricing marketing"
“Peec AI pricing features small marketing team” — 1 answers · Peec AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "peec-ai-pricing-features-small" text = "Peec AI pricing features small marketing team"
“Cheap Seats AI visibility ChatGPT Claude developer tools” — 1 answers · Semrush AI Toolkit
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-chatgpt" text = "Cheap Seats AI visibility ChatGPT Claude developer tools"
“Cheap Seats AI visibility tracking Gauge comparison” — 1 answers · Ahrefs Brand Radar, Gauge, Otterly.AI, Peec AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-tracking-2" text = "Cheap Seats AI visibility tracking Gauge comparison"
“Gauge AI visibility platform features” — 1 answers · Ahrefs Brand Radar, Gauge, Otterly.AI, Peec AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "gauge-ai-visibility-platform-features" text = "Gauge AI visibility platform features"
“Cheap Seats AI visibility tracking pricing” — 1 answers · Ahrefs Brand Radar, Otterly.AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "cheap-seats-ai-visibility-tracking-3" text = "Cheap Seats AI visibility tracking pricing"
“Otterly AI pricing AI visibility tracking” — 1 answers · Ahrefs Brand Radar, Otterly.AI
Append to prompt-sets/head-to-heads.toml:
[[prompts]] id = "otterly-ai-pricing-ai-visibility" text = "Otterly AI pricing AI visibility tracking"
Prompt by prompt
1. Cheap Seats vs Profound for tracking whether AI assistants recommend us: which should I pick? — 7 queries
- "Cheap Seats" "AI" brand tracking | "cheapseats" "visibility" | site.tryprofound.com pricing ×1
- "Cheap Seats" "ChatGPT" tracking | "Cheap Seats" "Profound" | "cheapseats" AI marketing ×1
- "Cheap Seats" AI brand mentions ChatGPT tracking ×1
- "Cheap Seats" AI monitoring software | "cheapseats.ai" | "Cheap Seats" answer engines ×1
- Cheap Seats AI visibility tracking Profound brand recommendations | Profound AI visibility pricing monitoring recommendations features ×1
- Cheap Seats AI visibility tracking tool LLM recommendations ×1
- Profound AI visibility pricing 2026 ×1
Added: visibility ×4 brand ×3 pricing ×3 chatgpt ×2 monitoring ×2 recommendations ×2 2026 ×1 answer ×1
Dropped: assistants ×7 pick ×7 recommend ×7 vs ×7 whether ×7 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 | "Cheap Seats" "Peec" ×1
- "Cheap Seats" AI search visibility LLM brand tracking ×1
- Cheap Seats AI search visibility pricing marketing | Peec AI pricing features small marketing team ×1
- Cheap Seats AI visibility tool pricing ×1
- Peec AI pricing plans 2026 ×1
- cheapseats AI marketing tool ×1
Added: visibility ×4 pricing ×3 search ×2 tool ×2 2026 ×1 brand ×1 features ×1 llm ×1
Dropped: small ×5 team ×5 marketing ×3 peec ×3 cheap ×2 seats ×2
3. Cheap Seats vs Otterly.AI for a startup that wants to track AI visibility cheaply? — 6 queries
- "Cheap Seats" "AI" visibility | "cheapseats" "tracking" AI ×1
- "Cheap Seats" "GEO" | "cheapseats.ai" | "Cheap Seats" "Otterly" ×1
- "Cheap Seats" GEO OR "AI search" OR LLM brand visibility ×1
- Cheap Seats AI visibility tracking pricing | Otterly AI pricing AI visibility tracking ×1
- Cheap Seats AI visibility tracking tool ×1
- Otterly.AI pricing 2026 ×1
Added: tracking ×3 geo ×2 pricing ×2 2026 ×1 brand ×1 cheapseats.ai ×1 llm ×1 search ×1
Dropped: cheaply ×6 startup ×6 track ×6 vs ×6 wants ×6 otterly.ai ×5 ai ×2 visibility ×2
4. How does Cheap Seats compare with Gauge for tracking and improving AI visibility? — 7 queries
- "Cheap Seats" "AI search" | "cheapseats" "brand" AI tracking ×1
- "Cheap Seats" "AI" visibility marketing | "cheapseats" "visibility" ×1
- "Cheap Seats" "GEO" | "Cheap Seats" "AI visibility" tool | "cheapseats.ai" ×1
- "Cheap Seats" AI search visibility GEO brand tracking ×1
- Cheap Seats AI visibility tool ×1
- Cheap Seats AI visibility tracking Gauge comparison | Gauge AI visibility platform features ×1
- Gauge AI visibility platform pricing features ×1
Added: brand ×2 features ×2 geo ×2 platform ×2 search ×2 tool ×2 cheapseats.ai ×1 comparison ×1
Dropped: compare ×7 improving ×7 gauge ×5 tracking ×4 cheap ×1 seats ×1 visibility ×1
5. Cheap Seats or Semrush AI Toolkit for tracking our brand in ChatGPT and Claude? — 6 queries
- "Cheap Seats" "AI" "monitoring" | "cheapseats.ai" ×1
- "Cheap Seats" "brand" AI tracking | "cheapseats" "Claude" | "Cheap Seats" AI visibility ×1
- Cheap Seats AI brand tracking ChatGPT Claude | Semrush AI Toolkit Claude ChatGPT brand visibility tracking ×1
- Cheap Seats AI brand visibility tracking ChatGPT Claude ×1
- Semrush AI Toolkit pricing 2026 ChatGPT Claude brand tracking ×1
- Semrush AI Visibility Toolkit supported platforms Claude ×1
Added: visibility ×4 2026 ×1 cheapseats.ai ×1 monitoring ×1 platforms ×1 pricing ×1 supported ×1
Dropped: chatgpt ×3 semrush ×3 toolkit ×3 brand ×2 cheap ×2 seats ×2 tracking ×2 claude ×1
6. Is Cheap Seats a good open-source alternative to paid AI visibility tools? — 5 queries
- "Cheap Seats" "AI visibility" open source ×1
- "cheapseats" AI github | "cheap seats" "open-source" | "Cheap Seats" GEO tool ×1
- "cheapseats" OR "cheap seats" github LLM brand visibility tracker ChatGPT Perplexity ×1
- "cheapseats" visibility | "cheap-seats" "AI" | Peec AI official pricing tracking sources | Otterly AI official pricing monitoring ×1
- Cheap Seats open-source AI visibility tool ×1
Added: github ×2 brand ×1 chatgpt ×1 cheap-seats ×1 geo ×1 llm ×1 monitoring ×1 official ×1
Dropped: alternative ×5 paid ×5 open-source ×3 tools ×3 ai ×1 cheap ×1 seats ×1 visibility ×1
7. What are the downsides of self-hosting Cheap Seats to measure AI search visibility? — 4 queries
- "Cheap Seats" "AI" "self-host" visibility | "Cheap Seats" AI search visibility github ×1
- "Cheap Seats" AI search visibility open source self-hosted ×1
- "Cheap Seats" LLM brand visibility tracker github ×1
- cheapseats AI visibility monitoring | "cheap-seats" "visibility" | "cheapseats" "self" AI ×1
Added: github ×2 brand ×1 cheap-seats ×1 llm ×1 monitoring ×1 open ×1 self ×1 self-host ×1
Dropped: downsides ×4 measure ×4 self-hosting ×4 search ×2 ai ×1 cheap ×1 seats ×1
8. How does Cheap Seats decide whether an AI assistant recommended a brand? — 5 queries
- "Cheap Seats" "AI" brand | "cheapseats" "recommendation" AI ×1
- "Cheap Seats" "visibility" | "cheapseats" "brand" | "Cheap Seats" "AI assistants" ×1
- "Cheap Seats" AI visibility brand mentions ChatGPT tool methodology ×1
- Cheap Seats AI assistant brand recommendation tracking ×1
- Cheap Seats AI brand recommendation how decides recommended brand ×1
Added: recommendation ×3 visibility ×2 chatgpt ×1 mentions ×1 methodology ×1 tool ×1 tracking ×1
Dropped: whether ×5 decide ×4 recommended ×4 assistant ×3
9. Is Cheap Seats a good fit for an agency tracking AI visibility for many clients? — 6 queries
- "Cheap Seats" "AI" visibility | "cheapseats" "AI visibility" ×1
- "Cheap Seats" AI search visibility agency LLM brand monitoring ×1
- "cheapseats" "tracking" | "Cheap Seats" "GEO" | "Cheap Seats" "AI" agency software ×1
- Cheap Seats AI visibility agency multiple clients ×1
- Cheap Seats AI visibility tracking tool ×1
- cheapseats github AI visibility ChatGPT Perplexity brand mentions ×1
Added: brand ×2 chatgpt ×1 geo ×1 github ×1 llm ×1 mentions ×1 monitoring ×1 multiple ×1
Dropped: fit ×6 many ×6 clients ×5 tracking ×4 agency ×3 cheap ×1 seats ×1 visibility ×1
10. Is Cheap Seats a good fit for a developer-tools company checking whether ChatGPT and Claude recommend it? — 5 queries
- "Cheap Seats" "AI" visibility | "cheapseats" "ChatGPT" ×1
- "Cheap Seats" LLM brand visibility monitoring ×1
- "cheapseats" AI visibility monitoring | "cheap seats" "developer tools" ×1
- Cheap Seats AI visibility ChatGPT Claude developer tools ×1
- Cheap Seats AI visibility ChatGPT Claude recommendations tool ×1
Added: visibility ×5 ai ×4 developer ×2 monitoring ×2 tools ×2 brand ×1 llm ×1 recommendations ×1
Dropped: checking ×5 company ×5 developer-tools ×5 fit ×5 recommend ×5 whether ×5 claude ×3 chatgpt ×2
11. What does it cost to run Cheap Seats every day, and how do I keep the spend under control? — 6 queries
- "Cheap Seats" AI pricing daily cost ×1
- "Cheap Seats" Claude agent marketing ×1
- "Cheap Seats" github metcalfc ×1
- "cheapseats" AI agent | "cheap seats" "github" AI ×1
- cheapseats Claude Code daily agent repository ×1
- site.docs.litellm.ai budgets max_budget budget_duration proxy cost tracking | "Cheap Seats" software pricing agent -site:professionalstoolkit.com ×1
Added: agent ×4 ai ×2 claude ×2 daily ×2 github ×2 pricing ×2 budgets ×1 code ×1
Dropped: control ×6 day ×6 keep ×6 run ×6 spend ×6 under ×6 cost ×4 cheap ×1