queryfanout.com
Fan-out runsoGUBmXR6p4completeAI Overview

what is the best AI search agency?

Geminigemini-3.8-flashOpenAIgpt-6.1-sol5 passes + 1 real-search102 queries15h ago
Run againSearch the index
Download run
Gemini unique queries
51
1 in ≥ half the passes · stability 22%
OpenAI unique queries
44
3 in ≥ half the passes · stability 27%
Overlap between models
28%
12 shared of 43 distinct sub-queries
Gemini real searches predicted
100%
2 of 2 matched the simulation
OpenAI real searches predicted
0%
0 of 5 matched the simulation
Cost of this run
$0.253
45,530 tokens · 7 web searches · on your keys

Side by side

The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.

11% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini1
traditional seo agency vs ai search agency differences
2xCOMPARATIVEcomparison_tableGoogle ↗
Both models1
top generative engine optimization agencies ↗5x
top generative engine optimization geo agencies ↗2x
best generative engine optimization geo agencies ↗2x
Only OpenAI7
best ai search optimization agencies
5xREFORMULATIONreview_roundupGoogle ↗
how to choose an ai search optimization agency
4xIMPLICITchecklistGoogle ↗
best ai search optimization agency for b2b saas companies
4xPERSONALIZEDreview_roundupGoogle ↗
best agencies for chatgpt perplexity and google ai overviews visibility
2xENTITY EXPANSIONbuyers_guideGoogle ↗
what is an ai search agency and what services does it offer
2xRELATEDglossary/definitionGoogle ↗
ai search optimization agency pricing monthly retainer
2xIMPLICITpricing_pageGoogle ↗
best ai search agency for small businesses on a limited budget
2xPERSONALIZEDbuyers_guideGoogle ↗

Fan-out diagram

Seed → topic clusters → sub-queries, per model.

SEED QUERY
what is the best AI search agency?
51 unique queries · 5 passes
generative engine optimization services
1 query · 5 hits
top generative engine optimization agencies5xGoogle ↗
REFORMULATIONComparison
ai search versus traditional seo
1 query · 2 hits
traditional seo agency vs ai search agency differences2xGoogle ↗
COMPARATIVEComparison

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Gemini simulated (51)OpenAI simulated (44)Gemini real searches (2)OpenAI real searches (5)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factGemini simulated · Short fact: 1 of 51 queries (2%)2%OpenAI simulated · Short fact: 0 of 44 queries (0%)Gemini real searches · Short fact: 0 of 2 queries (0%)OpenAI real searches · Short fact: 0 of 5 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalGemini simulated · Other / navigational: 0 of 51 queries (0%)OpenAI simulated · Other / navigational: 1 of 44 queries (2%)2%Gemini real searches · Other / navigational: 0 of 2 queries (0%)OpenAI real searches · Other / navigational: 4 of 5 queries (80%)80%Comparison: compares options or asks for the best / top / cheapestComparisonGemini simulated · Comparison: 38 of 51 queries (75%)75%OpenAI simulated · Comparison: 32 of 44 queries (73%)73%Gemini real searches · Comparison: 2 of 2 queries (100%)100%OpenAI real searches · Comparison: 1 of 5 queries (20%)20%Consequence: what happens as a result: effects, outcomesConsequenceGemini simulated · Consequence: 3 of 51 queries (6%)6%OpenAI simulated · Consequence: 3 of 44 queries (7%)7%Gemini real searches · Consequence: 0 of 2 queries (0%)OpenAI real searches · Consequence: 0 of 5 queries (0%)Reason: why something happens or what causes itReasonGemini simulated · Reason: 9 of 51 queries (18%)18%OpenAI simulated · Reason: 8 of 44 queries (18%)18%Gemini real searches · Reason: 0 of 2 queries (0%)OpenAI real searches · Reason: 0 of 5 queries (0%)Definition: what something is or what a term meansDefinitionGemini simulated · Definition: 0 of 51 queries (0%)OpenAI simulated · Definition: 0 of 44 queries (0%)Gemini real searches · Definition: 0 of 2 queries (0%)OpenAI real searches · Definition: 0 of 5 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionGemini simulated · Instruction: 0 of 51 queries (0%)OpenAI simulated · Instruction: 0 of 44 queries (0%)Gemini real searches · Instruction: 0 of 2 queries (0%)OpenAI real searches · Instruction: 0 of 5 queries (0%)Yes / no: a yes-or-no questionYes / noGemini simulated · Yes / no: 0 of 51 queries (0%)OpenAI simulated · Yes / no: 0 of 44 queries (0%)Gemini real searches · Yes / no: 0 of 2 queries (0%)OpenAI real searches · Yes / no: 0 of 5 queries (0%)

Classes come from the query-classifier (a local Laya model). 74 of 102 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

What the models actually searched

Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.

Gemini2 real searches · gemini-3.8-flash100% predicted
best generative engine optimization agency GEO AI search Google ↗
simulatedtop generative engine optimization agencies0.956
best AI search agency Google ↗
simulatedbest ai search optimization marketing agency0.964
11 cited sources
  1. percepture.com · vertexaisearch.cloud.google.com
  2. getellipsis.com · vertexaisearch.cloud.google.com
  3. ritnerdigital.com · vertexaisearch.cloud.google.com
  4. canesta.com · vertexaisearch.cloud.google.com
  5. firstpagesage.com · vertexaisearch.cloud.google.com
  6. yesoptimist.com · vertexaisearch.cloud.google.com
  7. yesoptimist.com · vertexaisearch.cloud.google.com
  8. exposureninja.com · vertexaisearch.cloud.google.com
  9. brandify.io · vertexaisearch.cloud.google.com
  10. firstpagesage.com · vertexaisearch.cloud.google.com
  11. thriveagency.com · vertexaisearch.cloud.google.com
OpenAI5 real searches · gpt-6.1-sol0% predicted
best AI search agencies GEO AEO iPullRank Siege Media Graphite Profound Google ↗
closestwhat is an ai search agency geo aeo and seo0.924
iPullRank AI search agency clients generative engine optimization Google ↗
closesttop generative engine optimization agencies0.919
Graphite agency AI SEO results clients Google ↗
closestindependent client reviews ai search optimization agencies0.917
site.siegemedia.com generative engine optimization services Zapier Google ↗
closestbest generative engine optimization geo agencies0.903
site.graphite.io answer engine optimization agency n8n Google ↗
closestanswer engine optimization aeo agencies for chatgpt perplexity and google ai overviews0.901
50 cited sources
  1. www.techradar.com · www.techradar.com
  2. ipullrank.com · ipullrank.com
  3. ipullrank.com · ipullrank.com
  4. www.marketingforllms.com · www.marketingforllms.com
  5. ipullrank.com · ipullrank.com
  6. www.loudface.co · www.loudface.co
  7. www.aivisibilityapp.com · www.aivisibilityapp.com
  8. voctos.net · voctos.net
  9. ipullrank.com · ipullrank.com
  10. www.gethatter.ai · www.gethatter.ai
  11. www.wordofgpt.com · www.wordofgpt.com
  12. credibleroots.com · credibleroots.com
  13. crunchjunkie.io · crunchjunkie.io
  14. www.reddit.com · www.reddit.com
  15. www.reddit.com · www.reddit.com
  16. www.reddit.com · www.reddit.com
  17. images.g2crowd.com · images.g2crowd.com
  18. www.reddit.com · www.reddit.com
  19. www.reddit.com · www.reddit.com
  20. en.wikipedia.org · en.wikipedia.org
  21. www.reddit.com · www.reddit.com
  22. www.reddit.com · www.reddit.com
  23. www.reddit.com · www.reddit.com
  24. www.reddit.com · www.reddit.com
  25. 5693998.fs1.hubspotusercontent-na1.net · 5693998.fs1.hubspotusercontent-na1.net
  26. www.reddit.com · www.reddit.com
  27. arxiv.org · arxiv.org
  28. www.reddit.com · www.reddit.com
  29. engage.talentfoot.com · engage.talentfoot.com
  30. www.reddit.com · www.reddit.com
  31. pdf.marketpublishers.com · pdf.marketpublishers.com
  32. www.britopian.com · www.britopian.com
  33. arxiv.org · arxiv.org
  34. arxiv.org · arxiv.org
  35. arxiv.org · arxiv.org
  36. www.techradar.com · www.techradar.com
  37. www.axios.com · www.axios.com
  38. www.techradar.com · www.techradar.com
  39. www.axios.com · www.axios.com
  40. www.axios.com · www.axios.com
  41. www.techradar.com · www.techradar.com
  42. en.wikipedia.org · en.wikipedia.org
  43. en.wikipedia.org · en.wikipedia.org
  44. en.wikipedia.org · en.wikipedia.org
  45. en.wikipedia.org · en.wikipedia.org
  46. en.wikipedia.org · en.wikipedia.org
  47. www.siegemedia.com · www.siegemedia.com
  48. www.siegemedia.com · www.siegemedia.com
  49. www.siegemedia.com · www.siegemedia.com
  50. www.siegemedia.com · www.siegemedia.com

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Colour
generative engine optimization services — click to focus this topicgenerative engine optimization se…ai search case studies — click to focus this topicai search case studiesevaluating ai search agencies — click to focus this topicevaluating ai search agenciestop ai search agencies — click to focus this topictop ai search agenciescomparing ai search agencies — click to focus this topiccomparing ai search agenciesai agencies by industry — click to focus this topicai agencies by industryai search versus traditional seo — click to focus this topicai search versus traditional seoai search agency pricing — click to focus this topicai search agency pricing
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

51 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
top generative engine optimization agencies
REFORMULATION
Google ↗
AI Mode ↗		Discover leading marketing agencies that specialize in optimizing content for AI engines like ChatGPT and Perplexity.Comparisonreview_roundupgenerative engine optimization services5x
of 5
traditional seo agency vs ai search agency differences
COMPARATIVE
Google ↗
AI Mode ↗		Understand how AI search optimization services differ from classic organic search services.Comparisoncomparison_tableai search versus traditional seo2x
of 5
best ai search optimization marketing agency
REFORMULATION
Google ↗
AI Mode ↗		The user is looking to identify leading marketing agencies that optimize for AI search platforms.Comparisonreview_rounduptop ai search agencies1x
of 5
best ai seo agency ranking
REFORMULATION
Google ↗
AI Mode ↗		View authoritative third-party rankings of high-performing AI SEO agencies.Comparisonbuyers_guidetop ai search agencies1x
of 5
best ai search optimization company
REFORMULATION
Google ↗
AI Mode ↗		Discover top-performing marketing firms optimizing for AI search engines like ChatGPT and Perplexity.Comparisonreview_rounduptop ai search agencies1x
of 5
best ai seo agency for brands
REFORMULATION
Google ↗
AI Mode ↗		Identify reputable SEO agencies that focus explicitly on optimization for AI-driven platforms.Comparisonbuyers_guidetop ai search agencies1x
of 5
best ai search optimization company rankings
REFORMULATION
Google ↗
AI Mode ↗		View an authoritative list or ranking of the best AI search agencies.Comparisonreview_rounduptop ai search agencies1x
of 5
how to choose an agency for chatgpt and perplexity visibility
IMPLICIT
Google ↗
AI Mode ↗		The user wants evaluation criteria to vet agencies that promise visibility across answer engines like ChatGPT and Perplexity.Comparisonbuyers_guideevaluating ai search agencies1x
of 5
how to choose an ai search marketing agency
RELATED
Google ↗
AI Mode ↗		Learn the criteria, questions, and metrics needed to vet an AI search agency.Comparisonbuyers_guideevaluating ai search agencies1x
of 5
how to choose an agency for ai search optimization
RELATED
Google ↗
AI Mode ↗		Understand criteria, key metrics, and red flags when evaluating an AI search marketing partner.Comparisonbuyers_guideevaluating ai search agencies1x
of 5
how to choose an ai search optimization agency
RELATED
Google ↗
AI Mode ↗		Learn the key criteria and questions to vet an agency claiming AI search capabilities.Comparisonchecklistevaluating ai search agencies1x
of 5
ai search agency pricing models and retainer cost
RELATED
Google ↗
AI Mode ↗		Determine typical monthly retainer fees and pricing structures for hiring an AI search agency.Comparisonpricing_pageai search agency pricing1x
of 5
what services do ai search optimization agencies offer
RELATED
Google ↗
AI Mode ↗		The user wants to understand the deliverables and scope typically included in an AI search agency retainer.Comparisonweb_articleevaluating ai search agencies1x
of 5
ai search agency pricing models and cost
RELATED
Google ↗
AI Mode ↗		Understand typical fee structures and retainer costs for AI search services.Comparisonpricing_pageai search agency pricing1x
of 5
top ai search agencies compared ratings and pricing
COMPARATIVE
Google ↗
AI Mode ↗		Compare leading AI search service providers side-by-side on performance and retainer rates.Comparisoncomparison_tablecomparing ai search agencies1x
of 5
how much do ai search agencies charge monthly
RELATED
Google ↗
AI Mode ↗		Learn typical retainer costs and pricing tiers for AI search optimization services.Short factpricing_pageai search agency pricing1x
of 5
do i need an ai seo agency or traditional seo
IMPLICIT
Google ↗
AI Mode ↗		Determine whether standard SEO agencies can handle AI visibility or if a specialized AI search agency is required.Comparisonweb_articleai search versus traditional seo1x
of 5
difference between ai search agency and traditional seo agency
IMPLICIT
Google ↗
AI Mode ↗		Understand what specific deliverables and methodologies differentiate AI search agencies from standard SEO firms.Comparisonweb_articleai search versus traditional seo1x
of 5
how much does it cost to hire an ai search optimization agency
IMPLICIT
Google ↗
AI Mode ↗		Determine typical monthly retainer fees and pricing packages for AI search consulting.Comparisonpricing_pageai search agency pricing1x
of 5
what services do generative ai search agencies offer
IMPLICIT
Google ↗
AI Mode ↗		Identify the specific deliverables and scope included in AI search agency contracts.Comparisonweb_articleevaluating ai search agencies1x
of 5
ai search optimization agency pricing models and cost
IMPLICIT
Google ↗
AI Mode ↗		The user is trying to determine how much it costs to hire an AI search agency.Comparisonpricing_pageai search agency pricing1x
of 5
top ai search agencies compared services and pricing
COMPARATIVE
Google ↗
AI Mode ↗		The user wants a side-by-side comparison of the leading AI search agencies to compare their offerings and rates.Comparisoncomparison_tablecomparing ai search agencies1x
of 5
top ai search agencies compared features and clients
COMPARATIVE
Google ↗
AI Mode ↗		Compare top-tier AI search agencies side-by-side by deliverables, clientele, and strengths.Comparisoncomparison_tablecomparing ai search agencies1x
of 5
results from hiring a generative search optimization firm
IMPLICIT
Google ↗
AI Mode ↗		Verify proof of performance and measurable ROI from AI search agency engagements.Consequencecase_studyai search case studies1x
of 5
how to vet an answer engine optimization agency
IMPLICIT
Google ↗
AI Mode ↗		Find criteria and evaluation questions to choose a reliable AI optimization partner.Reasonchecklistgenerative engine optimization services1x
of 5
ai search optimization case studies b2b
IMPLICIT
Google ↗
AI Mode ↗		Examine proof of performance and measurable ROI delivered by AI search agencies.Reasoncase_studyai search case studies1x
of 5
single grain vs first page sage ai search services
COMPARATIVE
Google ↗
AI Mode ↗		Compare service offerings, reputation, and performance of two leading agencies in AI search optimization.Comparisoncomparison_tablecomparing ai search agencies1x
of 5
what deliverables to expect from an ai search agency
RELATED
Google ↗
AI Mode ↗		Understand the concrete outputs, audits, and reports provided by an AI search firm.Consequencefaq_pageevaluating ai search agencies1x
of 5
np digital vs single grain ai search capabilities
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to compare the specific generative search capabilities of two prominent digital agencies.Comparisoncomparison_tablecomparing ai search agencies1x
of 5
single grain generative engine optimization services
ENTITY EXPANSION
Google ↗
AI Mode ↗		Examine the specific AI search optimization offering of a known prominent digital agency.Comparisonproduct_spec_sheetgenerative engine optimization services1x
of 5
omnicom vs wpp generative ai search capabilities
ENTITY EXPANSION
Google ↗
AI Mode ↗		Investigate how major enterprise global agency holding companies compare in generative search tech.Comparisonpress_releasecomparing ai search agencies1x
of 5
ai search optimization success metrics and kpis
RELATED
Google ↗
AI Mode ↗		Learn how AI search agencies track performance, visibility, and citations in LLMs.Reasonweb_articleai search case studies1x
of 5
top ai seo agencies compared
COMPARATIVE
Google ↗
AI Mode ↗		Compare features, pricing, and reputations of leading AI search agencies side by side.Comparisoncomparison_tablecomparing ai search agencies1x
of 5
best ai search agency for b2b enterprise tech companies
PERSONALIZED
Google ↗
AI Mode ↗		The user wants agency recommendations tailored specifically to complex enterprise B2B technology brands.Comparisonbuyers_guideai agencies by industry1x
of 5
specialized geo agency vs full service digital marketing agency
COMPARATIVE
Google ↗
AI Mode ↗		Weigh the trade-offs between hiring a niche AI search boutique versus a large full-service agency.Comparisoncomparison_tableai search versus traditional seo1x
of 5
single grain generative engine optimization agency review
ENTITY EXPANSION
Google ↗
AI Mode ↗		Evaluate the reputation, client outcomes, and case studies of a recognized AI SEO agency.Reasoncase_studygenerative engine optimization services1x
of 5
single grain generative engine optimization agency reviews
ENTITY EXPANSION
Google ↗
AI Mode ↗		Assess the reputation and capabilities of a specific prominent agency in the AI search space.Reasonreview_roundupgenerative engine optimization services1x
of 5
ai search marketing agency case studies roi
RELATED
Google ↗
AI Mode ↗		The user wants proof of performance and measurable results achieved by AI search agencies.Reasoncase_studyai search case studies1x
of 5
best ai search agency for enterprise b2b saas
PERSONALIZED
Google ↗
AI Mode ↗		Find an AI search firm tailored specifically to B2B software and high-ticket sales cycles.Comparisonreview_roundupai agencies by industry1x
of 5
top ai seo agencies clutch ratings
ENTITY EXPANSION
Google ↗
AI Mode ↗		Access third-party verified ratings and reviews for AI SEO agencies on Clutch.Comparisonreview_rounduptop ai search agencies1x
of 5
omniscient digital llm search optimization client case studies
ENTITY EXPANSION
Google ↗
AI Mode ↗		Review verifiable outcomes and client case studies from Omniscient Digital's LLM optimization service.Reasoncase_studyai search case studies1x
of 5
best agencies for chatgpt search and perplexity rankings
ENTITY EXPANSION
Google ↗
AI Mode ↗		Find agencies specializing specifically in visibility on ChatGPT Search and Perplexity AI.Comparisonreview_rounduptop ai search agencies1x
of 5
np digital ai search optimization services
ENTITY EXPANSION
Google ↗
AI Mode ↗		Explore the specific AI search optimization offerings of a major digital agency.Comparisonweb_articleai search case studies1x
of 5
generative engine optimization campaign results case study
IMPLICIT
Google ↗
AI Mode ↗		Review proven case studies showing measurable brand lift in AI engine citations.Reasoncase_studygenerative engine optimization services1x
of 5
questions to ask an ai search agency before hiring
IMPLICIT
Google ↗
AI Mode ↗		The user is seeking a practical checklist of discovery questions to evaluate candidate agencies during interviews.Reasonchecklistevaluating ai search agencies1x
of 5
what deliverables does an ai search agency provide
RELATED
Google ↗
AI Mode ↗		Clarify the concrete scope of work expected from an AI search optimization contract.Consequencefaq_pageevaluating ai search agencies1x
of 5
best ai search agency for b2b saas
PERSONALIZED
Google ↗
AI Mode ↗		Find agencies with proven domain expertise in optimizing B2B SaaS software brands for AI search engines.Comparisonbuyers_guideai agencies by industry1x
of 5
best ai search agency for b2b saas companies
PERSONALIZED
Google ↗
AI Mode ↗		Identify AI search agencies with specialized domain experience in B2B SaaS marketing.Comparisonbuyers_guideai agencies by industry1x
of 5
best ai search agency for small business
PERSONALIZED
Google ↗
AI Mode ↗		Identify affordable and effective AI search agencies suited for small business constraints.Comparisonbuyers_guideai agencies by industry1x
of 5
pebble post vs rise interactive generative ai search optimization
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user is researching mid-market agency options delivering modern AI search optimization.Comparisoncomparison_tableai search case studies1x
of 5
best ai search marketing agency for enterprise brands
PERSONALIZED
Google ↗
AI Mode ↗		Identify enterprise-grade agencies capable of managing large-scale brand visibility across AI answer engines.Comparisonreview_rounduptop ai search agencies1x
of 5

Tokens & cost

What this run used on your API keys, per model and step.

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-3.8-flashReal-search passes12761,933741 thinking2$0.035
gemini-3.8-flashSimulated passes52,03511,8695,007 thinking—$0.046
gpt-6.1-solReal-search passes117,341503132 thinking5$0.090
gpt-6.1-solSimulated passes52,9457,5331,248 thinking—$0.081
gemini-3.5-flash-liteNaming clusters1864231—$0.0008
Total1323,46122,0697$0.253

Billed to your own API keys. Estimated from the providers' list prices (checked 2026-10-11); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. Google gives 5,000 grounded searches a month free across Gemini 3+ models. OpenAI bills the web search content it reads as input tokens.

Passes

Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.

0265112345
GeminiOpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-3.8-flash · real search1—220.2276 / 1,933 · 2 searches
gemini-3.8-flash1111118.3407 / 2,536
gemini-3.8-flash2121220.6407 / 2,576
gemini-3.8-flash3111120.8407 / 2,439
gemini-3.8-flash4111119.1407 / 2,100
gemini-3.8-flash5111117.9407 / 2,218
gpt-6.1-sol · real search1—517.617,341 / 503 · 5 searches
gpt-6.1-sol1121234.1589 / 1,434
gpt-6.1-sol2121238.4589 / 1,541
gpt-6.1-sol3121237.0589 / 1,514
gpt-6.1-sol4121239.3589 / 1,650
gpt-6.1-sol5121233.2589 / 1,394
Query fan-out: what is the best AI search agency? · queryfanout.com