Index › Finance › Accounting and close › Fixed asset accounting › Small business · November 2026 Edition
Fixed asset accounting for small business buyers
Asked as “fixed asset accounting software”, and as “asset depreciation tracking tool”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · AssetAccountant 21%
25Xero21AssetAccountant20Fixed Asset Pro34others
25% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Xero (25%) replaces AssetAccountant (31% then, 21% now), 4 points clear, inside the 10-point floor.Xero leads at 25%, replacing AssetAccountant, which led at 31% and stands at 21% now: 4 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Xero25%Contested↗new leaderNew leader since October 2026: Xero (25%) replaces AssetAccountant (31% then, 21% now), 4 points clear, inside the 10-point floor.This pageMid-market
Sage Fixed Assets38%Contested▲+4Since October 2026: 34% → 38%, +4 points. Inside the 10-point floor: within noise.Standing →EnterpriseSage Fixed Assets36%Contested▲+16Since October 2026: 20% → 36%, +16 points. Past the 10-point floor: movement.Standing →
Xero25%Contested↗new leaderNew leader since October 2026: Xero (25%) replaces AssetAccountant (31% then, 21% now), 4 points clear, inside the 10-point floor.This pageMid-marketSage Fixed Assets38%Contested▲+4Since October 2026: 34% → 38%, +4 points. Inside the 10-point floor: within noise.Standing →EnterpriseSage Fixed Assets36%Contested▲+16Since October 2026: 20% → 36%, +16 points. Past the 10-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Xero25%0%44accepted challenger▲+9Since October 2026: 16% → 25%, +9 points. Inside the 10-point floor: within noise.16% → 25%
Xero25%0%44accepted challenger▲+9Since October 2026: 16% → 25%, +9 points. Inside the 10-point floor: within noise.16% → 25%02
AssetAccountant21%0%34accepted challenger▼−10Since October 2026: 31% → 21%, −10 points. Inside the 10-point floor: within noise.31% → 21%
AssetAccountant21%0%34accepted challenger▼−10Since October 2026: 31% → 21%, −10 points. Inside the 10-point floor: within noise.31% → 21%03Fixed Asset Pro20%3%39accepted challenger▲+8Since October 2026: 12% → 20%, +8 points. Inside the 10-point floor: within noise.12% → 20%
04
QuickBooks11%8%37accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 10-point floor: within noise.12% → 11%
QuickBooks11%8%37accepted challenger▼−1Since October 2026: 12% → 11%, −1 point. Inside the 10-point floor: within noise.12% → 11%05Sage Fixed Assets4%19%27accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Sage Fixed Assets4%19%27accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%06EZOfficeInventory2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
07
AssetTiger2%8%12accepted challenger▼−12Since October 2026: 14% → 2%, −12 points. Past the 10-point floor: movement.14% → 2%
AssetTiger2%8%12accepted challenger▼−12Since October 2026: 14% → 2%, −12 points. Past the 10-point floor: movement.14% → 2%Show the five products at 0%, ordered by negative rate
12
Oracle NetSuite0%62%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle NetSuite0%62%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Snipe-IT0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Snipe-IT0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Asset Panda0%11%38accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Asset Panda0%11%38accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%09
UpKeep0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
UpKeep0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
GoCodes0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
GoCodes0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
Sage Fixed Assets vs Fixed Asset ProSage Fixed Assets vs Sage IntacctSage Fixed Assets vs AssetAccountant
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.All twenty-one head-to-head pages: the top seven products, each against each
Sage Fixed Assets vs XeroSage Fixed Assets vs Oracle NetSuiteSage Fixed Assets vs QuickBooksFixed Asset Pro vs Sage IntacctFixed Asset Pro vs AssetAccountantFixed Asset Pro vs XeroFixed Asset Pro vs Oracle NetSuiteFixed Asset Pro vs QuickBooksSage Intacct vs AssetAccountantSage Intacct vs XeroSage Intacct vs Oracle NetSuiteSage Intacct vs QuickBooksAssetAccountant vs XeroAssetAccountant vs Oracle NetSuiteAssetAccountant vs QuickBooksXero vs Oracle NetSuiteXero vs QuickBooksOracle NetSuite vs QuickBooks
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102F03
0405E06
070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Xero25%
Xero25%02AssetAccountant21%
AssetAccountant21%03Fixed Asset Pro20%
04QuickBooks11%
QuickBooks11%05Sage Fixed Assets4%
Sage Fixed Assets4%06EZOfficeInventory2%
07AssetTiger2%
AssetTiger2%08Asset Panda0%
Asset Panda0%09UpKeep0%
UpKeep0%10GoCodes0%
GoCodes0%11Snipe-IT0%
Snipe-IT0%12Oracle NetSuite0%
Oracle NetSuite0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Excel
100%
7 of 7 labels negative · 7 of 14 models · 5 hard negative
“Spreadsheets (e.g., Excel or Google Sheets) ... Why avoid or be cautious? They're the most commonly cited pitfall for fixed asset tracking.” Grok 4.20, negative prompt
Oracle NetSuite62%
8 of 13 labels negative · 7 of 14 models · 2 hard negative
“Avoid: Enterprise tools like NetSuite or Odoo unless you're scaling rapidly—they're overkill and pricier.” Grok 4.20, direct prompt
Google Sheets100%
7 of 7 labels negative · 6 of 14 models · 4 hard negative
“Most small businesses start with Excel or Google Sheets for fixed asset tracking. The approach works initially—until it doesn't.” Muse Glimmer 30B, negative prompt
SAP Asset Accounting100%
5 of 5 labels negative · 5 of 14 models · 3 hard negative
“Tools to avoid: SAP Fixed Asset Accounting, Oracle EAM, NetSuite Fixed Assets, IBM Maximo, and Bloomberg Tax Fixed Assets” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 747 links across 120 sites, every framing counted. Ranked by the number of answers carrying the site or page. 46 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
44 answers · 69 citations · 12 models
vendor site · Capterra39 answers · 75 citations · 12 models
36 answers · 38 citations · 10 models
34 answers · 55 citations · 12 models
vendor site · Xero18 answers · 29 citations · 11 models
vendor site · Sage18 answers · 28 citations · 12 models
vendor site · GetApp15 answers · 20 citations · 7 models
vendor site · Bassets15 answers · 16 citations · 10 models
14 answers · 15 citations · 8 models
11 answers · 13 citations · 6 models
vendor site · Netgain11 answers · 11 citations · 6 models
vendor site · GoCodes10 answers · 17 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
36 answers · 10 models
34 answers · 11 models
28 answers · 12 models
23 answers · 9 models
18 answers · 11 models
14 answers · 9 models
14 answers · 6 models
14 answers · 9 models
12 answers · 6 models
11 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best fixed asset accounting software”, “fixed asset accounting software”, “fixed asset tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Xero xero.com Xero 25%, Xero's built-in fixed-asset register 2% | 27% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| AssetAccountant asset.accountant | 21% | 73 | 170 | 3 | 1,629 | 2 | ||
| Fixed Asset Pro | 20% | 110 | 2 | |||||
| QuickBooks quickbooks.ninja | 11% | 288 | 1,000,000 | 54,681 | 253 | |||
| Sage parent site Sage Fixed Assets 4%, Sage 50 Accounting 2% | 5% | 119 | 246,000 | 90,599 | ||||
| QuickBooks parent site QuickBooks Online + AssetAccountant 4% | 4% | 5 | 1,000,000 | 54,681 | ||||
| Canopy | 4% | |||||||
| EZOfficeInventory | 2% | 480 | 0 | |||||
| AssetTiger assettiger.com | 2% | 17 | 2,400 | 50 | 7,006 | 10 | ||
| Zoho zoho.com Zoho Books 2% | 2% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | 8 |
Google's top ten for the three searches hold 19 sites; 5 of them are among the sites the models cited here (asset.accountant, bassets.net, capterra.com, netgain.tech, sage.com). The first result for “best fixed asset accounting software” is tax.thomsonreuters.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best fixed asset accounting software for a small B2B company?”Paraphrase“Which asset depreciation tracking tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top fixed asset tools for a small team and how do they differ?”Budget-constrained“What is the best fixed asset accounting software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a fixed asset accounting software. What should we look at?”Negative“Which fixed asset tools should a small business avoid or be cautious about?”
Claude Haiku 4.5AssetAccountantXeroChangedSortlyagainst: IBM MaximoZoho Inventoryno first choiceagainst: Asset.Guru, Circlr, Oracle NetSuite, nettTracker
Four alternatives
Asset Panda, QuickBooks, WorthIt Fixed Assets, XeroThree alternatives
Asset Panda, AssetAccountant, AssetTigerFour alternatives
Asset Panda, AssetTiger, Snipe-IT, XeroTwo alternatives
AssetAccountant, XeroGPT-5.4 miniFixed Asset ProQuickBooks, Sage Fixed AssetsChangedFixed Asset ProFixed Asset Pro, Zoho Booksagainst: Sage 50 Accountingno first choiceagainst: Excel, Google Sheets
Three alternatives
Bloomberg Tax Fixed Assets, FMIS Fixed Assets, UpKeepFive alternatives
Asset Panda, Bloomberg Tax Fixed Assets, FMIS Fixed Assets, MaintainX, UpKeepTwo alternatives
QuickBooks, StrivenGemini 3.5 FlashAssetAccountant, XeroEZOfficeInventory, XeroChangedAssetTigerAssetTigeragainst: QuickBooksAssetAccountantagainst: Sage Fixed Assetsagainst: Excel, Google Sheets, IBM Maximo, NetSuite Advanced Asset Management, Oracle Fusion, SAP EAM
Three alternatives
Asset Panda, Fixed Asset Pro, Sage Fixed AssetsThree alternatives
Asset Panda, QuickBooks, Sage Fixed AssetsSix alternatives
Asset Panda, AssetAccountant, EZOfficeInventory, GoCodes, NetAsset, SortlyFour alternatives
Google Sheets or Excel Depreciation Template, Snipe-IT, Wave Accounting, XeroFour alternatives
Asset Panda, Built-in Xero Fixed Assets, EZOfficeInventory, NetAssetPerplexity SonarXeroXero's built-in fixed-asset registerChangedSnipe-IT, Sortlyagainst: Asset Panda, Wasp AssetCloudXeroagainst: Asset Panda, NetAsset, Snipe-ITno first choiceagainst: IBM Maximo, Netgain NetAsset, Snipe-IT, Sortly
Four alternatives
AssetAccountant, NetAsset, QuickBooks, Zoho BooksOne alternative
Fixed Asset ProFour alternatives
AssetTiger, EZOfficeInventory, Sage Fixed Assets, UpKeepThree alternatives
AssetAccountant, QuickBooks, WaveGrok 4.20QuickBooksagainst: Odoo, Oracle NetSuiteXeroChangedFixed Asset Proagainst: IBM Maximo, Infor EAM, Odoo, Sage Fixed AssetsFixed Asset Proagainst: Asset Pandano first choiceagainst: FM Systems, IBM Maximoagainst: Excel, Google Sheets, Oracle, QuickBooks Desktop, SAP Asset Accounting, Zoho Inventory
Five alternatives
Asset Panda, AssetAccountant, Fixed Asset Pro, Sage 50, XeroThree alternatives
Fixed Asset Pro, QuickBooks, eDepreciationThree alternatives
Asset Panda, EZOfficeInventory, UpKeepTwo alternatives
QuickBooks, XeroFour alternatives
Asset Panda, Depreciation Guru, ProSeries Fixed Asset Manager, Sage Fixed AssetsMistral SmallQuickBooks, XeroXeroChangedQuickBooksFixed Asset Pro, Sage 50 Accountingno first choiceagainst: CCH ProSystem fx Fixed Assets, Excel, Google Sheets, SAP Asset Accounting
One alternative
Asset PandaTwo alternatives
Fixed Asset Pro, QuickBooksThree alternatives
Asset Panda, Fixed Asset Pro, XeroOne alternative
QuickBooksDeepSeek V4 FlashQuickBooksQuickBooks Online + AssetAccountantChangedAssetAccountant, AssetTigeragainst: Sage Fixed AssetsFixed Asset ProSage Fixed Assetsagainst: Oracle NetSuiteagainst: Bloomberg Tax Fixed Assets, Excel/Google Sheets, IBM Maximo, NetSuite Fixed Assets Management, Oracle EAM, SAP Asset Accounting
Two alternatives
AssetAccountant, XeroThree alternatives
Asset Panda, Fixed Asset Pro, XeroFive alternatives
Asset Panda, EZOfficeInventory, GoCodes, Sortly, UpKeepTwo alternatives
AssetAccountant, AssetTigerThree alternatives
AssetAccountant, Fixed Asset Pro, XeroLlama 4 MaverickAssetAccountantno first choiceChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Asset Panda, QuickBooks, XeroQwen 3.7 FlashClearbookingsFixed Asset ProChangedAsset PandaFixed Asset Proagainst: Excel/Google Sheets, Oracle NetSuite, Sage 50no first choiceagainst: Oracle, SAP Asset Accountingagainst: Excel/Google Sheets
Three alternatives
Acumatica Fixed Assets, Intuit Fixed Assets, Tangible Asset ManagementFour alternatives
AssetPanda, Geotab, QuickBooks, SamsaraFour alternatives
Fixit, Snipe-IT, Zoho Assets, i TigerThree alternatives
AssetAccountant, FASA Asset Management, Zoho BooksTwo alternatives
QuickBooks, XeroKimi K2AssetAccountant, QuickBooksXeroChangedXeroXeroagainst: Oracle NetSuite, QuickBooks, Sage Fixed AssetsAssetAccountant, Xeroagainst: Oracle NetSuiteagainst: CCH ProSystem fx Fixed Assets, CheckMark MultiLedger, Fixed Asset Pro, Oracle Fusion Cloud ERP, Spreadsheets
Three alternatives
Fixed Asset Pro, Sage Fixed Assets, XeroTwo alternatives
AssetAccountant, Fixed Asset ProFive alternatives
Asset Panda, EZOfficeInventory, QuickBooks, Sage Fixed Assets, SortlyTwo alternatives
AssetTiger, Fixed Asset ProFour alternatives
Asset Panda, QuickBooks, Sage Fixed Assets, Wasp AssetGLM 4.7 FlashXAssetAccountant, QuickBooks Online + AssetAccountant, Xeroagainst: Oracle NetSuiteAssetAccountantChangedQuickBooks Online + AssetAccountant, XeroAssetAccountantagainst: AssetTigerno first choiceagainst: Excel, Microsoft Dynamics 365, Oracle, SAP Asset Accounting
Six alternatives
Asset Panda, Fixed Asset Pro, GoCodes, MaintainX, Sage Fixed Assets, UpKeepFive alternatives
Bassets eDepreciation, Fixed Asset Pro, QuickBooks, Sage Fixed Assets, XeroSeven alternatives
Asset Panda, Cheqroom, EZOfficeInventory, GoCodes, Sage Fixed Assets, UpKeep, eWorkOrders CMMSOne alternative
Fixed Asset ProMiniMax M2.5Canopy, Fixed Asset Proagainst: Odoo, Sage IntacctFixed Asset ProChangedAsset Panda, GoCodesFixed Asset Prono first choiceagainst: Excel, Google Sheets, Microsoft Excel
One alternative
Oracle NetSuiteTwo alternatives
Xero, eDepreciationFive alternatives
EZOfficeInventory, QuickBooks, Sage Fixed Assets, UpKeep, XeroTwo alternatives
Canopy, QuickBooks Online with AssetAccountant integrationGPT-6 LunaAssetAccountantAssetAccountantHeldagainst: QuickBooksXeroagainst: Asset Panda, Sage Fixed AssetsAssetAccountantno first choiceagainst: Intuit’s QuickBooks Online
Two alternatives
QuickBooks, XeroOne alternative
XeroTwo alternatives
AssetAccountant, Zoho BooksTwo alternatives
Spreadsheet, Zoho BooksMuse Glimmer 30BQuickBooks, Xeroagainst: NetSuite Fixed Assets ManagementXeroChangedFixed Asset Pro, Sage Fixed AssetsCanopy, Fixed Asset Prono first choiceagainst: Excel, Google Sheets, Oracle NetSuite
Four alternatives
Asset Panda, AssetAccountant, Fixed Asset Pro, Sage Fixed AssetsFour alternatives
Asset Panda, AssetAccountant, Fixed Asset Pro, QuickBooksSix alternatives
Asset Panda, EZOfficeInventory, GoCodes, QuickBooks Online + AssetAccountant, Snipe-IT, XeroThree alternatives
AssetAccountant, AssetTiger, Snipe-ITBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:52 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:58 | yes | 10 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:41 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:57 | yes | 22 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:45 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:47 | yes | 9 | 45 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:46 | yes | 14 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:34 | yes | 5 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:20 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:29 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:17 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:07 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:13 | yes | 23 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:31 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:16 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:44 | yes | 22 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 22 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:28 | yes | 10 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:27 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 12 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:23 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:27 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:09 | yes | 12 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:49 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 9 | 63 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:41 | yes | 24 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:58 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:27 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:06 | yes | 17 | 58 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:19 | yes | 13 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | yes | 19 | 44 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:33 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:09 | yes | 14 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:08 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:03 | yes | 9 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:20 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:58 | yes | 25 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:21 | yes | 5 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:21 | yes | 20 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:17 | yes | 25 | 155 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:05 | yes | 5 | 59 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:03 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:55 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:51 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:22 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:50 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 5 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:27 | no | 0 | 27 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:09 | yes | 17 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:20 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:07 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:12 | yes | 15 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:11 | yes | 14 | 131 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:20 | no | 0 | 36 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:53 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:07 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:59 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:37 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:48 | yes | 10 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:49 | yes | 24 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:07 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:38 | yes | 9 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:03 | yes | 20 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:56 | yes | 21 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:47 | yes | 10 | 96 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:57 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:59 | yes | 22 | 37 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Acumatica read as Acumatica Fixed Assets
Bloomberg Tax read as Bloomberg Tax Fixed Assets
MRI Software read as MRI Fixed Asset Accounting
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as Oracle NetSuite
NetSuite Fixed Assets read as NetSuite Fixed Assets Management
Netgain read as NetAsset
QuickBooks Online read as QuickBooks
QuickBooks Online (+ AssetAccountant) read as QuickBooks
QuickBooks Online (Plus/Advanced) read as QuickBooks
QuickBooks Online (integrated with AssetAccountant add-on) read as QuickBooks
QuickBooks Online (with AssetAccountant Integration) read as QuickBooks
QuickBooks Online (with AssetAccountant integration) read as QuickBooks
QuickBooks Online (with AssetAccountant) read as QuickBooks
QuickBooks Online Advanced read as QuickBooks
QuickBooks Online Advanced (Fixed Assets Management) read as QuickBooks
SAP read as SAP Asset Accounting
Sage read as Sage Fixed Assets
Unresolved, counted raw
AssetPanda
Brady ToughStripe
Built-in Xero Fixed Assets
Circlr
Clearbookings
Crown Fixed Assets
Depreciation Guru
FASA Asset Management
FASBI
Fixed Asset Cloud
Fixed Assets Online by Sage
Fixit
Google Sheets or Excel Depreciation Template
Impinj
Intuit Fixed Assets
Intuit’s QuickBooks Online
Itemit
NetFixed Assets (by Sage)
NetSuite Advanced Asset Management
OpenAudit
Oracle FA
QuickBooks Fixed Assets
QuickBooks Online with AssetAccountant integration
RedBeam
Sage Fixed Assets Cloud
Tangible Asset Management (TAM)
Xero's Automated Asset Depreciation Software
Xero's built-in fixed-asset register
Zebra DS2208
Zoho Assets
eWorkOrders CMMS
i Tiger (iTiger)
Discontinued, still offered
No shut-down product was recommended here.