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Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE THE UNITED STATES EDITION 2026

the United States’s
accounting and tax software industry,
in focus.

The companies, capital and talent shaping accounting and tax software in the United States. Find the leaders. Understand the segments. See where the activity is.

Explore in Radar Read the key signals
Snapshot: Funding in USD
Illustrated cover for Accounting and Tax Software Industry Landscape of the United States
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Accounting and Tax Software illustration
Companies tracked 4,646Accounting and Tax Software ecosystem in the United States Disclosed funding $79.03B1,182 companies · all recorded rounds Companies hiring 412With open roles at the snapshot Tracked open roles 1,38845 employers posted in the preceding 30 days
MEET THE COMPANIES

Explore the United States’s accounting and tax software leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Explore the full landscape
Accounting and Tax Software company highlights in the United States, snapshot 30 August 2026
Company
Tauliataulia.com$6.22B—185—
Rampramp.com$3.14B—930—
Palantirpalantir.com$2.62B—1,586Financial figure available in RadarView in Radar
Coupacoupa.com$2.58B—157—
Navannavan.com$2.13B—847—
SunGardsungard.com$2.09B—25,000—
Brexbrex.com$1.84B—67—
Nutanixnutanix.com$1.72B13 roles8,416$2.54BFYFY2025 filing
Anaplananaplan.com—13 roles2,405$592.18MFYFY2022 filing
Hitachi Vantarahitachivantara.com—13 roles2,418—
R1 RCMr1rcm.com—13 roles16,445—
Daxkodaxko.com—12 roles539—
Emburseemburse.com—12 roles9—
Enverusenverus.com—12 roles201—
Billbill.com—11 roles1,384$1.46BFYFY2025 filing
Cignacigna.com——72,500$274.9BFYFY2025 filing
Deeldeel.com——1,411—
Derisqderisq.com——6,632—
FastBoundfastbound.com————
FileYourTaxes.comfileyourtaxes.com——12—
Gustogusto.com——5,876—
Intuitintuit.com——18,200$18.83BFYFY2025 filing
Invoice Homeinvoicehome.com——6—
Justworksjustworks.com——55,459—
24 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Startup discovery

Recorded classifications only
THE KEY SIGNALS

Accounting and Tax Software industry KPIs in the United States

A few useful ratios bring the size of this ecosystem into perspective.

30 August 2026
Hiring participation8.9%

412 of 4,646 tracked companies have open roles.

Funding participation28.8%

1,337 of 4,646 tracked companies have a recorded round.

Top 3 funding share15.2%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$5.02M

Midpoint of 2,083 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 15.2% of disclosed capital, while 71.2% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How the United States accounting and tax software has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

the United States accounting and tax software
$0$5.23B$10.46B$15.69B$20.91B2016: $2.51B20162017: $1.78B20172018: $4.45B20182019: $5.51B20192020: $7.63B20202021: $18.35B20212022: $7.59B20222023: $3.99B20232024: $3.65B20242025: $6.4B2025
View the numbers
Annual accounting and tax software funding and company formation in the United States
YearFunding (USD)FoundedRaising
2016$2.51B178118
2017$1.78B232119
2018$4.45B244140
2019$5.51B287160
2020$7.63B336191
2021$18.35B302253
2022$7.59B213233
2023$3.99B239192
2024$3.65B144187
2025$6.4B55177
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Taulia7.9%
  • Ramp4.0%
  • Palantir3.3%
  • Other companies84.8%

Funding by stage

2,469 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel947 38.4%
Series A–B895 36.2%
Series C+ / PE315 12.8%
Grants, debt & other312 12.6%

Recent recorded rounds

Latest recorded rounds · USD
8 rounds

Swipe or scroll horizontally to browse.

Series B05/2026
Anomaly $17M

Backed by RRE Ventures and Link Ventures and others.

Series A05/2026
Fazeshift $17M

Backed by F-Prime Capital and Gradient Ventures and others.

Series A05/2026
Greenboard $15.5M

Backed by Base10 Partners and Y Combinator and others.

Series A05/2026
Exponentfi $7.5M

Backed by Chailease Holding and Andre Koo and others.

PE04/2026
K1x $175M

Backed by Sumeru Equity Partners and Edison Partners.

Series B04/2026
Zamp $30M

Backed by Acrew Capital and Thomson Reuters Ventures.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series E07/2025
Rampramp.com$514.09M

Backed by Iconiq Capital and Founders Fund and others.

Series D09/2021
Deeldeel.com$428.5M

Backed by Coatue and Altimeter Capital and others.

Series D04/2021
Brexbrex.com$425M

Backed by Tiger Global Management and TCV and others.

Series F10/2021
Navannavan.com$362M

Backed by Greenoaks and Base Partners and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
USD · millions · consolidated

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 17 reporting entities from 32 eligible matches.

Revenue in covered accounts$307,336.9m

Sum of reporting-entity revenue; not the United States market sales.

Net profit / loss$10,599.2m

Combined result for the same cohort.

Aggregate net margin+3.4%

Combined net income ÷ combined revenue.

Median company revenue$884.6m

The middle covered reporting entity.

Profitable entities+64.7%

11 of 17 covered entities.

Top-five concentration+97.5%

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 17 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

17 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
THE UNITED STATES · INDUSTRY COHORTS

How does accounting and tax software compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the the United States companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

111 of the 4,646 companies on this page carry a measured traffic record (2.4%); these are the largest of those, by monthly visits. The median among them is 225,082 visits.

CompanyMonthly visitsAuthorityMobile
Intuitintuit.com82,995,7328734.2%
Tremendoustremendous.com65,064,4564798.1%
Blackbaudblackbaud.com15,729,6635415.7%
Cignacigna.com12,492,4867946.7%
Gustogusto.com9,199,2286337.3%
Kekakeka.com8,116,1555427.5%
SAP Aribaariba.com5,015,047588.1%
Rampramp.com4,403,6915336.4%
Workstreamworkstream.us4,060,1315181.8%
Chargebeechargebee.com3,660,2654764.6%

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

412 of these companies (8.9%) publish at least one Android app — 608 apps in all, carrying 145M installs between them.

AppInstallsRatingStore category
TurboTax: File Your Tax ReturnIntuit25.6M3.9Finance
EarnIn: Why Wait for Payday?Earnin11.4M4.7Finance
Cash Book- daily expensesPegasusandroidapps.web.app9.8M4.7Business
SAP ConcurConcur9.7M4.6Business
Intuit QuickBooks for BusinessIntuit8.8M4.7Business
QBSEIntuit6.8M3.5Finance
Udhaar Book: Wallet & AccountsUdhaar6.2M4.3Business
QuickBooks WorkforceIntuit5.4M4.7Productivity
UKG Pro ClassicUltimate Software5.4M2.8Business
Mileage Tracker & Log - MileIQMileIQ4.7M4.6Finance

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Finance & Accounting Tech522144.2MTurboTax: File Your Tax Return 25.6M
Hrtech14339.8MEarnIn: Why Wait for Payday? 11.4M
Online Travel7724.9MSAP Concur 9.7M
Alternative Lending1116.9MDailyPay On-Demand Pay 4.1M
Freelancer It1515.1MInvoice Maker Tofu & Receipts 1.4M
Payments9410.5MPayactiv 1.3M
Erp Services39.7MCONCURGOV 22.9K
Employee Health It277MmyCigna 4.1M

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q2: 152023Q2: 42023Q22023Q3: 162023Q3: 62023Q32023Q4: 142023Q4: 42023Q42024Q1: 222024Q1: 102024Q12024Q2: 192024Q2: 92024Q22024Q3: 192024Q3: 142024Q32024Q4: 152024Q4: 182024Q42025Q1: 182025Q1: 122025Q12025Q2: 162025Q2: 222025Q22025Q3: 212025Q3: 422025Q32025Q4: 252025Q4: 602025Q42026Q1: 182026Q1: 752026Q1

Darker bars are new releases, lighter bars apps updated. 588 of 608 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The the United States accounting and tax software market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech4,326
Fintech3,612
Enterprise software3,362
Saas2,439
Accounts receivable automation497
Consumer digital432
Integrated compliance management395
Cloud management305
Hr saas286
Payroll management284
Accounts payable automation273
Business payments solutions200

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

4326companies
9.2%have hiring activity

399 companies hiring · $76.87B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Subscription3,865
Fee-for-service631
Commission on transaction305
E-commerce - service90
Advertising49
E-commerce - product32
Lending15
Physical commerce14
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionsequalizercm.com ↗

Global investment firm Carlyle (NASDAQ: CG) today announced it has acquired a majority stake in Knack RCM (“Knack”) and EqualizeRCM (“Equalize”), two leading U.S. healthcare revenue cycle management (“RCM”) providers, to create an AI-native, global, multi-specialty RCM platform.

Mergers & acquisitionsfindanomaly.com ↗

Reliance Retail today announced that it has acquired actor Priyanka Chopra Jonas' haircare brand ‘Anomaly’, including its brand assets, digital properties and trademarks, in a move that significantly expands its beauty portfolio, the company said in a statement on 30 April.

Funding roundscubesoftware.com ↗

Cube, an e-commerce data intelligence startup, has raised USD 3.7 million in a Series A funding round led by Betatron, with participation from M Venture Partners.

Funding roundsmatrixcos.com ↗

The financing will support construction of the 500-MW/-1,000-MWh Eccles-Leitholm battery energy storage system (BESS), a transmission-level project located near the Scotland-England border. The debt package was arranged as an underwritten deal by Canadian Imperial Bank of Commerce's London branch, MUFG Bank and NatWest, with NatWest also acting as facility agent, Matrix said.

Funding roundsseriesfi.com ↗

Two Yale University seniors, Nathaneo Johnson and Sean Hargrow, have raised a whopping $5.1 million in pre‑seed funding for their startup Series, an innovative AI social network that operates entirely within iMessage.

Mergers & acquisitionsfragment.dev ↗

Sierra, the customer service agent startup founded by Bret Taylor, announced on Thursday that it has acquired the YC-backed French startup Fragment, which helps businesses integrate AI into workflows.

Mergers & acquisitionsclearwateranalytics.com ↗

Consultancy.uk Clearwater, one of the UK’s leading corporate finance and M&A advisory firms, has been acquired by American investment bank KeyBanc Capital Markets.

Mergers & acquisitionsmileiq.com ↗

Between 2024 and 2025, the Italian app developer purchased California’s MileIQ Inc.

Funding roundsk1x.io ↗

K1x, an AI-native tax data platform for private markets, announced it has secured a $175 million growth investment to accelerate the development of its digital infrastructure for tax compliance and reporting.

Funding roundszenskar.com ↗

Zenskar, the AI-native billing and revenue automation platform powering Zero-Touch Finance for real-world complexity, announced a $15 million Series A led by Susquehanna Venture Capital, Bessemer Venture Partners, Shine Capital and Rho.

Full recorded event mix

Top 10 categories among 2,972 recorded events in the 24-month window.

Leadership moves
685
New products
554
Earnings
428
Funding rounds
397
Mergers & acquisitions
339
Company announcements
198
Contracts
150
Lawsuit
56
Capital infusions
30
Job creation
25
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

221 tracked people moves

Leo Dalle Molle

Appointment Chief Revenue Officer

Lauren Taylor Wolfe

Appointment Board Member

Ellen Alemany

Appointment Board Member

Kurt Adams

Appointment Board Member

EXIGER ↗
Adi Kavaler

Appointment Chief Technology Officer

KPMG ↗
Simon Virley

Retirement Previously Head of Energy and Natural Resources (UK)

KPMG ↗
Clare Maio

Appointment UK and Swiss head of Energy and Natural Resources

HRsoft ↗
Gab Goncalves

Appointment Vice Chair

Product launches

Products, platforms and features in the recorded window

KPMG ↗
AI usage dashboard

Dashboard

Novaworks ↗
Special Agents

HR

Novaworks ↗
Core HR SuperAgent

HR

KPMG ↗
internal AI usage dashboard

dashboard

FinStackk ↗
FinStackk Legal

Legal Services

Gusto ↗
Gusto Money Dashboard

Financial Intelligence

Gusto ↗
AI‑powered benefits package optimization

Benefits

AvePoint ↗
Rapid Recovery System

Disaster Recovery

Contract wins

115 recorded customer wins

Archer ↗

Customer: equinorOil & Gas

Naehas ↗

Customer: leading UK-headquartered bankFinancial services

Naehas ↗

Customer: top-ten U.S. credit unionFinancial services

Palantir ↗

Customer: Northern ReTechnology

Palantir ↗

Customer: federal aviation administrationGovernment

Navan ↗

Customer: pcl constructionConstruction

Regulatory events

20 recorded events

KPMG ↗

Proceeding initiated against KPMGAPAS

KPMG ↗

under investigationFinancial Reporting Council (FRC)

KPMG ↗

found breachesFinancial Reporting Council

KPMG ↗

released inspection reportsNFRA

Litigation

36 tracked suits

Company
apas v kpmg

audit negligenceCivil · Filed

Company
APAS statutory auditor supervisory body v kpmg

auditor misconductRegulatory · Filed

Earnings pulse

Reported company results in the recorded window.

44companies
481period observations
18.8%median reported growth

Median across 368 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
reliance retail→Anomaly ↗Completed2026-05-05Not stated in snapshot
carlyle→EqualizeRCM ↗Announced2026-05-04Not stated in snapshot
sierra→Fragment ↗Announced2026-04-24Not stated in snapshot
KeyBanc Capital Markets→Clearwater ↗Announced2026-04-23Not stated in snapshot
bending spoons→MileIQ ↗2026-04-22Not stated in snapshot
capital one→Brex ↗Completed2026-04-21$5.1B

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

30,740 postings in the preceding 12 months. The full 39,451-posting snapshot covers 651 employers.

Expand panel +

Most advertised job titles

Entry Level Tax Preparer1,730
Turbotax (Wfh) Customer Service Entry Level1,218
Entry Level Tax Preparer822
Customer Support Representative Work From Home Turbotax757
Turbotax Online Customer Support Agent756
Remote Customer Service Representative – Turbotax567
2 internship postings

3,062 tracked postings mention remote work.

The seniority mix

16,467 postings specify a level.

unspecified
22,984
manager
6,654
entry
4,375
senior
3,366
lead
1,659
intern
413

Skills employers mention

Top skills across 39,451 tracked postings in the available jobs snapshot.

Turbotax
1,368
Tax Return Software
1,363
Python
448
React
404
Salesforce
379
Excel
360
Typescript
314
Sql
295
Aws
283
Ai
281
ADVERTISED PAY$49.9K/ year

Median across 4,517 postings with pay data, expressed in USD.

Salary by seniority

manager$107.0K/ year486 postings
entry$49.9K/ year1,160 postings
senior$135.0K/ year227 postings
lead$149.0K/ year64 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

2,696 founders and chief executives across 1,919 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

552 profiles with education records.

Stanford University
70
University of California (Berkeley)
51
University of Pennsylvania
44
Harvard University
43
Cornell University
39
Harvard Business School
39
Massachusetts Institute of Technology
35
Wharton School
24

Prior employers

182 profiles with prior-work records.

Microsoft
42
Google
21
Facebook
17
McKinsey
15
Amazon
15
Goldman Sachs
15
Morgan Stanley
14
Uber
12

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

919,834 articles in the measured 12-month window.

Expand panel +
919,834articles in the measured year
239,785articles in 2026Q1
64.2%positive tone in the latest complete year

News volume trends

Accounting and Tax Software coverage across United States · articles per complete quarter

093,154186,307279,461372,6152021Q2: 123,2602021Q22021Q3: 137,6042021Q4: 120,6752022Q1: 165,3672022Q2: 166,1142022Q22022Q3: 148,6632022Q4: 162,1082023Q1: 178,3212023Q2: 177,8702023Q22023Q3: 171,7922023Q4: 168,5782024Q1: 194,1322024Q2: 170,2412024Q22024Q3: 201,2472024Q4: 218,3222025Q1: 324,0132025Q2: 237,0172025Q22025Q3: 228,7332025Q4: 188,8262026Q1: 239,7852026Q1
View quarterly article counts
QuarterArticles
2021Q2123,260
2021Q3137,604
2021Q4120,675
2022Q1165,367
2022Q2166,114
2022Q3148,663
2022Q4162,108
2023Q1178,321
2023Q2177,870
2023Q3171,792
2023Q4168,578
2024Q1194,132
2024Q2170,241
2024Q3201,247
2024Q4218,322
2025Q1324,013
2025Q2237,017
2025Q3228,733
2025Q4188,826
2026Q1239,785

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
276,514 positive · 5,602 neutral · 130,689 negative
2022
392,631 positive · 8,732 neutral · 239,853 negative
2023
426,590 positive · 10,401 neutral · 258,477 negative
2024
511,106 positive · 12,175 neutral · 259,603 negative
2025
627,785 positive · 16,102 neutral · 333,263 negative

Leading coverage topics

Accounting and Tax Software coverage across United States · ranked by full-period article count.

Cryptocurrency Impact On Forex Markets256,685 articles in the full recorded period
81,231 recent · 57,779 prior
Economic Indicators (Gdp, Cpi, Unemployment)85,368 articles in the full recorded period
23,344 recent · 21,792 prior
Trade Wars And Geopolitical Impacts83,564 articles in the full recorded period
27,512 recent · 23,590 prior
Interest Rate Decisions And Impacts72,480 articles in the full recorded period
18,840 recent · 16,113 prior
Central Bank Monetary Policy Announcements65,419 articles in the full recorded period
15,959 recent · 14,566 prior
Federal Reserve Policy Meeting Summaries64,366 articles in the full recorded period
16,609 recent · 14,246 prior
Global Recession Risks And Forecasts63,436 articles in the full recorded period
20,317 recent · 18,051 prior
Regulatory Compliance In Foreign Exchange Trading50,230 articles in the full recorded period
15,481 recent · 8,370 prior
Foreign Exchange (Forex) Rate Fluctuations49,040 articles in the full recorded period
15,924 recent · 11,344 prior
Quarterly And Annual Financial Results48,582 articles in the full recorded period
14,823 recent · 11,621 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Accounting and Tax Software coverage across United States

KeywordRecentPriorChange
stablecoin fx impact13,4346,005124%
stock price9,6914,500115%
etf trading8,2473,359146%
investment deal7,3751,414422%
etfs7,1692,969141%
decentralized forex6,9863,54997%
sector etfs6,8642,864140%
etf structures6,4212,622145%
etf products6,3392,481156%
share price5,7112,242155%
flood stage forecasting11910,236-99%
hydrologic risk modeling2610,145-100%
coastal flooding study1214,687-97%
flood control measures863,644-98%
severe weather warning3403,275-90%

Event and signal lenses

Accounting and Tax Software coverage across United States

All complete annual cohorts shown
Rising

Regulatory Risk

1,276,365 classified articles

economic slowdown, stock performance, currency intervention policies

49.0% critical · 33.8% positive
Rising

Funding Momentum

268,477 classified articles

inflation reports fx, currency intervention policies, trade deficits fx

37.5% critical · 48.9% positive
Rising

Growth

402,987 classified articles

gdp growth forex, inflation reports fx, trade deficits fx

43.1% critical · 39.1% positive

Accounting and Tax Software coverage across United States. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Accounting and Tax Software research is working on

907 papers in the recorded india scope.

Expand panel +
907papers
13,825worldwide comparison pool
907India-affiliated papers

Research orientation

Promising
328
Problem-identifying
180
Descriptive
177
Breakthrough
97
Cautionary
88
Comparative
24
Critical
13

Contribution mix

Empirical
377
Reviews
209
Methods-led
156
Position pieces
151
Theoretical
14

Tone counts: 834 positive · 6 neutral · 67 negative.

Common problems researchers identify
193 papers · 21.3% of this field
  • Financial services116 papers
  • FinTech75 papers
  • Financial inclusion37 papers
  • Payment21 papers
  • Data breach12 papers
  • Retail banking11 papers
  • Cryptocurrency10 papers
  • Investment10 papers

Landmark: Fintech and Financial Services : Initial Considerations

Cautions
88 papers · 9.7% of this field
  • Financial services51 papers
  • Financial inclusion22 papers
  • FinTech22 papers
  • Big data12 papers
  • Transformative learning12 papers
  • Payment11 papers
  • Corporate governance11 papers
  • Financial market10 papers

Landmark: The FinTech Opportunity

Opportunities
425 papers · 46.9% of this field
  • Financial services217 papers
  • FinTech120 papers
  • Financial inclusion82 papers
  • Payment58 papers
  • Database transaction46 papers
  • Transformative learning44 papers
  • Financial literacy34 papers
  • Transparency30 papers

Landmark: Fintech Adoption Drivers for Innovation for SMEs in Indonesia

Leading institutions

Columbia University
667
National Bureau of Economic Research
654
Cornell University
653
New York University
643
California University of Pennsylvania
623
International Monetary Fund
307

Leading researchers

Itay Goldstein
621
Wei Jiang
621
George Andrew Karolyi
621
Thomas Philippon
433
Andrei Kirilenko
214
Andrew W. Lo
214
Vikram Haksar
207
Dong He
198

Highly cited breakthrough-labelled papers

  • E.T.-RNN87 citations
  • Evolutionary Approaches and the Construction of Technology-Driven Regulations79 citations
  • Eagle Strategy Arithmetic Optimisation Algorithm with Optimal Deep Convolutional Forest Based FinTech Application for Hyper-automation32 citations
  • FinTech and consumers: a systematic review and integrative framework28 citations
  • Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry12 citations

Common problems researchers identify

150 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

FinTech and Public Financial InclusionCommon problems researchers identify · 01

FinTech and Public Financial Inclusion

55 papers

36.7% of this theme group

Researchers highlight challenges in using technology to broaden access to financial services and improve public sector operations.

FinTech (41) · Financial services (40) · Financial regulation (7) · Financial system (4)

FINANCIAL INCLUSION THROUGH TECHNOLOGY: A REVIEW OF TRENDS IN EMERGING MARKETS

Enhancing public sector financial operations and inclusion through innovative Fintech solutions

View research history
YearShare index
2022245.3
2023251.7
2024240.7
2025249.6
Technology-Enabled Financial InclusionCommon problems researchers identify · 02

Technology-Enabled Financial Inclusion

42 papers

28.0% of this theme group

Papers discuss obstacles to delivering inclusive banking and payment services through digital innovations.

Financial inclusion (16) · Financial services (29) · Retail banking (5) · Payment (7)

Leveraging Financial Inclusion Through Technology-Enabled Services Innovation

Digital Finance, Financial Inclusion and Gender Equality: Strategies for Economic Empowerment of Women

View research history
YearShare index
2022883.7
2023861.1
2024968.4
20251054.2
Crypto and Payment Fraud RisksCommon problems researchers identify · 03

Crypto and Payment Fraud Risks

33 papers

22.0% of this theme group

Studies flag vulnerabilities in cryptocurrency and digital payment systems, emphasizing fraud detection and data breach concerns.

Cryptocurrency (6) · Resilience (5) · Data breach (5) · Financial transaction (4)

Machine Learning Approaches for Fraud Detection and Risk Assessment in Mobile Banking Applications and Fintech Solutions

Combating Illicit Finance in Digital Payment Services: The Role of Data Analytics and Technology in Preventing Payment Fraud and Scams

View research history
YearShare index
2022187.0
2023177.3
2024122.5
2025199.7
Risk Management in FinTechCommon problems researchers identify · 04

Risk Management in FinTech

20 papers

13.3% of this theme group

Works point out difficulties integrating advanced risk analytics and credit scoring within emerging financial technology platforms.

Financial services (16) · Leverage (3) · Risk management (2) · Financial risk (2)

Integrating Risk Management in Fintech and Traditional Financial Institutions through AI and Machine Learning

AI-Powered Credit Scoring: Scalable Big Data Architectures and Explainable Decision Intelligence for the Financial Sector

View research history
YearShare index
202277.9
202384.4
202479.2
2025150.7

Cautions

67 papers · 3 recurring themes
3 cards

Swipe or scroll horizontally to browse.

Crypto, Mobile Payments, and InclusionCautions · 01

Crypto, Mobile Payments, and Inclusion

24 papers

35.8% of this theme group

Authors caution about stability and security implications of peer‑to‑peer lending and cryptocurrency for inclusive finance.

Cryptocurrency (5) · Mobile payment (4) · Financial inclusion (8) · Financial services (12)

Interdependence between online peer‐to‐peer lending and cryptocurrency markets and its effects on financial inclusion

Cryptography in Financial Markets: Potential Channels for Future Financial Stability

View research history
YearShare index
2022246.2
2023238.0
2024179.0
2025318.8
FinTech Systemic and Sustainability RisksCautions · 02

FinTech Systemic and Sustainability Risks

23 papers

34.3% of this theme group

Research warns of complex systemic effects and sustainability challenges arising from rapid fintech expansion.

FinTech (14) · Financial services (13) · Systemic risk (4) · Big data (5)

FinTech and Sustainable Finance: How is FinTech Shaping the Future of Sustainable Finance?

The Complex Implications of Fintech for Financial Inclusion

View research history
YearShare index
2022182.3
2023175.6
2024135.0
2025240.2
AI Bias and Transparency in FinanceCautions · 03

AI Bias and Transparency in Finance

18 papers

26.9% of this theme group

Papers raise concerns about algorithmic bias, accountability, and transparency when applying AI to financial services.

Financial services (13) · Transformative learning (5) · FinTech (8) · Transparency (4)

Artificial Intelligence, Machine Learning, and Bias In Finance: Toward Responsible Innovation

Unleashing the Power of AI in Financial Services: Opportunities, Challenges, and Implications

View research history
YearShare index
202271.3
202398.3
2024120.6
2025241.2

A further 2 papers sit in smaller themes.

Opportunities

314 papers · 6 recurring themes
6 cards

Swipe or scroll horizontally to browse.

Mobile Payments for InclusionOpportunities · 01

Mobile Payments for Inclusion

82 papers

26.1% of this theme group

Studies explore how mobile technologies can reach unbanked populations and improve financial literacy.

Financial inclusion (52) · Mobile payment (16) · Financial literacy (21) · Financial services (44)

Advancing financial inclusion through fintech: Solutions for unbanked and underbanked populations

The Role of Financial Technology (FinTech) in Advancing Financial Inclusion and Equity.

View research history
YearShare index
2022115.8
2023142.0
2024128.5
2025265.9
FinTech‑Driven Financial InnovationOpportunities · 02

FinTech‑Driven Financial Innovation

60 papers

19.1% of this theme group

Research highlights emerging digital tools reshaping payment systems and service delivery in finance.

FinTech (40) · Financial innovation (9) · Financial services (26) · Payment (12)

FinTech and Financial Innovation: Drivers and Depth

Digital Transformation in Financial Services and FinTech: Trends, Innovations and Emerging Technologies

View research history
YearShare index
2022878.2
2023857.4
2024965.4
20251051.1
AI Transforming Financial ServicesOpportunities · 03

AI Transforming Financial Services

56 papers

17.8% of this theme group

Works examine how machine learning can advance sustainable financial technologies and service efficiency.

Financial services (35) · Transformative learning (13) · Financial market (7) · Systemic risk (4)

Empowering Financial Services: The Transformative Impact of AI on FinTech Innovation

Leveraging Artificial Intelligence and Machine Learning for Sustainable Financial Technologies: Innovations, Challenges, and Future Prospect

View research history
YearShare index
202259.0
202382.2
2024256.7
2025191.7
Predictive Analytics for Financial RiskOpportunities · 04

Predictive Analytics for Financial Risk

56 papers

17.8% of this theme group

Papers discuss scalable analytics and cloud‑based models for dynamic risk evaluation and market forecasting.

Financial services (31) · Analytics (11) · Scalability (9) · Leverage (7)

Transforming financial services through predictive analytics and banking systems integration

Deep Learning Architectures Deployed on Cloud Platforms for Dynamic Financial Risk Evaluation and Market Prediction

View research history
YearShare index
2022133.6
2023142.7
202489.7
2025192.5
Blockchain for Transparency and AuditingOpportunities · 05

Blockchain for Transparency and Auditing

30 papers

9.6% of this theme group

Research investigates blockchain applications that enhance real‑time auditing and reduce fraud in financial operations.

Blockchain (11) · Cryptocurrency (10) · Digital currency (8) · Currency (6)

Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry

Blockchain Technology for Financial Services & Globalization

View research history
YearShare index
2022905.6
2023967.4
2024915.8
20251033.4
Deep Learning in Fraud DetectionOpportunities · 06

Deep Learning in Fraud Detection

30 papers

9.6% of this theme group

Studies focus on using deep neural networks to identify credit card fraud and improve transaction security.

Credit risk (10) · Credit card fraud (5) · Database transaction (9) · Credit card (5)

Deep Learning in Financial Fraud Detection: Innovations, Challenges, and Applications

Application of Deep Learning in Financial Credit Card Fraud Detection

View research history
YearShare index
2022207.4
2023187.5
2024108.0
2025205.7

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising36.2%38.0%
Problem-identifying19.8%9.5%
Descriptive19.5%16.8%
Breakthrough10.7%26.5%
Cautionary9.7%4.3%
Comparative2.6%3.8%
Critical1.4%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceSecurity and Privacy in FinTech121.75%7 (58.3%)0.91%
Bias & fairnessDigital Finance, Financial Inclusion and Gender Equality: Strategies for Economic Empowerment of Women30.44%2 (66.7%)0.1%
Concentration of compute powerModerating effect of fintech adoption on market power and bank stability Nexus: Indian evidence30.44%0 (0.0%)0.26%
Energy & datacenter footprintAccelerating agricultural green development in ASEAN: The power of digital inclusive finance20.29%0 (0.0%)0.23%
Carbon & emissions of computeRethinking portfolio design with sustainable AI and FinTech: dynamic spillovers in a quantile–frequency framework10.15%0 (0.0%)0.01%
Labour & data workEnsuring financial inclusion through platform design: Technical frameworks for inclusive growth in the digital labor eco10.15%0 (0.0%)0.04%
Safety & misuseBridging Misinformation Gaps: A Framework for Enhancing Trust and Financial Literacy in Microinsurance Adoption among Sm10.15%0 (0.0%)0.08%
Water use00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.

DEMAND, SUPPLY & PLACE

Where demand signals run ahead of mapped supply — the United States

Compare demand signals in the United States’s newsflow with the accounting and tax software categories mapped to each signal.

Expand panel +
HOW TO READ THE GAP

Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.

The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.

COMPARISON PERIOD2025-07-01 to 2026-07-01Against 2024-07-01 to 2025-07-01Explore the signals ↓

The opportunity, in one view

Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.

Swipe horizontally to compare all columns →

8 the United States demand signals compared with mapped accounting and tax software supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Tech workforce shifts ↗Spending Pressure85.70.0+85.7+78.1%
Cloud & platform build-out ↗Infrastructure Shift85.775.0+10.7+88.4%
Outages & reliability incidents ↗Risk Pressure35.725.0+10.7+48.6%
Data & privacy regulation ↗Compliance Pressure57.150.0+7.1+55.4%
Open-source momentum ↗Ecosystem Signal35.7100.0-64.3+40.2%
AI-assisted development ↗Adoption Shift50.0—No matching category—+192.0%
Security incidents & breaches ↗Risk Pressure42.9—No matching category—+22.2%
API economy ↗Integration Demand7.1—No matching category—+7.5%

Showing all 8 signals. Select a family for its history and mapped categories.

Where the signals are loudest

All 12 city readings for these demand families in the comparison geography. the United States is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage.

Iowa127.1

Cloud & platform build-out · Tech workforce shifts · API economy

Oklahoma47.8

Cloud & platform build-out · Tech workforce shifts · Security incidents & breaches

Tennessee47.4

Tech workforce shifts · Security incidents & breaches · Data & privacy regulation

Arkansas46.4

Tech workforce shifts · Security incidents & breaches · Open-source momentum

Alabama42.6

Cloud & platform build-out · Tech workforce shifts · Security incidents & breaches

Oregon40.4

Tech workforce shifts · Data & privacy regulation · Security incidents & breaches

North Carolina40.3

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Nevada35.4

Cloud & platform build-out · Security incidents & breaches · Tech workforce shifts

Arizona32.1

Tech workforce shifts · Open-source momentum · Data & privacy regulation

Delaware30.6

Tech workforce shifts · Cloud & platform build-out · Open-source momentum

Kentucky28.6

Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out

Indiana28.0

Tech workforce shifts · Cloud & platform build-out · Security incidents & breaches

Inside the leading signals

Open any signal for its quarterly history
SPENDING PRESSURETech workforce shifts+85.7percentile-point gap
THE OPERATING HYPOTHESIS

Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to follow.

18.79mentions per 10,000 articles+78.1%share change vs prior year

Mapped accounting and tax software categories

  • Hr Saas286

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

061117222024Q3: 82024Q32024Q4: 112024Q42025Q1: 102025Q12025Q2: 112025Q22025Q3: 192025Q32025Q4: 192025Q42026Q1: 172026Q12026Q2: 192026Q2
View quarterly signal counts
Tech workforce shifts in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q314918.75
2024Q4200011.28
2025Q1260410.41
2025Q2189511.89
2025Q3519519.06
2025Q4234119.4
2026Q1254417.62
2026Q2146819.07

Where this signal concentrates in the comparison geography

Tennessee35.8 / 10,000
Arkansas32.1 / 10,000
North Carolina25.4 / 10,000
INFRASTRUCTURE SHIFTCloud & platform build-out+10.7percentile-point gap
THE OPERATING HYPOTHESIS

Cloud and platform build-out can multiply the pipelines and environments a team must manage.

4.77mentions per 10,000 articles+88.4%share change vs prior year

Mapped accounting and tax software categories

  • Saas2,439
  • Cloud Management305
  • Hr Saas286

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

025792024Q3: 22024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 32025Q22025Q3: 32025Q32025Q4: 82025Q42026Q1: 42026Q12026Q2: 42026Q2
View quarterly signal counts
Cloud & platform build-out in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q34032.36
2024Q43351.89
2025Q16162.46
2025Q25643.54
2025Q39483.48
2025Q49778.1
2026Q16484.49
2026Q23594.66

Where this signal concentrates in the comparison geography

Iowa53.1 / 10,000
Oklahoma20.5 / 10,000
Nevada10.6 / 10,000
RISK PRESSUREOutages & reliability incidents+10.7percentile-point gap
THE OPERATING HYPOTHESIS

When downtime makes news, reliability tooling can move up the buying list.

1.2mentions per 10,000 articles+48.6%share change vs prior year

Mapped accounting and tax software categories

  • Cloud Management305

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

011222024Q3: 12024Q32024Q4: 02024Q42025Q1: 02025Q12025Q2: 02025Q22025Q3: 02025Q32025Q4: 12025Q42026Q1: 12026Q12026Q2: 22026Q2
View quarterly signal counts
Outages & reliability incidents in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q32271.33
2024Q41220.69
2025Q11220.49
2025Q21410.88
2025Q31130.41
2025Q42281.89
2026Q12401.66
2026Q21572.04

Where this signal concentrates in the comparison geography

Iowa11.7 / 10,000
Alabama3.6 / 10,000
Nevada2.5 / 10,000
COMPLIANCE PRESSUREData & privacy regulation+7.1percentile-point gap
THE OPERATING HYPOTHESIS

Privacy rules can land as engineering requirements — consent, data handling and audit tooling follow.

2.89mentions per 10,000 articles+55.4%share change vs prior year

Mapped accounting and tax software categories

  • Integrated Compliance Management395

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

012342024Q3: 12024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 12025Q22025Q3: 22025Q32025Q4: 32025Q42026Q1: 32026Q12026Q2: 22026Q2
View quarterly signal counts
Data & privacy regulation in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q32691.58
2024Q42141.21
2025Q16192.47
2025Q23071.93
2025Q36142.25
2025Q44163.45
2026Q15273.65
2026Q22202.86

Where this signal concentrates in the comparison geography

Oregon6.2 / 10,000
Arizona4.5 / 10,000
Iowa4.1 / 10,000
ECOSYSTEM SIGNALOpen-source momentum-64.3percentile-point gap
THE OPERATING HYPOTHESIS

Open-source momentum can seed the commercial layer around the projects teams adopt.

2.61mentions per 10,000 articles+40.2%share change vs prior year

Mapped accounting and tax software categories

  • Enterprise Software3,362

Companies can appear in multiple categories; these counts are not a unique-company total.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

012342024Q3: 12024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 12025Q22025Q3: 22025Q32025Q4: 22025Q42026Q1: 32026Q12026Q2: 22026Q2
View quarterly signal counts
Open-source momentum in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q33031.78
2024Q42371.34
2025Q15542.21
2025Q23141.97
2025Q36742.47
2025Q42682.22
2026Q14643.21
2026Q21962.55

Where this signal concentrates in the comparison geography

Iowa9.9 / 10,000
Utah6.2 / 10,000
Oklahoma5.7 / 10,000
ADOPTION SHIFTAI-assisted development—supply not mapped
THE OPERATING HYPOTHESIS

If AI writes more of the work, the tools teams buy can change with it.

0.75mentions per 10,000 articles+192.0%share change vs prior year

Mapped accounting and tax software categories

This signal has no matching category in the page’s accounting and tax software market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

001112024Q3: 02024Q32024Q4: 02024Q42025Q1: 02025Q12025Q2: 02025Q22025Q3: 02025Q32025Q4: 02025Q42026Q1: 12026Q12026Q2: 02026Q2
View quarterly signal counts
AI-assisted development in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3150.09
2024Q4360.2
2025Q1640.26
2025Q2800.5
2025Q31370.5
2025Q41090.9
2026Q11561.08
2026Q2600.78

Where this signal concentrates in the comparison geography

Alabama5.3 / 10,000
Iowa3.7 / 10,000
RISK PRESSURESecurity incidents & breaches—supply not mapped
THE OPERATING HYPOTHESIS

Breach pressure can push security into every buying decision.

4.71mentions per 10,000 articles+22.2%share change vs prior year

Mapped accounting and tax software categories

This signal has no matching category in the page’s accounting and tax software market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

013462024Q3: 42024Q32024Q4: 32024Q42025Q1: 32025Q12025Q2: 42025Q22025Q3: 42025Q32025Q4: 52025Q42026Q1: 32026Q12026Q2: 52026Q2
View quarterly signal counts
Security incidents & breaches in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q37694.51
2024Q46253.52
2025Q18383.35
2025Q26904.33
2025Q313434.93
2025Q46125.07
2026Q15453.78
2026Q23975.16

Where this signal concentrates in the comparison geography

Maine10.0 / 10,000
Iowa9.5 / 10,000
Nevada8.6 / 10,000
INTEGRATION DEMANDAPI economy—supply not mapped
THE OPERATING HYPOTHESIS

As products expose more APIs, managing, testing and securing them can compound.

0.8mentions per 10,000 articles+7.5%share change vs prior year

Mapped accounting and tax software categories

This signal has no matching category in the page’s accounting and tax software market map, so no supply percentile or gap is assigned.

Quarterly share of the United States coverage

Mentions per 10,000 articles · zero baseline

001112024Q3: 02024Q32024Q4: 02024Q42025Q1: 02025Q12025Q2: 02025Q22025Q3: 02025Q32025Q4: 12025Q42026Q1: 12026Q12026Q2: 12026Q2
View quarterly signal counts
API economy in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q31000.59
2024Q4950.54
2025Q12350.94
2025Q21330.83
2025Q31270.47
2025Q41221.01
2026Q11541.07
2026Q2881.14

Where this signal concentrates in the comparison geography

Iowa12.5 / 10,000
Alabama5.0 / 10,000
Colorado2.1 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

the United States accounting and tax software coverage

Expand panel +
RESEARCH CONTEXT · 2021

Exploring the Profiles of Software Testing Jobs in the United States

IEEE Access

23 citations in the snapshot

RESEARCH CONTEXT · 2021

AI and DevOps in Information Technology and Its Future in the United States

SSRN Electronic Journal

14 citations in the snapshot

RESEARCH CONTEXT · 2024

The Integration of AI and Devops in the Field of Information Technology and Its Prospective Evolution in the United States

International Journal for Research in Applied Science and Engineering Technology

7 citations in the snapshot

RESEARCH CONTEXT · 2021

Global and Latin American female participation in evidence-based software engineering: a systematic mapping study

Journal of the Brazilian Computer Society

6 citations in the snapshot

What is growing in this coverage

the United States coverage of this page's demand families

KeywordRecent articlesPrior articlesShare change
cyber laws11850190.9%
cloud backup solutions4921187.6%
arch linux5125151.4%
green data centers200117110.7%
os portability1177397.5%
cost-effective trademarks644383.4%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

Accounting and Tax Software in the United States: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

KEEP EXPLORING

Put the United States in context

All landscapes ↗

Company ecosystem snapshot: 30 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
Coming soon