Finance Software Shows Where Consensus Ends and Evidence Begins
This week's Finance report separates assistant agreement, recommendation rank, and evidence volume across ten markets instead of treating them as interchangeable signals.
This week's edition covers all ten Finance categories and keeps Best, Most Affordable, Easiest to Set Up, and Rising as separate category-relative rankings. Finance rewards precision. A category leader may be clear, yet the evidence footprint and assistant pattern can tell buyers whether that result is broadly repeated or narrowly carried. This week's report treats those as separate observations.
Sources count distinct cited pages. Mentions count verified product-page occurrences. This week's Finance snapshot contains 134 ranked products, 1,042 Sources and 2,808 Mentions across the completed edition.
Accounting
Open the complete Accounting Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 |  QuickBooks Online | 95 | 1 | 1 | 1 | — | 19 | 32 |
| 2 | 53 | 2 | 2 | 2 | 1 | 1 | 3 | |
| 3 | 28 | 4 | 3 | 3 | 5 | 26 | 33 |
QuickBooks Online leads at Best AIQ 95. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1. It has no category rank from Perplexity in this scope. It records 19 Sources and 32 Mentions in this scope. Xero is second at Best AIQ 53. Its assistant positions are ChatGPT #2, Gemini #2, Claude #2, Perplexity #1. It records 1 Source and 3 Mentions in this scope.
FreshBooks is third at Best AIQ 28. Its assistant positions are ChatGPT #4, Gemini #3, Claude #3, Perplexity #5. It records 26 Sources and 33 Mentions in this scope.
QuickBooks Online holds #1, which gives the category continuity at the top. Behind it, Xero and
FreshBooks show that the next decision is less settled than the headline rank alone suggests.
Most Affordable is led by 
Wave at category-relative AIQ 83. Its assistant positions are ChatGPT #1, Gemini #3, Claude #1, Perplexity #1. It records 2 Sources and 4 Mentions in this scope.
Easiest to Set Up is led by Wave at category-relative AIQ 65. Its assistant positions are ChatGPT #2, Gemini #1, Claude #2, Perplexity #1. It records 2 Sources and 4 Mentions in this scope.
Rising is led by 
Rillet at category-relative AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 2 Sources and 2 Mentions in this scope.
Three prompts, 2 leaders: Wave for Most Affordable, Wave for Easiest to Set Up, and Rillet for Rising. That is a buying map, not a combined scorecard.
Subscription Billing
Open the complete Subscription Billing Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 | 65 | 1 | — | 3 | 1 | 28 | 36 | |
| 2 | 45 | 2 | — | 1 | 2 | 30 | 36 | |
| 3 | 19 | 4 | — | 4 | 3 | 27 | 34 |
Stripe Billing leads at Best AIQ 65. Its assistant positions are ChatGPT #1, Claude #3, Perplexity #1. It has no category rank from Gemini in this scope. It records 28 Sources and 36 Mentions in this scope.
Chargebee is second at Best AIQ 45. Its assistant positions are ChatGPT #2, Claude #1, Perplexity #2. It has no category rank from Gemini in this scope. It records 30 Sources and 36 Mentions in this scope.
Recurly is third at Best AIQ 19. Its assistant positions are ChatGPT #4, Claude #4, Perplexity #3. It has no category rank from Gemini in this scope. It records 27 Sources and 34 Mentions in this scope.
Stripe Billing holds #1. The 46-point gap to third makes this a contest worth reading beyond first place. The leader appears in 3 of 4 assistant lists.
Easiest to Set Up is led by Stripe Billing at category-relative AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, Perplexity #1. It records 28 Sources and 36 Mentions in this scope.
Rising is led by Orb at category-relative AIQ 64. Its assistant positions are ChatGPT #1, Claude #2, Perplexity #3. It has no category rank from Gemini in this scope. It records 1 Source and 3 Mentions in this scope.
Most Affordable is led by Square Subscriptions at category-relative AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 2 Sources and 2 Mentions in this scope.
The category changes character when the question changes. Square Subscriptions owns the value answer,
Stripe Billing the setup answer, and
Orb the Rising answer. Best remains a separate recommendation set.
Spend Management
Open the complete Spend Management Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 | 55 | 1 | — | — | — | 2 | 3 | |
| 2 | 38 | 3 | — | 1 | 1 | 1 | 3 | |
| 3 | 35 | 2 | — | 3 | 2 | 11 | 13 |
SAP Ariba leads at Best AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 2 Sources and 3 Mentions in this scope.
Ramp is second at Best AIQ 38. Its assistant positions are ChatGPT #3, Claude #1, Perplexity #1. It has no category rank from Gemini in this scope. It records 1 Source and 3 Mentions in this scope.
SAP Concur is third at Best AIQ 35. Its assistant positions are ChatGPT #2, Claude #3, Perplexity #2. It has no category rank from Gemini in this scope. It records 11 Sources and 13 Mentions in this scope.
The assistant columns are the useful detail here. SAP Ariba reaches first with coverage from 1 of 4 assistants.
Ramp and
SAP Concur complete a podium separated by 20 AIQ points from first to third.
Rising is led by Ramp at category-relative AIQ 85. Its assistant positions are ChatGPT #1, Gemini #1, Perplexity #1. It has no category rank from Claude in this scope. It records 1 Source and 3 Mentions in this scope.
Most Affordable is led by Ramp at category-relative AIQ 98. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, Perplexity #2. It records 1 Source and 3 Mentions in this scope.
Easiest to Set Up is led by Ramp at category-relative AIQ 73. Its assistant positions are ChatGPT #1, Claude #1, Perplexity #2. It has no category rank from Gemini in this scope. It records 1 Source and 3 Mentions in this scope.
The constraint-specific map breaks away from Best. Most Affordable points to Ramp, Easiest to Set Up to
Ramp, and Rising to
Ramp. Value and implementation converge on one product, but momentum does not.
AP Automation
Open the complete AP Automation Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 | 90 | 1 | 1 | 2 | 2 | 24 | 31 | |
| 2 |  BILL | 40 | 5 | 2 | 1 | 4 | 23 | 29 |
| 3 |  Stampli | 35 | 3 | 3 | 5 | 1 | 19 | 28 |
Tipalti leads at Best AIQ 90. Its assistant positions are ChatGPT #1, Gemini #1, Claude #2, Perplexity #2. It records 24 Sources and 31 Mentions in this scope.
BILL is second at Best AIQ 40. Its assistant positions are ChatGPT #5, Gemini #2, Claude #1, Perplexity #4. It records 23 Sources and 29 Mentions in this scope. Stampli is third at Best AIQ 35. Its assistant positions are ChatGPT #3, Gemini #3, Claude #5, Perplexity #1. It records 19 Sources and 28 Mentions in this scope.
Evidence volume and rank do not collapse into the same measure. Tipalti has the largest Top 3 Sources footprint, while
Tipalti leads the Best ranking with 24 Sources and 31 Mentions. The ranking uses recommendation position, not evidence volume.
Most Affordable is led by 
Melio at category-relative AIQ 61. Its assistant positions are ChatGPT #3, Gemini #1, Claude #1, Perplexity #2. It records 13 Sources and 15 Mentions in this scope.
Easiest to Set Up is led by Melio at category-relative AIQ 60. Its assistant positions are ChatGPT #1, Claude #3. It has no category rank from Gemini, Perplexity in this scope. It records 13 Sources and 15 Mentions in this scope.
Rising is led by Vic.ai at category-relative AIQ 70. Its assistant positions are ChatGPT #1, Claude #1. It has no category rank from Gemini, Perplexity in this scope. It records 2 Sources and 3 Mentions in this scope.
Two practical questions converge on Melio: Most Affordable and Easiest to Set Up. Rising then turns to Vic.ai. None of those answers should be blended into the Best result.
Travel & Expense
Open the complete Travel & Expense Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 | 100 | 1 | 1 | 1 | 1 | 25 | 34 | |
| 2 | 43 | 2 | 3 | 2 | — | 17 | 30 | |
| 3 | 30 | 3 | 4 | 3 | — | 1 | 5 |
SAP Concur leads at Best AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, Perplexity #1. It records 25 Sources and 34 Mentions in this scope.
Navan is second at Best AIQ 43. Its assistant positions are ChatGPT #2, Gemini #3, Claude #2. It has no category rank from Perplexity in this scope. It records 17 Sources and 30 Mentions in this scope.
Ramp is third at Best AIQ 30. Its assistant positions are ChatGPT #3, Gemini #4, Claude #3. It has no category rank from Perplexity in this scope. It records 1 Source and 5 Mentions in this scope.
Read this as a layered shortlist. First and third are 70 AIQ points apart. SAP Concur holds #1. The full table matters because each assistant contributes a distinct ordering.
Easiest to Set Up is led by Expensify at category-relative AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, Perplexity #1. It records 27 Sources and 42 Mentions in this scope.
Rising is led by 
Mesh Payments at category-relative AIQ 70. Its assistant positions are ChatGPT #1, Claude #1. It has no category rank from Gemini, Perplexity in this scope. It records 1 Source and 4 Mentions in this scope.
Most Affordable is led by Ramp at category-relative AIQ 60. Its assistant positions are ChatGPT #1, Claude #4, Perplexity #4. It has no category rank from Gemini in this scope. It records 1 Source and 5 Mentions in this scope.
Best is only the opening answer in this category. Buyers asking about price get Ramp; those asking about setup get
Expensify; the emerging-product prompt returns
Mesh Payments. The separation is the point of the four-ranking format.
FP&A
Open the complete FP&A Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 |  Anaplan | 65 | 1 | — | 2 | 2 | 24 | 37 |
| 2 | 43 | 2 | — | 1 | — | 18 | 22 | |
| 3 | 21 | 3 | — | 5 | — | 21 | 33 |
Anaplan leads at Best AIQ 65. Its assistant positions are ChatGPT #1, Claude #2, Perplexity #2. It has no category rank from Gemini in this scope. It records 24 Sources and 37 Mentions in this scope. Workday Adaptive Planning is second at Best AIQ 43. Its assistant positions are ChatGPT #2, Claude #1. It has no category rank from Gemini, Perplexity in this scope. It records 18 Sources and 22 Mentions in this scope.
Planful is third at Best AIQ 21. Its assistant positions are ChatGPT #3, Claude #5. It has no category rank from Gemini, Perplexity in this scope. It records 21 Sources and 33 Mentions in this scope.
Anaplan holds #1, which gives the category continuity at the top. Behind it, Workday Adaptive Planning and
Planful show that the next decision is less settled than the headline rank alone suggests.
Rising is led by 
Pigment at category-relative AIQ 60. Its assistant positions are ChatGPT #1, Claude #4, Perplexity #6. It has no category rank from Gemini in this scope. It records 13 Sources and 23 Mentions in this scope.
Most Affordable is led by 
Futrli at category-relative AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 1 Source and 1 Mention in this scope.
Easiest to Set Up is led by 
Cube at category-relative AIQ 60. Its assistant positions are ChatGPT #1, Claude #7, Perplexity #2. It has no category rank from Gemini in this scope. It records 1 Source and 3 Mentions in this scope.
Three prompts, 3 leaders: Futrli for Most Affordable, Cube for Easiest to Set Up, and Pigment for Rising. That is a buying map, not a combined scorecard.
Sales Tax Compliance
Open the complete Sales Tax Compliance Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 | 55 | 1 | — | — | — | 7 | 13 | |
| 2 | 49 | 2 | 2 | 2 | 3 | 25 | 49 | |
| 3 | 45 | — | 1 | 1 | 1 | 33 | 72 |
Avalara AvaTax leads at Best AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 7 Sources and 13 Mentions in this scope.
Vertex is second at Best AIQ 49. Its assistant positions are ChatGPT #2, Gemini #2, Claude #2, Perplexity #3. It records 25 Sources and 49 Mentions in this scope.
Avalara is third at Best AIQ 45. Its assistant positions are Gemini #1, Claude #1, Perplexity #1. It has no category rank from ChatGPT in this scope. It records 33 Sources and 72 Mentions in this scope.
Avalara AvaTax holds #1. The 10-point gap to third makes this a contest worth reading beyond first place. The leader appears in 1 of 4 assistant lists.
Most Affordable is led by 
Easiest to Set Up is led by Stripe Tax at category-relative AIQ 85. Its assistant positions are ChatGPT #1, Gemini #2, Claude #1, Perplexity #2. It records 15 Sources and 29 Mentions in this scope.
Rising is led by 
Anrok at category-relative AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, Perplexity #1. It records 20 Sources and 45 Mentions in this scope.
The category changes character when the question changes. Stripe Tax the setup answer, and
Anrok the Rising answer. Best remains a separate recommendation set.
Procurement
Open the complete Procurement Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 | 55 | 1 | — | — | — | 17 | 19 | |
| 2 |  Ivalua | 48 | 2 | 2 | 2 | — | 10 | 11 |
| 3 | 44 | 3 | 3 | 1 | 2 | 8 | 9 |
SAP Ariba leads at Best AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 17 Sources and 19 Mentions in this scope.
Ivalua is second at Best AIQ 48. Its assistant positions are ChatGPT #2, Gemini #2, Claude #2. It has no category rank from Perplexity in this scope. It records 10 Sources and 11 Mentions in this scope. JAGGAER is third at Best AIQ 44. Its assistant positions are ChatGPT #3, Gemini #3, Claude #1, Perplexity #2. It records 8 Sources and 9 Mentions in this scope.
The assistant columns are the useful detail here. SAP Ariba reaches first with coverage from 1 of 4 assistants.
Ivalua and JAGGAER complete a podium separated by 11 AIQ points from first to third.
Easiest to Set Up is led by 
ProcurementFlow at category-relative AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 2 Sources and 2 Mentions in this scope.
Rising is led by 
Zip at category-relative AIQ 70. Its assistant positions are ChatGPT #1, Claude #1. It has no category rank from Gemini, Perplexity in this scope. It records 3 Sources and 3 Mentions in this scope.
Most Affordable is led by Odoo Purchase at category-relative AIQ 70. Its assistant positions are ChatGPT #1, Claude #1. It has no category rank from Gemini, Perplexity in this scope. It records 2 Sources and 3 Mentions in this scope.
The constraint-specific map breaks away from Best. Most Affordable points to Odoo Purchase, Easiest to Set Up to
ProcurementFlow, and Rising to Zip. Each prompt produces its own leader.
Financial Close
Open the complete Financial Close Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 |  FloQast | 96 | 1 | 1 | 1 | 4 | 25 | 32 |
| 2 | 38 | 3 | 2 | 3 | 2 | 13 | 15 | |
| 3 |  Trintech Cadency | 35 | 2 | — | 2 | — | 4 | 6 |
FloQast leads at Best AIQ 96. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, Perplexity #4. It records 25 Sources and 32 Mentions in this scope. OneStream is second at Best AIQ 38. Its assistant positions are ChatGPT #3, Gemini #2, Claude #3, Perplexity #2. It records 13 Sources and 15 Mentions in this scope.
Trintech Cadency is third at Best AIQ 35. Its assistant positions are ChatGPT #2, Claude #2. It has no category rank from Gemini, Perplexity in this scope. It records 4 Sources and 6 Mentions in this scope.
Evidence volume and rank do not collapse into the same measure. FloQast has the largest Top 3 Sources footprint, while FloQast leads the Best ranking with 25 Sources and 32 Mentions. The ranking uses recommendation position, not evidence volume.
Rising is led by 
Numeric at category-relative AIQ 88. Its assistant positions are ChatGPT #1, Gemini #2, Claude #1, Perplexity #1. It records 14 Sources and 18 Mentions in this scope.
Most Affordable is led by 
Double at category-relative AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 5 Sources and 6 Mentions in this scope.
Easiest to Set Up is led by FloQast at category-relative AIQ 68. Its assistant positions are ChatGPT #2, Gemini #1, Claude #1. It has no category rank from Perplexity in this scope. It records 25 Sources and 32 Mentions in this scope.
Budget favors Double, while implementation favors FloQast. Rising then turns to Numeric. None of those answers should be blended into the Best result.
Equity Management
Open the complete Equity Management Best ranking| Rank | Product | AIQ | ChatGPT | Gemini | Claude | Perplexity | Sources | Mentions |
|---|---|---|---|---|---|---|---|---|
| 1 | 100 | 1 | 1 | 1 | 1 | 38 | 65 | |
| 2 | 45 | 2 | 2 | 6 | 2 | 32 | 53 | |
| 3 |  Ledgy | 29 | 3 | 4 | 5 | 3 | 23 | 33 |
Carta leads at Best AIQ 100. Its assistant positions are ChatGPT #1, Gemini #1, Claude #1, Perplexity #1. It records 38 Sources and 65 Mentions in this scope.
Pulley is second at Best AIQ 45. Its assistant positions are ChatGPT #2, Gemini #2, Claude #6, Perplexity #2. It records 32 Sources and 53 Mentions in this scope.
Ledgy is third at Best AIQ 29. Its assistant positions are ChatGPT #3, Gemini #4, Claude #5, Perplexity #3. It records 23 Sources and 33 Mentions in this scope.
Read this as a layered shortlist. First and third are 71 AIQ points apart. Carta holds #1. The full table matters because each assistant contributes a distinct ordering.
Most Affordable is led by Tenacap at category-relative AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 1 Source and 1 Mention in this scope.
Easiest to Set Up is led by 
Cake Equity at category-relative AIQ 56. Its assistant positions are ChatGPT #2, Gemini #1, Claude #4. It has no category rank from Perplexity in this scope. It records 16 Sources and 23 Mentions in this scope.
Rising is led by 
Mantle at category-relative AIQ 55. Its assistant position is ChatGPT #1. It has no category rank from Gemini, Claude, Perplexity in this scope. It records 3 Sources and 4 Mentions in this scope.
Best is only the opening answer in this category. Buyers asking about price get Tenacap; those asking about setup get
Cake Equity; the emerging-product prompt returns Mantle. The separation is the point of the four-ranking format.
The Finance readout
Finance remains a category-by-category market, not one software race. Where assistants converge, the shortlist is crisp; where they split, the direct question matters more than the headline rank. The three largest category Mention footprints are Sales Tax Compliance at 477, Travel & Expense at 347, FP&A at 347.
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