Index › Accounting and close › Account reconciliation › Small business › September 2026 Edition

Account reconciliation for small business buyers

Asked as “account reconciliation software”, and as “bank reconciliation automation”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

QuickBooks Online

Contested

39% of first choices, contested.

ShowinginAll 41 categories in the September 2026 Edition →

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

QuickBooks Online39%ContestedThis page Mid-market

FloQast33%ContestedStanding →Enterprise

BlackLine61%Clear leaderStanding →

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

QuickBooks Online7%60endorsed leader

Xero2%55endorsed leader

Zoho Books0%16accepted challenger

Wave17%12accepted challenger

Numeric14%14accepted challenger

FloQast43%28criticized challenger

Show the two products at 0%, ordered by negative rate

BlackLine77%30criticized challenger

Ramp0%14accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

FloQast vs Numeric FloQast vs Trintech Adra Numeric vs Trintech Adra

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative50%

Key

QuickBooks Online39%

Xero33%

Zoho Books8%

Wave8%

Numeric4%

FloQast2%

Ramp0%

BlackLine0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.

BlackLine

77%

23 of 30 labels negative · 10 of 12 models · 10 hard negative

“enterprise-grade software like BlackLine or Trintech Cadency will be a mismatch—they are overly complex, cost tens of thousands of dollars” Gemini 3.5 Flash, scale prompt

FloQast

43%

12 of 28 labels negative · 5 of 12 models · 5 hard negative

“you should avoid standalone, enterprise-grade account reconciliation software** (such as BlackLine, FloQast, or ReconArt)” Gemini 3.5 Flash, budget prompt

Trintech

75%

6 of 8 labels negative · 5 of 12 models · 5 hard negative

“Avoid enterprise tools like BlackLine or Trintech unless you have multi-entity complexity” Perplexity Sonar, direct prompt

Microsoft Excel

100%

5 of 5 labels negative · 5 of 12 models · 4 hard negative

“**Pure spreadsheet‑only reconciliation tools** (Excel/Google Sheets without safeguards) | • High manual‑entry error risk” GLM 4.7 FlashX, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 742 links across 187 sites, every framing counted. Ranked by the number of answers carrying the site or page.

numeric.io

vendor site · Numeric42 answers · 48 citations · 10 models

smallbusinesscoach.org

41 answers · 41 citations · 9 models

ramp.com

vendor site · Ramp34 answers · 34 citations · 10 models

highradius.com

vendor site · HighRadius31 answers · 38 citations · 9 models

prophix.com

vendor site · Prophix31 answers · 32 citations · 10 models

techrepublic.com

20 answers · 20 citations · 9 models

layer3labs.io

18 answers · 18 citations · 9 models

xero.com

vendor site · Xero15 answers · 25 citations · 8 models

fitsmallbusiness.com

15 answers · 18 citations · 7 models

worldmetrics.org

13 answers · 15 citations · 8 models

airwallex.com

vendor site · Airwallex13 answers · 13 citations · 7 models

relayfi.com

12 answers · 12 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.

numeric.io/blog/account-reconciliation-software

42 answers · 10 models

smallbusinesscoach.org/11-best-account-reconciliation-software-tools-2025-e…

41 answers · 9 models

ramp.com/blog/accounting-reconciliation-software

34 answers · 10 models

prophix.com/blog/the-10-best-account-reconciliation-software

31 answers · 10 models

highradius.com/resources/Blog/best-account-reconciliation-tools

22 answers · 8 models

techrepublic.com/article/best-bank-reconciliation-software

20 answers · 9 models

layer3labs.io/comparisons/best-bank-reconciliation-software

18 answers · 9 models

fitsmallbusiness.com/best-bank-reconciliation-software

13 answers · 7 models

airwallex.com/en-us/blog/best-automated-reconciliation-software-solutions

12 answers · 7 models

relayfi.com/blog/automated-account-reconciliation-software

12 answers · 7 models

04How 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.

ModelDirect“What is the best account reconciliation software for a small B2B company?”Paraphrase“Which bank reconciliation automation would you recommend to a small business that sells to other businesses?”Comparative“What are the top reconciliation tools for a small team and how do they differ?”Budget-constrained“What is the best account reconciliation software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an account reconciliation software. What should we look at?”Negative“Which reconciliation tools should a small business avoid or be cautious about?”

Claude Haiku 4.5QuickBooks Online

Two alternatives

FloQast, Xero

QuickBooks Online, XeroChangedCortex Workspace, QuickBooks Online, Xero

One alternative

Doxis SpendControl

against: BlackLineQuickBooks Online

Three alternatives

ReconArt, Xero, Zoho Books

no first choiceagainst: BlackLine, Microsoft Excel, Oracle

GPT-5.4 miniXero

One alternative

FloQast

against: BlackLine, TrintechXeroHeld

One alternative

QuickBooks Online

QuickBooks Online, Xero

Three alternatives

FloQast, Sage, Zoho Books

against: BlackLineRecifi

Two alternatives

QuickBooks Online, Xero

against: BILL, Digitsno first choicenothing named

Gemini 3.5 FlashNumeric

Five alternatives

Airwallex, FloQast, QuickBooks Online, Ramp, Xero

QuickBooks Online, XeroChanged

Six alternatives

Airwallex, BILL, Bill360, Paystand, RemitClear, Upflow

against: BlackLine, HighRadiusNumeric

Four alternatives

FloQast, QuickBooks Online, Reconwizz, Xero

against: BlackLine, ReconArtZoho Books

Three alternatives

Manager.io, Wave, Xero

against: BlackLine, FloQast, QuickBooks Online, ReconArtFloQast

Five alternatives

Cortex Workspace, Numeric, QuickBooks Online, ReconArt, Xero

against: BlackLine, Trintech Cadencyagainst: BlackLine, FloQast, Google Sheets, Microsoft Excel, Trintech, Workiva

Perplexity SonarQuickBooks Online

Two alternatives

Numeric, Xero

against: BlackLine, TrintechXeroChanged

Two alternatives

HighRadius, QuickBooks Online

against: FloQastQuickBooks Online

Six alternatives

Airwallex, BlackLine, FloQast, Ramp, Xero, Zoho Books

Xero

Two alternatives

QuickBooks Online, Wave

no first choiceagainst: BlackLine, FloQast, Numeric, OneStream

Grok 4.1 FastQuickBooks Online

Two alternatives

Xero, Zoho Books

against: BlackLine, FloQastXeroChanged

Two alternatives

Dext Prepare, QuickBooks Online

against: BlackLine, FloQastQuickBooks Online, Xero

Two alternatives

Wave, Zoho Books

against: FloQast, FreshBooksZoho Books

Two alternatives

NCH Express Accounts, Wave

against: QuickBooks OnlineNumeric, QuickBooks Onlineagainst: BlackLine, Excel/Google Sheets, FloQast, NCH Express Accounts, Oracle Account Reconciliation Cloud

Mistral SmallQuickBooks Onlineagainst: BlackLine, Sage IntacctQuickBooks Online, XeroChangedQuickBooks Online, Xero

Two alternatives

FloQast, Ramp

QuickBooks Online

Two alternatives

NCH Express Accounts, Xero

no first choicenothing named

DeepSeek V4 FlashQuickBooks Online, Xero

Three alternatives

Ramp, Reconciler, Zoho Books

against: VersapayQuickBooks Online, XeroHeld

Two alternatives

Dost, Ledge

QuickBooks Online, Xero

Two alternatives

FloQast, Wave

QuickBooks Online, Xero

Two alternatives

NCH Express Accounts, Zoho Books

against: BlackLine, FloQast, ReconArtno first choice

Four alternatives

Numeric, QuickBooks Online / Xero, Ramp, Reconciler

against: BlackLine, FloQast, Trintechagainst: BlackLine, Flinks, FloQast, Google Sheets, Microsoft Excel, NCH Express Accounts, Plaid, Trintech, Wave

Llama 4 MaverickQuickBooks Onlineno first choiceChangedQuickBooks Online

Three alternatives

FloQast, Ramp, Xero

Zoho Books

Five alternatives

AccountEdge, NCH Express Accounts, QuickBooks Online, Ramp, Xero

no first choicenothing named

Qwen 3.7 FlashReconArt

Four alternatives

Apica, Float, Intuit's built-in tools, Zeiio

against: BlackLineBILLChanged

Two alternatives

Dext Prepare, Triplebyte

QuickBooks Online, Xero

Two alternatives

Aico, FloQast

QuickBooks Online, Wave

One alternative

Xero

against: BlackLine, Excel/Google Sheets, Numericno first choiceagainst: Google Sheets, Microsoft Excel, Oracle NetSuite, SAP S/4HANA

Kimi K2QuickBooks Online, Xero

Two alternatives

Reconciler, Upflow

against: HighRadiusXeroChanged

One alternative

QuickBooks Online

QuickBooks Online, Xero

Four alternatives

BlackLine, FloQast AutoRec Lite, Ramp, Reconciler

Wave

Three alternatives

QuickBooks Online, Ramp, Zoho Books

against: Xerono first choiceagainst: Cointab, QuickBooks Online

GLM 4.7 FlashXQuickBooks Online, Xero

Three alternatives

FloQast, Numeric, Reconciler

against: BlackLineXeroChanged

Three alternatives

Ledge, QuickBooks Online, Rillet

QuickBooks Online

Five alternatives

FloQast, Numeric, Ramp, ReconArt, Sage Intacct

Wave

Three alternatives

QuickBooks Online, Xero, Zoho Books

against: NCH Express Accountsno first choiceagainst: Google Sheets, Microsoft Excel, QuickBooks Online, Wave

MiniMax M2.5QuickBooks Online, Xero

Two alternatives

HighRadius, ReconArt

QuickBooks OnlineChanged

Two alternatives

Versapay, Xero

FreshBooks, QuickBooks Online, Xero

Two alternatives

ReconArt, Zoho Books

against: BlackLineWave, Zoho Books

Two alternatives

QuickBooks Online, Xero

no first choiceagainst: AutoRek, BlackLine, FloQast, OneStream, Trintech

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

Seventy-two 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`	2026-09-17 19:38	yes	9	7 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:29	yes	3	7 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 19:37	yes	20	19 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 20:08	yes	15	5 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 19:04	yes	26	17 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 20:02	yes	5	3 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 18:34	yes	18	20 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:51	yes	6	5 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:37	no	0	29 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:13	yes	11	28 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 19:13	yes	30	163 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 21:07	yes	5	9 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 20:30	yes	9	9 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 19:26	yes	5	5 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 21:18	yes	17	52 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 19:22	yes	17	6 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 20:44	yes	31	17 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 18:16	yes	5	4 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:20	yes	19	22 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:47	yes	5	3 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:29	no	0	28 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 17:54	yes	9	18 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:20	yes	20	65 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:46	yes	16	93 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 20:28	yes	9	10 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:23	yes	6	6 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 20:07	yes	20	24 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 18:57	yes	20	6 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:54	yes	26	16 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:31	yes	5	8 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 20:16	yes	19	17 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 18:35	yes	5	3 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 19:31	yes	5	24 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:11	yes	8	29 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 19:51	yes	6	22 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:27	yes	14	34 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:30	yes	9	6 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:38	yes	3	6 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 21:18	yes	15	46 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 19:52	yes	20	6 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 19:51	yes	31	18 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 20:04	yes	5	4 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 18:11	yes	8	12 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 18:28	yes	5	3 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:47	yes	8	23 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 19:27	yes	7	33 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:23	yes	12	30 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 19:56	yes	10	23 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 19:43	no	0	7 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:33	no	0	7 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 19:02	yes	11	20 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 18:38	yes	20	7 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 20:57	yes	12	9 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 20:54	no	0	7 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-17 20:33	yes	11	37 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 18:39	yes	5	3 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:14	no	0	27 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 19:46	yes	9	37 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:13	yes	13	91 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 19:12	no	0	6 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:49	yes	16	9 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:07	yes	4	6 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 18:15	yes	16	30 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 18:12	yes	20	7 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:48	yes	36	16 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 18:19	yes	5	6 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:26	yes	28	28 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:33	yes	5	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 18:31	yes	5	24 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 19:23	yes	25	47 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:21	yes	13	40 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:38	yes	10	19 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

BILL AP/AR read as BILL

Bill.com read as BILL

Dext read as Dext Prepare

Excel read as Microsoft Excel

Oracle Cloud EPM read as Oracle Fusion Cloud EPM

Prophix read as Prophix One

QuickBooks read as QuickBooks Online

QuickBooks Online - Simple Start read as QuickBooks Online

Wave Accounting read as Wave

Zoho read as Zoho Books

Unresolved, counted raw

Ambill

Apica

Cointab

Dost

Flinks

FloQast AutoRec Lite

GSI / F6S AI financial close

Intuit's built-in tools

JAX

Plaid

Recifi

Reconwizz

Transaction Pro

Triplebyte

Vendasta

Zeiio

ccMonet

Discontinued, still offered

No shut-down product was recommended here.

Account reconciliation for small business buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in accounting and close