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 ↗
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.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore New York City’s accounting and tax software leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore New York City’s accounting and tax software leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Startup discovery
Recorded classifications onlyAccounting and Tax Software industry KPIs in New York City
A few useful ratios bring the size of this ecosystem into perspective.
48 of 372 tracked companies have open roles.
161 of 372 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
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 FORMATIONHow New York City accounting and tax software has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How New York City accounting and tax software has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Disclosed funding by year
Sum of recorded funding rounds · USD
View the numbers
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $118.81M | 16 | 10 |
| 2017 | $48.64M | 22 | 9 |
| 2018 | $493.69M | 26 | 14 |
| 2019 | $325.44M | 18 | 24 |
| 2020 | $508.81M | 25 | 23 |
| 2021 | $2.97B | 33 | 32 |
| 2022 | $2.15B | 41 | 39 |
| 2023 | $770.39M | 36 | 27 |
| 2024 | $1.09B | 15 | 33 |
| 2025 | $1.79B | 3 | 36 |
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
Investors appearing most often
Recorded participation in accounting and tax software company rounds since 2016.
- 01Y Combinator 24 rounds
- 02Thrive Capital 17 rounds
- 03Techstars 16 rounds
- 04Bain Capital Ventures 15 rounds
- 05Bessemer Venture Partners 14 rounds
- 06Andreessen Horowitz 13 rounds
- 07Coatue 12 rounds
- 08General Catalyst 12 rounds
- 09Founders Fund 10 rounds
- 010Iconiq Capital 7 rounds
Recent recorded rounds
Latest recorded rounds · USDBacked by RRE Ventures and Link Ventures and others.
Backed by .
Backed by .
Backed by Chailease Holding and Andre Koo and others.
Backed by Acrew Capital and Thomson Reuters Ventures.
Backed by SIG Venture Capital and Bessemer Venture Partners and others.
Backed by .
Backed by Resolute Ventures and shuckerVC and others.
Largest and notable recorded rounds
Each card is one recorded roundBacked by Iconiq Capital and Founders Fund and others.
Backed by Founders Fund and Redpoint Ventures and others.
Backed by Thrive Capital and Sands Capital and others.
Backed by Lightspeed Venture Partners and Alpha Wave Global and others.
Backed by Insight Partners and Tiger Global Management and others.
Backed by Thrive Capital and General Catalyst and others.
Backed by HPS Investment Partners and CD&R.
Backed by Founders Fund and Thrive Capital and others.
Backed by Founders Fund and Thrive Capital and others.
Backed by Spectrum Equity and 22C Capital.
THE BUSINESS BEHIND THE ACTIVITYRevenue, profitability & financial strength
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Revenue, profitability & financial strength
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.
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.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Rampramp.com | 4,403,691 | 53 | 36.4% |
| Harvestgetharvest.com | 769,248 | 57 | 21.4% |
| Wrapbookwrapbook.com | 397,003 | 43 | 16.5% |
| Diligentdiligent.com | 331,511 | 48 | 66.9% |
| Meliomeliopayments.com | 325,347 | 43 | 22.7% |
| MailerSendmailersend.com | 176,796 | 40 | 16.3% |
| Papaya Globalpapayaglobal.com | 138,638 | 46 | 32.6% |
| Mightymighty.com | 132,096 | 37 | 1.9% |
| PriorTaxpriortax.com | 95,516 | 25 | 83.7% |
| Bloomberg Tax & Accountingbloombergtax.com | 91,858 | 47 | 2.1% |
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.
| App | Installs | Rating | Store category |
|---|---|---|---|
| DailyPay On-Demand PayDailyPay | 4.1M | 4.7 | Finance |
| Lili - Business BankingLili | 838.8K | 4.1 | Finance |
| Harvest: Track Time & InvoiceHarvest | 369.2K | 4.2 | Business |
| RampRamp | 345K | 4.7 | Finance |
| Time Clock WizardTime Clock Wizard | 156.6K | 2.9 | Business |
| PEX: Simplify your spendingPEX Card | 106.4K | 4.6 | Business |
| PNC EarnedItDailyPay | 45.6K | 4.7 | Finance |
| JustworksJustworks | 42.1K | 4.5 | Business |
| Fisibility AIFisibility | 36.8K | — | Business |
| StubCreator: Paystub GeneratorStubcreator | 31.9K | 4.3 | Business |
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).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Finance & Accounting Tech | 55 | 6.3M | DailyPay On-Demand Pay 4.1M | |
| Payments | 11 | 4.7M | Ramp 345K | |
| Hrtech | 33 | 4.6M | Time Clock Wizard 156.6K | |
| Alternative Lending | 3 | 4.2M | PNC EarnedIt 45.6K | |
| Banking Tech | 4 | 854K | Lili - Business Banking 838.8K | |
| Online Travel | 6 | 501.5K | PEX: Simplify your spending 106.4K | |
| Grc Software | 7 | 65.5K | Diligent Boards 30.7K | |
| Employee Health It | 2 | 42.2K | Justworks 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.
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 INDUSTRYThe New York City accounting and tax software market map
Explore the segments behind the headline numbers.
Expand panel +
The New York City accounting and tax software market map
Explore the segments behind the headline numbers.
Where companies are building
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
Enterprise tech
The largest measured segment in this report snapshot.
48 companies hiring · $11.12B disclosed funding
Explore in RadarHow companies make money
Common revenue models; a company can use more than one.
THE COMPANIES IN MOTIONWho is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
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Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 10 dated reports
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.
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.
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.
Mutares SE & Co. KGaA has signed agreements to acquire two automotive supplier businesses from Magna.
Nitra snags $187 million in funding New York-based Nitra aims to make administrative work easier for healthcare practices.
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.
At about the same time, Plusgrade, a company established in Montreal, received a $1 billion investment, confirming that significant cash was moving north.
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.
PEX Card, a corporate card and spend management platform for businesses, has raised $9.7M in funding according to a recent SEC filing.
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.
IPO pipeline
1 companies with recorded IPO activity
IPO1 reports
Leadership moves
28 tracked people moves
Appointment Chief Technology Officer
Resignation Previously Board Member
Appointment Board Member
Appointment chief information security officer
Appointment Chief Executive Officer
Appointment Chief Revenue Officer
Appointment Chief Financial Officer
Appointment Chief Marketing Officer
Product launches
Products, platforms and features in the recorded window
AI Assistant
Governance Agent
Platform integration
Integration
Regulatory Compliance
Supply chain & third-party risk intelligence platform
Loyalty
loyalty products
Contract wins
5 recorded customer wins
Workforce actions
2 companies with reported reductions
200 rolescost reduction
160 roles
Regulatory events
3 recorded events
Mergers and acquisitions
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| reliance retail→Anomaly ↗ | Completed | 2026-05-05 | Not stated in snapshot |
| Mutares SE & Co. KGaA→Magna ↗ | Announced | 2026-04-09 | Not stated in snapshot |
| xero→Melio ↗ | Completed | 2026-03-24 | Not stated in snapshot |
| Cube→4crisk.ai | Announced | 2026-02-20 | Not stated in snapshot |
| Cube→RCRisk.ai | Announced | 2026-02-20 | Not stated in snapshot |
| Payward→Magna ↗ | Announced | 2026-02-18 | Not stated in snapshot |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
1,055 postings in the preceding 12 months. The full 2,336-posting snapshot covers 79 employers.
Expand panel +
The talent market
1,055 postings in the preceding 12 months. The full 2,336-posting snapshot covers 79 employers.
Most advertised job titles
38 tracked postings mention remote work.
The seniority mix
422 postings specify a level.
Skills employers mention
Top skills across 2,336 tracked postings in the available jobs snapshot.
Median across 222 postings with pay data, expressed in USD.
Salary by seniority
Advertised posting medians do not describe all employees or roles.
Companies hiring
| Company | Open roles |
|---|---|
| Justworks ↗ | 9 |
| Nitra ↗ | 8 |
| DailyPay ↗ | 7 |
| TRG Screen ↗ | 7 |
| Ocrolus ↗ | 7 |
| Vialto Partners ↗ | 6 |
| Solytics Partners ↗ | 6 |
| Plusgrade ↗ | 5 |
Large employers
| Company | Employees |
|---|---|
| Justworks ↗ | 55,459 |
| Papaya Global ↗ | 850 |
| DailyPay ↗ | 845 |
| Riskified ↗ | 781 |
| Tropic ↗ | 296 |
| BetterCloud ↗ | 277 |
| Wrapbook ↗ | 258 |
| Jeeves ↗ | 237 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
319 founders and chief executives across 208 companies.
Expand panel +
Founders and leaders
319 founders and chief executives across 208 companies.
Karim Atiyeh
Ramp ↗Ex-Founder Paribus, Oliver Wyman. Harvard University BA 2011 & MS 2011
Ziv Paz
Melio ↗Ex-FIMI Opportunity Fund, The Atalef Association. Tel Aviv University BA, LLB 2014
Dileep Thazhmon
Jeeves ↗Ex-Co-Founder & COO Jeeng, PayPal, True Money, Drexel University M.S 2005
Ofer Herman
Papaya Global ↗Ex-Vidmind, Phoenix Technologies, BeInSync. University of Haifa BSc 2001
Patrick Caragata
RapidRatings ↗Rapid Ratings International, ex-Rapid Ratings, University of Toronto, 1981
Jonathan Chen
Nitra ↗Ex: National Center for High Performance Computing, Bloomberg BNA, Walter Reed Army Institute of Research.
Assaf Feldman
Riskified ↗Riskified, ex-Billguard, ex-Bezalel Academy Of Art And Design, Massachusetts Institute of Technology, 2005
Peter Clarke
Vialto Partners ↗Ex- PwC. Manhattan College BA 1984
Jesse Levin
BetterCloud ↗Green Seal, ex-Brightfield, Viridis, Whiteboard Advisors, hiQ Labs. University of Richmond BA 1998, Columbia Business School MBA 2007
Shawn Vo
Denim ↗Ex-NYC Functional Programming, The Climate, Nfinity, Fintria, Barclays Investment Bank. University of Virginia BS 2013
Cameron Woodward
Wrapbook ↗Ex-Founder Film Casualty Insurance Agency, Co-Founder Sprinkle Lab, Invisible Children.
Michael Beber
EXIGER ↗Exiger, ex-Arbortrek Canopy Adventures, ex-Private Equity, The University of Western Ontario, 1981
Education networks
106 profiles with education records.
Prior employers
31 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
20,022 articles in the measured 12-month window.
Expand panel +
How this industry appears in the news
20,022 articles in the measured 12-month window.
News volume trends
Accounting and Tax Software coverage tagged New York City · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 2,963 |
| 2021Q3 | 3,599 |
| 2021Q4 | 3,481 |
| 2022Q1 | 4,257 |
| 2022Q2 | 4,123 |
| 2022Q3 | 3,401 |
| 2022Q4 | 3,643 |
| 2023Q1 | 3,775 |
| 2023Q2 | 4,043 |
| 2023Q3 | 3,770 |
| 2023Q4 | 3,921 |
| 2024Q1 | 5,235 |
| 2024Q2 | 4,455 |
| 2024Q3 | 4,531 |
| 2024Q4 | 4,830 |
| 2025Q1 | 5,562 |
| 2025Q2 | 4,381 |
| 2025Q3 | 5,762 |
| 2025Q4 | 4,257 |
| 2026Q1 | 5,251 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
570 recorded company events across 46 companies; percentages use that event total.
Leading coverage topics
Accounting and Tax Software coverage tagged New York City · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Topics gaining and losing attention
United States comparison coverage
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| stablecoin fx impact | 13,434 | 6,005 | 124% |
| stock price | 9,691 | 4,500 | 115% |
| etf trading | 8,247 | 3,359 | 146% |
| investment deal | 7,375 | 1,414 | 422% |
| etfs | 7,169 | 2,969 | 141% |
| decentralized forex | 6,986 | 3,549 | 97% |
| sector etfs | 6,864 | 2,864 | 140% |
| etf structures | 6,421 | 2,622 | 145% |
| etf products | 6,339 | 2,481 | 156% |
| share price | 5,711 | 2,242 | 155% |
| flood stage forecasting | 119 | 10,236 | -99% |
| hydrologic risk modeling | 26 | 10,145 | -100% |
| coastal flooding study | 121 | 4,687 | -97% |
| flood control measures | 86 | 3,644 | -98% |
| severe weather warning | 340 | 3,275 | -90% |
Event and signal lenses
United States comparison coverage
Regulatory Risk
1,276,365 classified articleseconomic slowdown, stock performance, currency intervention policies
49.0% critical · 33.8% positiveFunding Momentum
268,477 classified articlesinflation reports fx, currency intervention policies, trade deficits fx
37.5% critical · 48.9% positiveGrowth
402,987 classified articlesgdp growth forex, inflation reports fx, trade deficits fx
43.1% critical · 39.1% positiveAccounting and Tax Software coverage tagged New York City. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Accounting and Tax Software research is working on
907 papers in the recorded india scope.
Expand panel +
What Accounting and Tax Software research is working on
907 papers in the recorded india scope.
Research orientation
Contribution mix
Tone counts: 834 positive · 6 neutral · 67 negative.
- 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
- 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
- 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
Leading researchers
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
Common problems researchers identify · 01FinTech Impact on Public Finance
55 papers36.7% 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
| Year | Share index |
|---|---|
| 2022 | 245.3 |
| 2023 | 251.7 |
| 2024 | 240.7 |
| 2025 | 249.6 |
Common problems researchers identify · 02Inclusion Gaps in Digital Banking
42 papers28.0% 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
| Year | Share index |
|---|---|
| 2022 | 883.7 |
| 2023 | 861.1 |
| 2024 | 968.4 |
| 2025 | 1054.2 |
Common problems researchers identify · 03Crypto‑Related Fraud and Data Risks
33 papers22.0% 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
| Year | Share index |
|---|---|
| 2022 | 187.0 |
| 2023 | 177.3 |
| 2024 | 122.5 |
| 2025 | 199.7 |
Common problems researchers identify · 04Risk Management Integration Issues
20 papers13.3% 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
| Year | Share index |
|---|---|
| 2022 | 77.9 |
| 2023 | 84.4 |
| 2024 | 79.2 |
| 2025 | 150.7 |
Cautions
67 papers · 3 recurring themes
Cautions · 01Stability Concerns for Crypto Payments
24 papers35.8% 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
| Year | Share index |
|---|---|
| 2022 | 246.2 |
| 2023 | 238.0 |
| 2024 | 179.0 |
| 2025 | 318.8 |
Cautions · 02Systemic Risks of Big‑Data FinTech
23 papers34.3% 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
| Year | Share index |
|---|---|
| 2022 | 182.3 |
| 2023 | 175.6 |
| 2024 | 135.0 |
| 2025 | 240.2 |
Cautions · 03Bias and Transparency in AI Finance
18 papers26.9% 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
| Year | Share index |
|---|---|
| 2022 | 71.3 |
| 2023 | 98.3 |
| 2024 | 120.6 |
| 2025 | 241.2 |
A further 2 papers sit in smaller themes.
Opportunities
314 papers · 6 recurring themes
Opportunities · 01Mobile Solutions for Financial Inclusion
82 papers26.1% 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
| Year | Share index |
|---|---|
| 2022 | 115.8 |
| 2023 | 142.0 |
| 2024 | 128.5 |
| 2025 | 265.9 |
Opportunities · 02FinTech‑Driven Service Innovation
60 papers19.1% 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
| Year | Share index |
|---|---|
| 2022 | 878.2 |
| 2023 | 857.4 |
| 2024 | 965.4 |
| 2025 | 1051.1 |
Opportunities · 03AI‑Enabled Sustainable Finance
56 papers17.8% 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
| Year | Share index |
|---|---|
| 2022 | 59.0 |
| 2023 | 82.2 |
| 2024 | 256.7 |
| 2025 | 191.7 |
Opportunities · 04Predictive Analytics for Scalable Services
56 papers17.8% 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
| Year | Share index |
|---|---|
| 2022 | 133.6 |
| 2023 | 142.7 |
| 2024 | 89.7 |
| 2025 | 192.5 |
Opportunities · 05Blockchain for Transparency and Auditing
30 papers9.6% 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
| Year | Share index |
|---|---|
| 2022 | 905.6 |
| 2023 | 967.4 |
| 2024 | 915.8 |
| 2025 | 1033.4 |
Opportunities · 06Deep Learning in Credit Fraud Detection
30 papers9.6% 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
| Year | Share index |
|---|---|
| 2022 | 207.4 |
| 2023 | 187.5 |
| 2024 | 108.0 |
| 2025 | 205.7 |
How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Promising | 36.2% | 37.6% |
| Problem-identifying | 19.8% | 9.6% |
| Descriptive | 19.5% | 17.3% |
| Breakthrough | 10.7% | 26.4% |
| Cautionary | 9.7% | 4.5% |
| Comparative | 2.6% | 3.8% |
| Critical | 1.4% | 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 paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Privacy & surveillanceSecurity and Privacy in FinTech | 12 | 1.75% | 7 (58.3%) | 0.91% |
| Bias & fairnessDigital Finance, Financial Inclusion and Gender Equality: Strategies for Economic Empowerment of Women | 3 | 0.44% | 2 (66.7%) | 0.1% |
| Concentration of compute powerModerating effect of fintech adoption on market power and bank stability Nexus: Indian evidence | 3 | 0.44% | 0 (0.0%) | 0.26% |
| Energy & datacenter footprintAccelerating agricultural green development in ASEAN: The power of digital inclusive finance | 2 | 0.29% | 0 (0.0%) | 0.23% |
| Carbon & emissions of computeRethinking portfolio design with sustainable AI and FinTech: dynamic spillovers in a quantile–frequency framework | 1 | 0.15% | 0 (0.0%) | 0.01% |
| Labour & data workEnsuring financial inclusion through platform design: Technical frameworks for inclusive growth in the digital labor eco | 1 | 0.15% | 0 (0.0%) | 0.04% |
| Safety & misuseBridging Misinformation Gaps: A Framework for Enhancing Trust and Financial Literacy in Microinsurance Adoption among Sm | 1 | 0.15% | 0 (0.0%) | 0.08% |
| Water use | 0 | 0.0% | 0 (%) | 0.0% |
| Hardware, e-waste & supply chain | 0 | 0.0% | 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 & PLACEWhere 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 +
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.
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.
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 →
| Signal family | Signal percentile | Supply percentile | Relative gap | Gap (points) | Signal share vs prior year |
|---|---|---|---|---|---|
| Tech workforce shifts ↗Spending Pressure | 100.0 | 0.0 | +100.0 | +22.5% | |
| Data & privacy regulation ↗Compliance Pressure | 45.8 | 33.3 | +12.5 | +21.3% | |
| Cloud & platform build-out ↗Infrastructure Shift | 25.0 | 66.7 | -41.7 | -15.4% | |
| Open-source momentum ↗Ecosystem Signal | 25.0 | 100.0 | -75.0 | — | |
| Security incidents & breaches ↗Risk Pressure | 54.2 | — | No 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.
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.
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Cloud & platform build-out · Security incidents & breaches
Tech workforce shifts · Security incidents & breaches · Data & privacy regulation
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Tech workforce shifts · Security incidents & breaches · Cloud & platform build-out
Inside the leading signals
Open any signal for its quarterly historySPENDING PRESSURETech workforce shifts+100.0percentile-point gap
Hiring, visa and layoff cycles can resize teams — per-seat budgets tend to follow.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 56 | 7.04 |
| 2024Q4 | 127 | 15.32 |
| 2025Q1 | 151 | 15.07 |
| 2025Q2 | 77 | 8.83 |
| 2025Q3 | 312 | 12.67 |
| 2025Q4 | 196 | 23.52 |
| 2026Q1 | 115 | 12.94 |
Where this signal concentrates in the comparison geography
COMPLIANCE PRESSUREData & privacy regulation+12.5percentile-point gap
Privacy rules can land as engineering requirements — consent, data handling and audit tooling follow.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 6 | 0.75 |
| 2024Q4 | 12 | 1.45 |
| 2025Q1 | 28 | 2.79 |
| 2025Q2 | 4 | 0.46 |
| 2025Q3 | 49 | 1.99 |
| 2025Q4 | 8 | 0.96 |
| 2026Q1 | 21 | 2.36 |
Where this signal concentrates in the comparison geography
INFRASTRUCTURE SHIFTCloud & platform build-out-41.7percentile-point gap
Cloud and platform build-out can multiply the pipelines and environments a team must manage.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 22 | 2.77 |
| 2024Q4 | 12 | 1.45 |
| 2025Q1 | 43 | 4.29 |
| 2025Q2 | 13 | 1.49 |
| 2025Q3 | 48 | 1.95 |
| 2025Q4 | 34 | 4.08 |
| 2026Q1 | 12 | 1.35 |
Where this signal concentrates in the comparison geography
ECOSYSTEM SIGNALOpen-source momentum-75.0percentile-point gap
Open-source momentum can seed the commercial layer around the projects teams adopt.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 13 | 1.64 |
| 2024Q4 | 10 | 1.21 |
| 2025Q1 | 11 | 1.1 |
| 2025Q2 | 9 | 1.03 |
| 2025Q3 | 26 | 1.06 |
| 2025Q4 | 6 | 0.72 |
| 2026Q1 | 22 | 2.48 |
Where this signal concentrates in the comparison geography
RISK PRESSURESecurity incidents & breaches—supply not mapped
Breach pressure can push security into every buying decision.
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
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 24 | 3.02 |
| 2024Q4 | 37 | 4.46 |
| 2025Q1 | 36 | 3.59 |
| 2025Q2 | 28 | 3.21 |
| 2025Q3 | 85 | 3.45 |
| 2025Q4 | 40 | 4.8 |
| 2026Q1 | 25 | 2.81 |
Where this signal concentrates in the comparison geography
RESEARCH & CHANGING CONVERSATIONSRelated research and changing coverage
New York City accounting and tax software coverage
Expand panel +
Related research and changing coverage
New York City accounting and tax software coverage
Exploring the Profiles of Software Testing Jobs in the United States
IEEE Access
23 citations in the snapshot
AI and DevOps in Information Technology and Its Future in the United States
SSRN Electronic Journal
14 citations in the snapshot
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
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
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| cyber laws | 118 | 50 | 190.9% |
| cloud backup solutions | 49 | 21 | 187.6% |
| arch linux | 51 | 25 | 151.4% |
| green data centers | 200 | 117 | 110.7% |
| os portability | 117 | 73 | 97.5% |
| cost-effective trademarks | 64 | 43 | 83.4% |
Share changes describe coverage in the stated comparison periods, not search demand or market size.
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 ↗