Fan-out runlxvf117fhqAcompleteAI Overview

What is the best expense management software for enterprises?

Geminigemini-4-argonOpenAIgpt-6.1-sol5 passes + 2 real-search133 queries22h ago
Download run
Gemini unique queries
55
2 in ≥ half the passes · stability 24%
OpenAI unique queries
60
3 in ≥ half the passes · stability 23%
Overlap between models
19%
13 shared of 70 distinct sub-queries
Gemini real searches predicted
100%
2 of 2 matched the simulation
OpenAI real searches predicted
6%
1 of 16 matched the simulation
Cost of this run
$0.526
82,099 tokens · 18 web searches · on your keys

Side by side

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

33% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini4
expense management software with NetSuite and SAP ERP integration
3xENTITY EXPANSIONproduct_spec_sheetGoogle ↗
corporate T&E software solutions for large companies
2xREFORMULATIONbuyers_guideGoogle ↗
gartner magic quadrant enterprise expense management
2xENTITY EXPANSIONpdf_whitepaperGoogle ↗
Gartner Magic Quadrant travel and expense management software
2xENTITY EXPANSIONpdf_whitepaperGoogle ↗
Both models3
top enterprise expense management platforms ↗2x
top enterprise expense management software ↗2x
best expense management software for large enterprises ↗4x
enterprise expense management software pricing models ↗2x
enterprise expense management software pricing implementation fees total cost ↗4x
sap concur vs coupa vs navan enterprise ↗3x
sap concur vs emburse vs navan enterprise expense management ↗2x
Only OpenAI2
enterprise expense management software reviews pros and cons
3xRELATEDreview_roundupGoogle ↗
enterprise expense management software implementation timeline migration training
2xRELATEDhow_to_stepsGoogle ↗

Fan-out diagram

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

SEED QUERY
What is the best expense management software for enterprises?
55 unique queries · 5 passes
enterprise software erp integrations
3 queries · 7 hits
expense management software with NetSuite and SAP ERP integration3xGoogle ↗
ENTITY EXPANSIONComparison
gartner magic quadrant enterprise expense management2xGoogle ↗
ENTITY EXPANSIONOther / navigational
Gartner Magic Quadrant travel and expense management software2xGoogle ↗
ENTITY EXPANSIONComparison
top enterprise expense software
3 queries · 6 hits
top enterprise expense management platforms2xGoogle ↗
REFORMULATIONComparison
top enterprise expense management software2xGoogle ↗
REFORMULATIONComparison
enterprise expense management software pricing models2xGoogle ↗
RELATEDComparison
enterprise software vendor comparisons
1 query · 3 hits
sap concur vs coupa vs navan enterprise3xGoogle ↗
COMPARATIVEComparison
corporate spend and te platforms
1 query · 2 hits
corporate T&E software solutions for large companies2xGoogle ↗
REFORMULATIONComparison

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 (55)OpenAI simulated (60)Gemini real searches (2)OpenAI real searches (16)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factGemini simulated · Short fact: 0 of 55 queries (0%)OpenAI simulated · Short fact: 0 of 60 queries (0%)Gemini real searches · Short fact: 0 of 2 queries (0%)OpenAI real searches · Short fact: 0 of 16 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalGemini simulated · Other / navigational: 3 of 55 queries (5%)5%OpenAI simulated · Other / navigational: 6 of 60 queries (10%)10%Gemini real searches · Other / navigational: 0 of 2 queries (0%)OpenAI real searches · Other / navigational: 14 of 16 queries (88%)88%Comparison: compares options or asks for the best / top / cheapestComparisonGemini simulated · Comparison: 40 of 55 queries (73%)73%OpenAI simulated · Comparison: 45 of 60 queries (75%)75%Gemini real searches · Comparison: 2 of 2 queries (100%)100%OpenAI real searches · Comparison: 0 of 16 queries (0%)Consequence: what happens as a result: effects, outcomesConsequenceGemini simulated · Consequence: 2 of 55 queries (4%)4%OpenAI simulated · Consequence: 1 of 60 queries (2%)2%Gemini real searches · Consequence: 0 of 2 queries (0%)OpenAI real searches · Consequence: 2 of 16 queries (13%)13%Reason: why something happens or what causes itReasonGemini simulated · Reason: 8 of 55 queries (15%)15%OpenAI simulated · Reason: 7 of 60 queries (12%)12%Gemini real searches · Reason: 0 of 2 queries (0%)OpenAI real searches · Reason: 0 of 16 queries (0%)Definition: what something is or what a term meansDefinitionGemini simulated · Definition: 0 of 55 queries (0%)OpenAI simulated · Definition: 0 of 60 queries (0%)Gemini real searches · Definition: 0 of 2 queries (0%)OpenAI real searches · Definition: 0 of 16 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionGemini simulated · Instruction: 2 of 55 queries (4%)4%OpenAI simulated · Instruction: 1 of 60 queries (2%)2%Gemini real searches · Instruction: 0 of 2 queries (0%)OpenAI real searches · Instruction: 0 of 16 queries (0%)Yes / no: a yes-or-no questionYes / noGemini simulated · Yes / no: 0 of 55 queries (0%)OpenAI simulated · Yes / no: 0 of 60 queries (0%)Gemini real searches · Yes / no: 0 of 2 queries (0%)OpenAI real searches · Yes / no: 0 of 16 queries (0%)

Classes come from the query-classifier (a local Laya model). 88 of 133 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-4-argon100% predicted
best enterprise expense management software Google ↗
simulatedtop enterprise expense management software0.992
best enterprise expense management software 2026 Google ↗
simulatedtop enterprise expense management software0.967
6 cited sources
  1. emburse.com · vertexaisearch.cloud.google.com
  2. reddit.com · vertexaisearch.cloud.google.com
  3. concur.com · vertexaisearch.cloud.google.com
  4. concur.com · vertexaisearch.cloud.google.com
  5. emburse.com · vertexaisearch.cloud.google.com
  6. peakflo.co · vertexaisearch.cloud.google.com
OpenAI16 real searches · gpt-6.1-sol6% predicted
enterprise expense management SAP Concur Emburse Chrome River Navan Ramp global enterprise expense capabilities Google ↗
closestsap concur vs emburse vs navan vs ramp for enterprise expense management0.929
site.sap.com Concur Expense enterprise features global expense management Google ↗
closestsap concur expense enterprise features capabilities0.930
site.emburse.com enterprise expense management Google ↗
simulatedemburse enterprise expense management features integrations0.936
site.concur.com expense enterprise global tax compliance Google ↗
closestbest expense management software for multinational enterprises multi currency local tax compliance0.914
site.nav an.com enterprise expense management Google ↗
closestsap concur vs emburse vs navan vs ramp for enterprise expense management0.907
site.ramp.com enterprise expense management global Google ↗
closestemburse enterprise expense management features integrations0.907
site.brex.com enterprise expense management Google ↗
closestemburse enterprise expense management features integrations0.922
site.concur.com expense management global enterprise integrations tax Google ↗
closestbest expense management software for multinational enterprises multi currency local tax compliance0.917
site.navan.com expense management enterprise existing corporate cards Google ↗
closestdedicated expense management vs corporate card spend management platforms for enterprises0.928
site.navan.com expense enterprise existing corporate cards Google ↗
closestdedicated expense management vs corporate card spend management platforms for enterprises0.912
site.workday.com expense management financial management expenses Google ↗
closestenterprise expense management software integrations sap oracle netsuite workday0.912
site.workday.com expenses management financial management global Google ↗
closestbest expense management software for multinational enterprises with multiple subsidiaries0.898
site.ramp.com enterprise pricing integrations international entities Google ↗
closestenterprise expense management multi currency multi entity international reimbursements0.867
site.emburse.com products enterprise expense policy workflows multi currency Google ↗
closestenterprise expense management multi currency multi entity international reimbursements0.919
site.concur.com "Concur Expense" "ERP" "global" Google ↗
closestsap concur oracle expenses workday expenses enterprise capabilities0.898
site.workday.com "expense management" "global" Google ↗
closestbest expense management software for multinational enterprises with multiple subsidiaries0.895
50 cited sources
  1. help.sap.com · help.sap.com
  2. ramp.com · ramp.com
  3. www.brex.com · www.brex.com
  4. help.sap.com · help.sap.com
  5. www.ciopages.com · www.ciopages.com
  6. www.techvendorindex.com · www.techvendorindex.com
  7. www.concur.com · www.concur.com
  8. ramp.com · ramp.com
  9. www.payoneer.com · www.payoneer.com
  10. www.gartner.com · www.gartner.com
  11. www.emburse.com · www.emburse.com
  12. rankite.com · rankite.com
  13. www.concur.com.br · www.concur.com.br
  14. www.omniapartners.com · www.omniapartners.com
  15. d3bql97l1ytoxn.cloudfront.net · d3bql97l1ytoxn.cloudfront.net
  16. go.concur.com · go.concur.com
  17. www.wichita.edu · www.wichita.edu
  18. marketplace.intacct.com · marketplace.intacct.com
  19. www.reddit.com · www.reddit.com
  20. www.reddit.com · www.reddit.com
  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. www.reddit.com · www.reddit.com
  26. www.reddit.com · www.reddit.com
  27. www.reddit.com · www.reddit.com
  28. www.reddit.com · www.reddit.com
  29. www.reddit.com · www.reddit.com
  30. www.reddit.com · www.reddit.com
  31. en.wikipedia.org · en.wikipedia.org
  32. www.techradar.com · www.techradar.com
  33. en.wikipedia.org · en.wikipedia.org
  34. en.wikipedia.org · en.wikipedia.org
  35. en.wikipedia.org · en.wikipedia.org
  36. navan.com · navan.com
  37. ramp.com · ramp.com
  38. resources.rework.com · resources.rework.com
  39. www.emburse.com · www.emburse.com
  40. marketplace.intacct.com · marketplace.intacct.com
  41. ramp.com · ramp.com
  42. www.g2.com · www.g2.com
  43. navan.com · navan.com
  44. www.ciopages.com · www.ciopages.com
  45. www.trustradius.com · www.trustradius.com
  46. www.axios.com · www.axios.com
  47. corporate.visa.com · corporate.visa.com
  48. www.workday.com · www.workday.com
  49. navan.gcs-web.com · navan.gcs-web.com
  50. cfoleadership.com · cfoleadership.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
top enterprise expense software — click to focus this topictop enterprise expense softwareenterprise software vendor comparisons — click to focus this topicenterprise software vendor compar…enterprise vendor specific features — click to focus this topicenterprise vendor specific featur…corporate spend and te platforms — click to focus this topiccorporate spend and te platformsenterprise software erp integrations — click to focus this topicenterprise software erp integrati…essential features and workflows — click to focus this topicessential features and workflowssecurity and implementation requirements — click to focus this topicsecurity and implementation requi…global and multi currency compliance — click to focus this topicglobal and multi currency complia…
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

55 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
sap concur vs coupa vs navan enterprise
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to compare the leading enterprise expense management market leaders side-by-side.Comparisoncomparison_tableenterprise software vendor comparisons3x
of 5
expense management software with NetSuite and SAP ERP integration
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user needs to know which expense tools integrate seamlessly with major enterprise resource planning (ERP) systems.Comparisonproduct_spec_sheetenterprise software erp integrations3x
of 5
top enterprise expense management platforms
REFORMULATION
Google ↗
AI Mode ↗
The user wants a curated list of the highest-rated expense tracking tools built for large organizations.Comparisonreview_rounduptop enterprise expense software2x
of 5
top enterprise expense management software
REFORMULATION
Google ↗
AI Mode ↗
The user wants a direct list of the highest-rated expense management platforms suitable for large organizations.Comparisonreview_rounduptop enterprise expense software2x
of 5
corporate T&E software solutions for large companies
REFORMULATION
Google ↗
AI Mode ↗
The user is looking for travel and expense software tailored to the scale of a large corporation.Comparisonbuyers_guidecorporate spend and te platforms2x
of 5
gartner magic quadrant enterprise expense management
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user seeks authoritative industry analyst rankings for enterprise spend and expense software.Other / navigationalpdf_whitepaperenterprise software erp integrations2x
of 5
Gartner Magic Quadrant travel and expense management software
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user wants authoritative industry analyst rankings for enterprise expense software.Comparisonpdf_whitepaperenterprise software erp integrations2x
of 5
enterprise expense management software pricing models
RELATED
Google ↗
AI Mode ↗
The user wants to understand how enterprise expense tools charge, such as per-active-user fees versus per-report or free card-based models.Comparisonpricing_pagetop enterprise expense software2x
of 5
top enterprise expense reporting software
REFORMULATION
Google ↗
AI Mode ↗
The user wants a curated list of the leading expense management platforms designed for large organizations.Comparisonreview_rounduptop enterprise expense software1x
of 5
corporate spend management solutions for large companies
REFORMULATION
Google ↗
AI Mode ↗
The user is looking for comprehensive systems that handle overall corporate spending, not just individual employee expenses.Comparisonbuyers_guidecorporate spend and te platforms1x
of 5
corporate T&E management platforms for large companies
REFORMULATION
Google ↗
AI Mode ↗
The user is looking for travel and expense software tailored to corporate-scale operations.Comparisonbuyers_guidecorporate spend and te platforms1x
of 5
corporate spend and T&E management platforms for large companies
REFORMULATION
Google ↗
AI Mode ↗
The user is looking for comprehensive travel and expense (T&E) or spend management systems using industry-standard terminology.Consequencebuyers_guidecorporate spend and te platforms1x
of 5
enterprise expense management software integration with ERP NetSuite SAP
IMPLICIT
Google ↗
AI Mode ↗
The user wants to know which expense tools seamlessly sync data with major enterprise resource planning systems.Comparisonproduct_spec_sheetenterprise software erp integrations1x
of 5
SAP Concur vs Navan vs Coupa for enterprise
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to compare the top three market leaders in the enterprise expense management space.Comparisoncomparison_tableenterprise software vendor comparisons1x
of 5
Brex vs Ramp enterprise capabilities
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to know how modern spend management challengers compare when scaled to enterprise requirements.Comparisonweb_articleenterprise software vendor comparisons1x
of 5
Brex vs Ramp for enterprise expense management
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to compare two modern, card-first expense management platforms to see which is better suited for an enterprise.Comparisoncomparison_tableenterprise software vendor comparisons1x
of 5
brex vs ramp for enterprise
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to compare modern, card-first expense management challengers to see which is better suited for an enterprise environment.Comparisonweb_articleenterprise software vendor comparisons1x
of 5
global multi-currency expense reimbursement compliance features
IMPLICIT
Google ↗
AI Mode ↗
The user needs to ensure the software can handle international tax laws, VAT, and multiple currencies for a global workforce.Comparisonchecklistglobal and multi currency compliance1x
of 5
ramp vs brex for enterprise expense management
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to evaluate modern corporate card and spend management platforms to see which scales better for enterprises.Comparisonweb_articleenterprise software vendor comparisons1x
of 5
Gartner Magic Quadrant expense management software
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user wants authoritative, analyst-vetted rankings of enterprise expense software.Comparisonpdf_whitepaperenterprise software erp integrations1x
of 5
corporate credit card and spend management platforms
RELATED
Google ↗
AI Mode ↗
The user wants to explore comprehensive spend management tools that bundle corporate cards with expense tracking.Comparisonweb_articlecorporate spend and te platforms1x
of 5
enterprise expense software pricing models per active user
RELATED
Google ↗
AI Mode ↗
The user wants to understand how enterprise expense tools structure their contracts and per-seat licensing costs.Comparisonpricing_pagetop enterprise expense software1x
of 5
expense software that integrates with netsuite and workday
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user needs to know which expense tools seamlessly connect with standard enterprise ERP and HRIS systems.Comparisonproduct_spec_sheetenterprise software erp integrations1x
of 5
global expense management multi currency and vat compliance
IMPLICIT
Google ↗
AI Mode ↗
The user wants to ensure the software can handle international workforce expenses, multiple currencies, and global tax laws.Reasonchecklistglobal and multi currency compliance1x
of 5
global multi-currency expense reimbursement compliance
IMPLICIT
Google ↗
AI Mode ↗
The user wants to ensure the software can handle international tax laws, multiple currencies, and global workforce reimbursements.Reasonweb_articleglobal and multi currency compliance1x
of 5
global multi-currency expense software tax compliance VAT
IMPLICIT
Google ↗
AI Mode ↗
The user wants to ensure the software can handle international workforce expenses, multiple currencies, and global tax laws.Other / navigationalweb_articleglobal and multi currency compliance1x
of 5
SAP Concur vs Navan vs Ramp for enterprise
COMPARATIVE
Google ↗
AI Mode ↗
The user wants a head-to-head comparison between legacy enterprise leaders and modern challenger platforms.Comparisoncomparison_tableenterprise software vendor comparisons1x
of 5
global multi currency expense management tax compliance
IMPLICIT
Google ↗
AI Mode ↗
The user wants to ensure the software can handle international subsidiaries, foreign currencies, and regional tax laws like VAT.Reasonchecklistglobal and multi currency compliance1x
of 5
how to choose an enterprise expense management system
RELATED
Google ↗
AI Mode ↗
The user wants a framework or criteria list to evaluate different software options for their company.Comparisonchecklisttop enterprise expense software1x
of 5
enterprise expense management implementation timeline and security
IMPLICIT
Google ↗
AI Mode ↗
The user wants to understand the operational lift required to deploy the software and what security certifications (like SOC 2) it holds.Reasonfaq_pagesecurity and implementation requirements1x
of 5
security and compliance requirements for enterprise spend software
IMPLICIT
Google ↗
AI Mode ↗
The user wants to verify that the expense platforms meet strict corporate security standards like SOC 2, GDPR, and ISO.Reasonfaq_pagesecurity and implementation requirements1x
of 5
enterprise expense software security compliance SOC2 GDPR
IMPLICIT
Google ↗
AI Mode ↗
The user needs to verify which platforms meet strict corporate data security and privacy standards.Reasonfaq_pagesecurity and implementation requirements1x
of 5
Brex vs Coupa spend management comparison
COMPARATIVE
Google ↗
AI Mode ↗
The user is comparing a card-first spend platform against a comprehensive procurement and expense suite.Comparisoncomparison_tableenterprise software vendor comparisons1x
of 5
enterprise expense management software RFP template requirements
RELATED
Google ↗
AI Mode ↗
The user is looking for a checklist of features and criteria to include when issuing a Request for Proposal to vendors.Instructionchecklistessential features and workflows1x
of 5
automated corporate travel and expense t&e software
RELATED
Google ↗
AI Mode ↗
The user is looking for unified platforms that book corporate travel in addition to managing the resulting expenses.Comparisonweb_articlecorporate spend and te platforms1x
of 5
corporate card integration vs reimbursement software
RELATED
Google ↗
AI Mode ↗
The user wants to understand the difference between platforms that require switching corporate cards versus those that integrate with existing bank feeds.Comparisonweb_articlecorporate spend and te platforms1x
of 5
G2 Grid best enterprise expense management systems
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user wants to see crowdsourced peer reviews and satisfaction ratings from other enterprise users.Comparisondatasettop enterprise expense software1x
of 5
average cost of enterprise expense management software per user
RELATED
Google ↗
AI Mode ↗
The user wants to understand the pricing models and budget required for an enterprise deployment.Reasonpricing_pagetop enterprise expense software1x
of 5
corporate credit card and expense management combined platforms
RELATED
Google ↗
AI Mode ↗
The user is exploring unified platforms that offer both corporate payment cards and automated expense tracking.Comparisonbuyers_guidecorporate spend and te platforms1x
of 5
enterprise corporate card programs with spend controls
RELATED
Google ↗
AI Mode ↗
The user wants to learn about physical and virtual corporate cards that enforce expense policies before money is spent.Comparisonbuyers_guidecorporate spend and te platforms1x
of 5
best expense software for CFOs looking to automate audit compliance
PERSONALIZED
Google ↗
AI Mode ↗
A finance executive wants to find software that uses AI to automatically flag out-of-policy spend and reduce manual auditing.Comparisoncase_studyessential features and workflows1x
of 5
ROI of automating expense management for large enterprises
RELATED
Google ↗
AI Mode ↗
The user wants data or examples showing the financial benefits and time savings of implementing these tools.Consequencecase_studycorporate spend and te platforms1x
of 5
expense management software for CFOs reducing maverick spend
PERSONALIZED
Google ↗
AI Mode ↗
A finance executive wants to find software that enforces policy controls and stops unauthorized employee spending.Comparisoncase_studytop enterprise expense software1x
of 5
enterprise expense software pricing per active user
RELATED
Google ↗
AI Mode ↗
The user wants to understand the cost structures and licensing models for enterprise-tier expense tools.Reasonpricing_pagetop enterprise expense software1x
of 5
automated expense report software for 1000+ employees
PERSONALIZED
Google ↗
AI Mode ↗
The user is looking for software specifically proven to handle the scale and workflow complexity of a workforce with over a thousand employees.Comparisoncase_studytop enterprise expense software1x
of 5
automated receipt scanning expense app for frequent corporate travelers
PERSONALIZED
Google ↗
AI Mode ↗
The user is looking for a tool with a frictionless mobile experience so employees actually submit expenses on time.Other / navigationaltutorial_video/transcriptessential features and workflows1x
of 5
best corporate card and expense software for 1000+ employees
PERSONALIZED
Google ↗
AI Mode ↗
The user wants recommendations specifically tailored to the operational scale of a company with over a thousand employees.Comparisonreview_rounduptop enterprise expense software1x
of 5
expense management software for large companies with 5000+ employees
PERSONALIZED
Google ↗
AI Mode ↗
The user wants software specifically proven to scale to thousands of users without performance or administrative bottlenecks.Comparisonreview_rounduptop enterprise expense software1x
of 5
best expense software for enterprise CFOs Reddit
PERSONALIZED
Google ↗
AI Mode ↗
The user wants unfiltered peer reviews and recommendations from finance executives and admins who actually use these systems at scale.Comparisonforum/qnatop enterprise expense software1x
of 5
best enterprise expense tool according to finance directors reddit
PERSONALIZED
Google ↗
AI Mode ↗
The user wants unfiltered, peer-level reviews from actual finance professionals who use these tools daily.Comparisonforum/qnatop enterprise expense software1x
of 5
reddit best enterprise expense software
COMPARATIVE
Google ↗
AI Mode ↗
The user wants unfiltered, real-world feedback and comparisons from actual finance admins and end-users.Comparisonforum/qnatop enterprise expense software1x
of 5
how to evaluate and implement enterprise expense management systems
IMPLICIT
Google ↗
AI Mode ↗
The user wants to know the steps required to transition a large organization to a new expense platform without disrupting operations.Instructionhow_to_stepstop enterprise expense software1x
of 5
what expense software do Fortune 500 CFOs recommend
PERSONALIZED
Google ↗
AI Mode ↗
The user wants peer discussions and candid feedback from finance executives at massive companies.Comparisonforum/qnatop enterprise expense software1x
of 5
what reddit finance pros recommend for enterprise expense reporting
PERSONALIZED
Google ↗
AI Mode ↗
The user wants unfiltered, honest opinions from finance and accounting professionals about which tools actually work well.Comparisonforum/qnatop enterprise expense software1x
of 5
expense management software for 5000+ employees
PERSONALIZED
Google ↗
AI Mode ↗
The user is looking for case studies or proof that a software can scale to support a massive workforce without performance degradation.Comparisoncase_studytop enterprise expense software1x
of 5

Tokens & cost

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

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-4-argonReal-search passes24522,8002$0.057
gemini-4-argonSimulated passes55,0358,714—$0.097
gpt-6.1-solReal-search passes250,6321,804416 thinking16$0.279
gpt-6.1-solSimulated passes52,9658,5361,110 thinking—$0.091
gemini-3.5-flash-liteNaming clusters1930231—$0.0009
Total1560,01422,08518$0.526

Billed to your own API keys. Estimated from the providers' list prices (checked 2026-10-30); 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.

0306012345
GeminiOpenAIx = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-4-argon · real search1—121.4226 / 1,265 · 1 searches
gemini-4-argon · real search2—131.9226 / 1,535 · 1 searches
gemini-4-argon1131324.81,007 / 1,758
gemini-4-argon2131326.21,007 / 1,770
gemini-4-argon3131320.21,007 / 1,707
gemini-4-argon4131324.91,007 / 1,677
gemini-4-argon5131322.91,007 / 1,802
gpt-6.1-sol · real search1—725.221,277 / 863 · 7 searches
gpt-6.1-sol · real search2—932.329,355 / 941 · 9 searches
gpt-6.1-sol1141433.9593 / 1,715
gpt-6.1-sol2141432.5593 / 1,649
gpt-6.1-sol3141433.1593 / 1,777
gpt-6.1-sol4141431.6593 / 1,687
gpt-6.1-sol5141432.4593 / 1,708
What is the best expense management software for enterprises? — Query fan-out · queryfanout.com