| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Financial modeling and scenario planning | Planning and analysis | 9% | 5 of 77 | 15% | 13 | accepted challenger | ▼−6Since September 2026: 13% → 7%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash flow forecasting | Treasury and cash | 0% | 92 of 101 | 50% | 4 | under 10 labels · led by Agicap at 13% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Corporate performance management | Planning and analysis | 0% | 79 of 99 | 50% | 2 | under 10 labels · led by Planful at 22% | newNew since September 2026: not ranked then, 0% now. |
| Financial reporting and dashboards | Planning and analysis | 0% | 87 of 105 | 50% | 2 | under 10 labels · led by Sage Intacct at 33% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| FP&A platforms | Planning and analysis | 0% | 29 of 74 | 0% | 2 | under 10 labels · led by Planful at 20% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Account reconciliation | Accounting and close | 0% | 79 of 82 | 100% | 1 | under 10 labels · led by FloQast at 33% | newNew since September 2026: not ranked then, 0% now. |
| Accounting software | Accounting and close | 0% | 46 of 55 | 100% | 1 | under 10 labels · led by Sage Intacct at 44% | newNew since September 2026: not ranked then, 0% now. |
| Board and investor reporting | Planning and analysis | 0% | 88 of 99 | 100% | 1 | under 10 labels · led by OnBoard at 26% | newNew since September 2026: not ranked then, 0% now. |
| Entity management | Equity and corporate | 0% | 69 of 81 | 100% | 1 | under 10 labels · led by Athennian at 41% | newNew since September 2026: not ranked then, 0% now. |
| ESG and carbon reporting | Equity and corporate | 0% | 83 of 110 | 0% | 1 | under 10 labels · led by Greenly at 36% | newNew since September 2026: not ranked then, 0% now. |
| Fixed asset accounting | Accounting and close | 0% | 102 of 107 | 100% | 1 | under 10 labels · led by Sage Fixed Assets at 34% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Internal controls and SOX | Tax and compliance | 0% | 83 of 90 | 100% | 1 | under 10 labels · led by FloQast at 25% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Lease accounting | Accounting and close | 0% | 68 of 71 | 100% | 1 | under 10 labels · led by FinQuery at 29% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| SaaS metrics and analytics | Planning and analysis | 0% | 31 of 78 | 0% | 1 | under 10 labels · led by ChartMogul at 49% | newNew since September 2026: not ranked then, 0% now. |
| Supplier management | Spend and procurement | 0% | 75 of 111 | 0% | 1 | under 10 labels · led by Precoro at 14% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Financial modeling | 13% | 7% | ▼−6Since September 2026: 13% → 7%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 → 5 of 77 |
| Cash flow forecasting | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 44 → 92 of 101 |
| Corporate performance ma | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 79 of 99, unchanged |
| Financial reporting | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 125 → 87 of 105 |
| FP&A platforms | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 26 → 29 of 74 |
| Account reconciliation | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 79 of 82, unchanged |
| Accounting software | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 46 of 55, unchanged |
| Board | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 88 of 99, unchanged |
| Entity management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 69 of 81, unchanged |
| ESG and carbon reporting | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 83 of 110, unchanged |
| Fixed asset accounting | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 88 → 102 of 107 |
| Internal controls | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 65 → 83 of 90 |
| Lease accounting | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 53 → 68 of 71 |
| SaaS metrics | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 31 of 78, unchanged |
| Supplier management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 75 of 111, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 7 | 10 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.1 Fast | 1 | 0 | 0 | 2 | 3 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 1 | 0 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 0 | 2 | 1 | 4 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 0 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“starting with Google Sheets or Excel and upgrading to a dedicated tool ... is the most cost-effective approach” Kimi K2 · Financial modeling · budget prompt · first choice
“Best low-budget choice: Google Sheets for a small company building budgets, forecasts, and scenario models” GPT-6 Luna · Financial modeling · budget prompt · first choice
“start with Microsoft Excel or Google Sheets if you need a simple, flexible solution” Mistral Small · Financial modeling · budget prompt · first choice
“the best financial modeling software is typically Google Sheets (completely free)” Grok 4.1 Fast · Financial modeling · budget prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“"Spreadsheets like Excel and Google Sheets are brilliant tools... Where they become dangerous is when temporary spreadsheets slowly turn into permanent business systems"” Muse Glimmer 30B · Financial reporting · negative prompt · hard negative
“The "Spreadsheet Trap" (Excel or Google Sheets)... Why to avoid: Research shows that up to 88% of spreadsheets used for asset tracking contain major data errors.” Gemini 3.5 Flash · Fixed asset accounting · negative prompt · hard negative
“Many finance teams rely on complex, custom Excel or Google Sheets templates as their primary "reconciliation tool"... Why to avoid” Gemini 3.5 Flash · Account reconciliation · negative prompt · hard negative
“Spreadsheets (Microsoft Excel / Google Sheets) as Primary Ledgers ... should be avoided as a primary bookkeeping tool” Qwen 3.7 Flash · Accounting software · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 100 of the 114 answers that named Google Sheets and are not a share of its labels.
182 of the 182 domain citations in answers naming Google Sheets came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 707 | undated | |||
| Blog | 372 | 0 | 2018-12-13 | ||
| Glossary or explainer | 51 | 0 | 2018-12-13 | ||
| Comparison | 35 | undated | |||
| News or press | 34 | undated | |||
| Template or tool | 1 | undated | |||
| Podcast or video | 1 | undated |
Every page google.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Google Sheets's own pages state, read October 5, 2026: workspace.google.com/products/sheets, google.com, google.com/adwords/express/pricing, google.com/admob/platform.html. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Google Sheets's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Google Sheets, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Google Sheets by email, built from the raw record of the edition. It shows: