Industry landscapes
Industry report

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 NEW YORK CITY EDITION 2026

New York City’s
accounting and tax software industry,
in focus.

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

Snapshot: Funding in USD
Illustrated cover for Accounting and Tax Software Industry Landscape of New York City
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Accounting and Tax Software illustration
MEET THE COMPANIES

Explore New York City’s accounting and tax software leaders

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

Expand panel +
Accounting and Tax Software company highlights in New York City, snapshot 3 September 2026
Company
Rampramp.com$3.14B930
DailyPaydailypay.com$1.45B7 roles845
Meliomeliopayments.com$654M638
Jeevestryjeeves.com$543M237
Papaya Globalpapayaglobal.com$438M850
RapidRatingsrapidratings.com$254.89M177
Nitranitra.com$249M8 roles30
Riskifiedriskified.com$232.02M781Financial figure available in RadarView in Radar
Justworksjustworks.com9 roles55,459
Ocrolusocrolus.com7 roles145
TRG Screentrgscreen.com7 roles194
Solytics Partnerssolytics-partners.com6 roles159
Vialto Partnersvialtopartners.com6 roles7,500
Plusgradeplusgrade.com5 roles16
1-800Accountant1800accountant.com
Argyleargyle.com32
BetterCloudbettercloud.com277
Cubecubesoftware.com88
FactWisefactwise.io15Financial figure available in RadarView in Radar
Magnamagna.so20
Precoroprecoro.com79
Rilletrillet.com14
Spotdraftspotdraft.com195Financial figure available in RadarView in Radar
Time Clock Wizardtimeclockwizard.com10
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 New York City

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

3 September 2026
Hiring participation12.9%

48 of 372 tracked companies have open roles.

Funding participation43.3%

161 of 372 tracked companies have a recorded round.

Top 3 funding share46.9%

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

Median disclosed round$9M

Midpoint of 313 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 46.9% of disclosed capital, while 56.7% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How New York City 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

New York City accounting and tax software
$0$847.81M$1.7B$2.54B$3.39B2016: $118.81M20162017: $48.64M20172018: $493.69M20182019: $325.44M20192020: $508.81M20202021: $2.97B20212022: $2.15B20222023: $770.39M20232024: $1.09B20242025: $1.79B2025
View the numbers
Annual accounting and tax software funding and company formation in New York City
YearFunding (USD)FoundedRaising
2016$118.81M1610
2017$48.64M229
2018$493.69M2614
2019$325.44M1824
2020$508.81M2523
2021$2.97B3332
2022$2.15B4139
2023$770.39M3627
2024$1.09B1533
2025$1.79B336
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Ramp28.1%
  • DailyPay13.0%
  • Melio5.9%
  • Other companies53.1%

Funding by stage

365 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel138 37.8%
Series A–B143 39.2%
Series C+ / PE45 12.3%
Grants, debt & other39 10.7%

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
Exponentfi $7.5M

Backed by Chailease Holding and Andre Koo and others.

Series B04/2026
Zamp $30M

Backed by Acrew Capital and Thomson Reuters Ventures.

Series A04/2026
Zenskar $15M

Backed by SIG Venture Capital and Bessemer Venture Partners and others.

Seed04/2026
BrevIo $3.3M

Backed by Resolute Ventures and shuckerVC and others.

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 C08/2021
Rampramp.com$350.75M

Backed by Founders Fund and Redpoint Ventures and others.

Series D08/2023
Rampramp.com$339M

Backed by Thrive Capital and Sands Capital and others.

Series E11/2025
Rampramp.com$311.72M

Backed by Lightspeed Venture Partners and Alpha Wave Global and others.

Series E06/2025
Rampramp.com$200M

Backed by Founders Fund and Thrive Capital and others.

Series D02/2022
Rampramp.com$200M

Backed by Founders Fund and Thrive Capital and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

Exact designated identities and reviewed filing records were checked, but this page has neither a qualifying preview account nor a target cohort meeting the ten-entity aggregate floor.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

11 of the 372 companies on this page carry a measured traffic record (3%); these are the largest of those, by monthly visits. The median among them is 176,796 visits.

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

Most-installed apps

34 of these companies (9.1%) publish at least one Android app — 60 apps in all, carrying 6.4M installs between them.

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 (2023Q3–2026Q2).

SegmentAppsInstallsLeading appRelease trend
Finance & Accounting Tech556.3MDailyPay On-Demand Pay 4.1M
Payments114.7MRamp 345K
Hrtech334.6MTime Clock Wizard 156.6K
Alternative Lending34.2MPNC EarnedIt 45.6K
Banking Tech4854KLili - Business Banking 838.8K
Online Travel6501.5KPEX: Simplify your spending 106.4K
Grc Software765.5KDiligent Boards 30.7K
Employee Health It242.2KJustworks 42.1K

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.

2022Q4: 12022Q4: 02022Q42023Q1: 22023Q1: 02023Q12023Q3: 22023Q3: 02023Q32024Q1: 22024Q1: 12024Q12024Q2: 22024Q2: 02024Q22024Q3: 22024Q3: 02024Q32025Q1: 42025Q1: 02025Q12025Q2: 22025Q2: 12025Q22025Q3: 72025Q3: 42025Q32025Q4: 52025Q4: 32025Q42026Q1: 12026Q1: 42026Q1

Darker bars are new releases, lighter bars apps updated. 59 of 60 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The New York City 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 tech354
Fintech310
Enterprise software259
Saas191
Integrated compliance management42
Accounts receivable automation35
Consumer digital33
Accounts payable automation26
Hr saas26
Artificial intelligence21
Native ai in financial services19
Fintech saas19

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

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

354companies
13.6%have hiring activity

48 companies hiring · $11.12B disclosed funding

Explore in Radar

How companies make money

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

Subscription321
Fee-for-service44
Commission on transaction38
Lending3
Advertising3
E-commerce - service3
E-commerce - product1
Interest1
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 & 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 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.

Mergers & acquisitionsmagna.so ↗

Mutares SE & Co. KGaA has signed agreements to acquire two automotive supplier businesses from Magna.

Funding roundsnitra.com ↗

Nitra snags $187 million in funding New York-based Nitra aims to make administrative work easier for healthcare practices.

Mergers & acquisitionsmeliopayments.com ↗

Xero’s acquisition of Melio targets a $29 billion US SMB payments market and makes significant strides in Xero’s 3×3 expansion strategy and US growth ambitions.

Funding roundsplusgrade.com ↗

At about the same time, Plusgrade, a company established in Montreal, received a $1 billion investment, confirming that significant cash was moving north.

Funding roundstropicapp.io ↗

Tropic, a biotechnology company based in Norwich, UK, has raised $105 million in a series C funding round to expand the commercial production of its banana varieties and advance the development of other crops.

Funding roundspexcard.com ↗

PEX Card, a corporate card and spend management platform for businesses, has raised $9.7M in funding according to a recent SEC filing.

Funding roundsspotdraft.com ↗

SpotDraft, an AI-powered contract lifecycle management (CLM) platform, on Tuesday raised $8 million from Qualcomm Ventures in an extended Series B round.

Full recorded event mix

Top 10 categories among 328 recorded events in the 24-month window.

Funding rounds
91
Leadership moves
79
New products
52
Mergers & acquisitions
45
Company announcements
13
Contracts
12
Earnings
9
Capital infusions
8
Asset acquisitions
6
Job creation
4
6 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

1 companies with recorded IPO activity

DailyPay ↗

IPO1 reports

Leadership moves

28 tracked people moves

EXIGER ↗
Adi Kavaler

Appointment Chief Technology Officer

Riskified ↗
Aaron Mankovski

Resignation Previously Board Member

Riskified ↗
Dr. Samer Haj-Yehia

Appointment Board Member

Tal Hornstein

Appointment chief information security officer

DailyPay ↗
Nelson Chai

Appointment Chief Executive Officer

RIMES ↗
Kieran Kennedy

Appointment Chief Revenue Officer

Spotdraft ↗
Amit Sharma

Appointment Chief Financial Officer

Spotdraft ↗
Alon Waks

Appointment Chief Marketing Officer

Product launches

Products, platforms and features in the recorded window

Diligent ↗
AI Board Member

AI Assistant

Diligent ↗
Subsidiary Governance Agent

Governance Agent

Argyle ↗
Integration with Vesta

Platform integration

Argyle ↗
Vesta LOS integration

Integration

Cube ↗
CUBE Regulatory Intelligence on Microsoft Azure

Regulatory Compliance

EXIGER ↗
1Exiger

Supply chain & third-party risk intelligence platform

Plusgrade ↗
Buy Miles

Loyalty

Plusgrade ↗
Points

loyalty products

Contract wins

5 recorded customer wins

Magna ↗

Customer: xpengelectric vehicle

EXIGER ↗

Customer: General Services AdministrationDefense

Magna ↗

Customer: VW XpengAutomotive

Workforce actions

2 companies with reported reductions

Justworks ↗

200 rolescost reduction

Magna ↗

160 roles

Regulatory events

3 recorded events

Argyle ↗

approved for launchOntario Ministry of Mines

EXIGER ↗

approved for FedRAMP Moderate AuthorizationFederal Risk and Authorization Management Program (FedRAMP®)

EXIGER ↗

accredited at FedRAMP ModerateDepartment of Energy

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
reliance retailAnomaly ↗Completed2026-05-05Not stated in snapshot
Mutares SE & Co. KGaAMagna ↗Announced2026-04-09Not stated in snapshot
xeroMelio ↗Completed2026-03-24Not stated in snapshot
Cube4crisk.aiAnnounced2026-02-20Not stated in snapshot
CubeRCRisk.aiAnnounced2026-02-20Not stated in snapshot
PaywardMagna ↗Announced2026-02-18Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

1,055 postings in the preceding 12 months. The full 2,336-posting snapshot covers 79 employers.

Expand panel +

Most advertised job titles

Customer Success Manager26
Account Manager18
Software Engineer15
Account Executive15
Product Manager14
Sales Engineer9
0 internship postings

38 tracked postings mention remote work.

The seniority mix

422 postings specify a level.

unspecified
1,914
manager
264
senior
111
lead
29
intern
16
entry
2

Skills employers mention

Top skills across 2,336 tracked postings in the available jobs snapshot.

Salesforce
136
Python
132
React
130
Typescript
107
Crm
77
Ai
73
Netsuite
68
Sql
66
Javascript
59
Quickbooks
55
ADVERTISED PAY$131.5K/ year

Median across 222 postings with pay data, expressed in USD.

Salary by seniority

manager$120.0K/ year38 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

319 founders and chief executives across 208 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

106 profiles with education records.

Harvard University
12
Tel Aviv University
11
Harvard Business School
10
Columbia Business School
10
University of Pennsylvania
10
Cornell University
9
Massachusetts Institute of Technology
7
Columbia University
7

Prior employers

31 profiles with prior-work records.

Google
7
McKinsey
6
Microsoft
5
Goldman Sachs
4
Bain
4
Paypal
2
Boston Consulting Group
2
Amazon
2

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

NEWS INTELLIGENCE

How this industry appears in the news

20,022 articles in the measured 12-month window.

Expand panel +
20,022articles in the measured year
5,251articles in 2026Q1
66.6%positive tone in the latest complete year

News volume trends

Accounting and Tax Software coverage tagged New York City · articles per complete quarter

01,6573,3134,9706,6262021Q2: 2,9632021Q22021Q3: 3,5992021Q4: 3,4812022Q1: 4,2572022Q2: 4,1232022Q22022Q3: 3,4012022Q4: 3,6432023Q1: 3,7752023Q2: 4,0432023Q22023Q3: 3,7702023Q4: 3,9212024Q1: 5,2352024Q2: 4,4552024Q22024Q3: 4,5312024Q4: 4,8302025Q1: 5,5622025Q2: 4,3812025Q22025Q3: 5,7622025Q4: 4,2572026Q1: 5,2512026Q1
View quarterly article counts
QuarterArticles
2021Q22,963
2021Q33,599
2021Q43,481
2022Q14,257
2022Q24,123
2022Q33,401
2022Q43,643
2023Q13,775
2023Q24,043
2023Q33,770
2023Q43,921
2024Q15,235
2024Q24,455
2024Q34,531
2024Q44,830
2025Q15,562
2025Q24,381
2025Q35,762
2025Q44,257
2026Q15,251

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
7,204 positive · 121 neutral · 3,315 negative
2022
10,817 positive · 200 neutral · 4,353 negative
2023
10,703 positive · 198 neutral · 4,586 negative
2024
12,784 positive · 341 neutral · 5,897 negative
2025
13,248 positive · 290 neutral · 6,359 negative

Leading coverage topics

Accounting and Tax Software coverage tagged New York City · 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

United States comparison coverage

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

United States comparison coverage

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 tagged New York City. 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 Impact on Public FinanceCommon problems researchers identify · 01

FinTech Impact on Public Finance

55 papers

36.7% of this theme group

Researchers highlight how fintech reshapes financial services, regulation, and system stability in emerging markets.

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
Inclusion Gaps in Digital BankingCommon problems researchers identify · 02

Inclusion Gaps in Digital Banking

42 papers

28.0% of this theme group

Papers flag challenges of delivering equitable retail banking and payment services to underserved populations.

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‑Related Fraud and Data RisksCommon problems researchers identify · 03

Crypto‑Related Fraud and Data Risks

33 papers

22.0% of this theme group

Studies expose vulnerabilities in cryptocurrency transactions and mobile payment platforms, emphasizing fraud detection needs.

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 Integration IssuesCommon problems researchers identify · 04

Risk Management Integration Issues

20 papers

13.3% of this theme group

Works point to difficulties merging AI‑driven risk models with traditional financial institutions.

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.

Stability Concerns for Crypto PaymentsCautions · 01

Stability Concerns for Crypto Payments

24 papers

35.8% of this theme group

Authors caution that peer‑to‑peer lending and crypto markets may undermine financial inclusion and stability.

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
Systemic Risks of Big‑Data FinTechCautions · 02

Systemic Risks of Big‑Data FinTech

23 papers

34.3% of this theme group

Research warns that large‑scale data use in fintech could amplify systemic risk and complicate sustainable finance.

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
Bias and Transparency in AI FinanceCautions · 03

Bias and Transparency in AI Finance

18 papers

26.9% of this theme group

Papers urge careful oversight of AI/ML applications to prevent bias and ensure openness in 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 Solutions for Financial InclusionOpportunities · 01

Mobile Solutions for Financial Inclusion

82 papers

26.1% of this theme group

Studies explore how mobile payments and fintech tools can reach unbanked 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 Service InnovationOpportunities · 02

FinTech‑Driven Service Innovation

60 papers

19.1% of this theme group

Research highlights digital transformation and emerging technologies reshaping payment ecosystems and financial services.

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‑Enabled Sustainable FinanceOpportunities · 03

AI‑Enabled Sustainable Finance

56 papers

17.8% of this theme group

Works examine how artificial intelligence can foster sustainable financial technologies while managing systemic risk.

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 Scalable ServicesOpportunities · 04

Predictive Analytics for Scalable Services

56 papers

17.8% of this theme group

Papers discuss leveraging deep learning and cloud platforms to enhance 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’s role in real‑time auditing, fraud detection, and global financial service integration.

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 Credit Fraud DetectionOpportunities · 06

Deep Learning in Credit Fraud Detection

30 papers

9.6% of this theme group

Studies focus on applying deep neural networks to improve detection of credit card fraud and credit risk assessment.

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%37.6%
Problem-identifying19.8%9.6%
Descriptive19.5%17.3%
Breakthrough10.7%26.4%
Cautionary9.7%4.5%
Comparative2.6%3.8%
Critical1.4%0.8%

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 — New York City

Compare demand signals in New York City’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 PERIOD2025-05-01 to 2026-05-01Against 2024-05-01 to 2025-05-01Explore 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 →

5 New York City 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 Pressure100.00.0+100.0+22.5%
Data & privacy regulation ↗Compliance Pressure45.833.3+12.5+21.3%
Cloud & platform build-out ↗Infrastructure Shift25.066.7-41.7-15.4%
Open-source momentum ↗Ecosystem Signal25.0100.0-75.0
Security incidents & breaches ↗Risk Pressure54.2No matching category-1.7%

Showing all 5 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. New York City is highlighted.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage. Rows cover all of the United States for this page's signal families; New York City is marked.

Seattle128.0

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

San Francisco94.2

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

Minneapolis76.3

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

Newark61.3

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

Portland60.3

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

St. Louis54.2

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

Austin47.7

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

San Diego47.4

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

Detroit44.5

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

New York City23.6

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

Orlando42.3

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

Atlanta40.1

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

Inside the leading signals

Open any signal for its quarterly history
SPENDING PRESSURETech workforce shifts+100.0percentile-point gap
THE OPERATING HYPOTHESIS

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

14.41mentions per 10,000 articles+22.5%share change vs prior year

Mapped accounting and tax software categories

  • Hr Saas26

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

071420272024Q3: 72024Q32024Q4: 152024Q42025Q1: 152025Q12025Q2: 82025Q22025Q3: 122025Q32025Q4: 232025Q42026Q1: 122026Q1
View quarterly signal counts
Tech workforce shifts in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3567.04
2024Q412715.32
2025Q115115.07
2025Q2778.83
2025Q331212.67
2025Q419623.52
2026Q111512.94

Where this signal concentrates in the comparison geography

Seattle91.8 / 10,000
Minneapolis68.4 / 10,000
St. Louis50.7 / 10,000
COMPLIANCE PRESSUREData & privacy regulation+12.5percentile-point gap
THE OPERATING HYPOTHESIS

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

1.7mentions per 10,000 articles+21.3%share change vs prior year

Mapped accounting and tax software categories

  • Integrated Compliance Management42

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

012232024Q3: 02024Q32024Q4: 12024Q42025Q1: 22025Q12025Q2: 02025Q22025Q3: 12025Q32025Q4: 02025Q42026Q1: 22026Q1
View quarterly signal counts
Data & privacy regulation in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q360.75
2024Q4121.45
2025Q1282.79
2025Q240.46
2025Q3491.99
2025Q480.96
2026Q1212.36

Where this signal concentrates in the comparison geography

San Francisco7.5 / 10,000
Dallas4.0 / 10,000
INFRASTRUCTURE SHIFTCloud & platform build-out-41.7percentile-point gap
THE OPERATING HYPOTHESIS

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

2.11mentions per 10,000 articles-15.4%share change vs prior year

Mapped accounting and tax software categories

  • Saas191
  • Hr Saas26
  • Fintech Saas19

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

012452024Q3: 22024Q32024Q4: 12024Q42025Q1: 42025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 42025Q42026Q1: 12026Q1
View quarterly signal counts
Cloud & platform build-out in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3222.77
2024Q4121.45
2025Q1434.29
2025Q2131.49
2025Q3481.95
2025Q4344.08
2026Q1121.35

Where this signal concentrates in the comparison geography

San Francisco23.2 / 10,000
Las Vegas13.6 / 10,000
Seattle13.0 / 10,000
ECOSYSTEM SIGNALOpen-source momentum-75.0percentile-point gap
THE OPERATING HYPOTHESIS

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

1.37mentions per 10,000 articles

Mapped accounting and tax software categories

  • Enterprise Software259

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

Quarterly share of New York City coverage

Mentions per 10,000 articles · zero baseline

011232024Q3: 12024Q32024Q4: 12024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 02025Q42026Q1: 22026Q1
View quarterly signal counts
Open-source momentum in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3131.64
2024Q4101.21
2025Q1111.1
2025Q291.03
2025Q3261.06
2025Q460.72
2026Q1222.48

Where this signal concentrates in the comparison geography

San Francisco11.5 / 10,000
Seattle7.1 / 10,000
Boston6.4 / 10,000
RISK PRESSURESecurity incidents & breachessupply not mapped
THE OPERATING HYPOTHESIS

Breach pressure can push security into every buying decision.

3.5mentions per 10,000 articles-1.7%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 New York City coverage

Mentions per 10,000 articles · zero baseline

013462024Q3: 32024Q32024Q4: 42024Q42025Q1: 32025Q12025Q2: 32025Q22025Q3: 32025Q32025Q4: 42025Q42026Q1: 22026Q1
View quarterly signal counts
Security incidents & breaches in New York City coverage
QuarterMentionsPer 10,000 articles
2024Q3243.02
2024Q4374.46
2025Q1363.59
2025Q2283.21
2025Q3853.45
2025Q4404.8
2026Q1252.81

Where this signal concentrates in the comparison geography

Newark25.4 / 10,000
Portland22.1 / 10,000
Seattle15.4 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

New York City 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.

UNDERSTAND THE LANDSCAPE

Accounting and Tax Software in New York City: 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.

Company ecosystem snapshot: 3 September 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