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FinTech Innovation Lab

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uuid00072xf

Namestring
FinTech Innovation Lab
Legal namestring
FinTech Innovation Lab
Company typeenum
Private
Founded yearint
2010
Descriptiontext

FinTech Innovation Lab is a premier global accelerator program co-founded in 2010 by Accenture and the Partnership Fund for New York City. It runs 12-week programs in three regions — New York, London, and Asia Pacific (Hong Kong) — to help early- and growth-stage fintech and insurtech startups scale by accessing senior decision-makers at leading financial institutions. The Lab accepts applications from startups globally (200+ applicants per New York cohort), and financial institution partners actively select the companies they want to work with, with senior executives from those institutions leading engagements throughout the program. A New York insurtech track was added in 2017, running in parallel with the fintech track.

The program's core product is the accelerator itself: selected startups receive mentorship from senior financial industry, technology, and venture capital executives, proof-of-concept development with bank and insurer partners, regulatory guidance via a regulator-in-residence, and exposure to 140+ global financial sector partners culminating in a Demo Day. The Lab has graduated 394 alumni companies, facilitated 950+ proofs of concept, and alumni have collectively raised more than $6.6 billion in capital with 24 New York alumni acquired. The business model is structured around a 0.5% equity grant from participating startups — described as substantially lower than competing incubators — rather than cash fees. The Lab is not independently capitalized; it is jointly operated by Accenture (NYSE: ACN) and the Partnership Fund for New York City as a strategic ecosystem program.

The Lab does not generate revenue as a standalone entity; it operates as a program that delivers strategic value to its two co-founders — consulting and pipeline upside for Accenture, investment-access and ecosystem optionality for the Partnership Fund. Distribution is primarily direct application via the website, supplemented by referrals and an active LinkedIn presence. Maria Gotsch (co-founder) and Andy Brown (CTO in Residence) lead the program.

Short descriptiontext

Global fintech and insurtech accelerator co-founded by Accenture and the Partnership Fund for New York City. Runs 12-week programs across New York, London, and Asia Pacific, connecting early- and growth-stage startups with senior financial institution executives for a 0.5% equity stake.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
11–50
akta.pro rankint
HeadquartersNew York, United States
HQ citystring
New York
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices3 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
fintech accelerator program, startup mentorship services, insurtech accelerator, venture development program, financial innovation program
Industry2 codes
1Corporate Accelerators & Startup Programs
CodeFSANAHADPrimaryYes
2Accelerators & Incubators (Investor-Operated)
CodeFSANAAAMPrimaryNo
Product category
Fintech Accelerator Program
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model1 record
1Equity Stake
TypeLicensing Royalties
Description

The program requires a 0.5% equity grant from participating companies in exchange for mentoring, access to financial institution decision-makers, and Demo Day exposure.

fintechinnovationlab.com
Marketing channels4 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels2 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components4 values
Personnel, Operations, Marketing or Sales, Others
Pricing details1 tier
10.5% equity grant in exchange for program participation
ModelOtherBilling cadenceOne time/ perpetual license
Notes

The Lab requires a 0.5% equity grant from participants — notably described as substantially lower than amounts requested by other well-known incubators.

fintechinnovationlab.com
GTM typeB2B
B2B
Offering typeServices
Services
Brand1 of 3 records shown
1FinTech Innovation Lab New York
Description

Regional accelerator program for New York, launched in 2010, operating both fintech and insurtech tracks.

fintechinnovationlab.com
+2 more records
Core offering1 text field

FinTech Innovation Lab runs a 12-week intensive accelerator program in three regions (New York, London, Asia Pacific) that selects early- to growth-stage fintech and insurtech startups and pairs them with senior executives from over 140 global financial institutions for mentorship, proof-of-concept development, and Demo Day exposure. The program requires a 0.5% equity grant from participating companies in exchange for access to this curated network of decision-makers and the program's alumni and partner ecosystem.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 5 values shown
  • 394 alumni companies raised a combined $6.6B+ in capital
+4 more records
Product overview1 text field

FinTech Innovation Lab is a single, unified accelerator program co-founded by the Partnership Fund for New York City and Accenture. The program operates across three regions (New York, London, and Asia Pacific) and provides a 12-week intensive curriculum that connects growth-stage fintech startups with senior executives from leading global financial institutions for mentorship, product refinement, and proof-of-concept development. The program has graduated 394 companies, facilitated 950+ proof-of-concept projects, and alumni have raised over $6.6B in capital.

Product and service2 records
1FinTech Innovation Lab New York
CategoryAccelerator Program (Regional — North America)
Description

A 12-week competitive accelerator program for early- to growth-stage fintech and insurtech startups based in New York, providing mentorship from senior financial services executives, proof-of-concept development with leading financial institutions, Demo Day exposure, and access to a network of 140+ global financial sector partners. Participants grant 0.5% equity in exchange for program participation.

2FinTech Innovation Lab London
Scale indicator10 records

Each record includes

Type, Value, Description, Source

Partnership2 partners
Strategic tierCoreTypeStrategic or Co-development Partner
Description

Co-founder and co-sponsor of the FinTech Innovation Lab. The Partnership Fund for New York City is the $180 million investment arm of the Partnership for New York City, New York's leading business organization. Its mission is to engage the City's business leaders to identify and support promising entrepreneurs.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

Co-founder and co-sponsor of the FinTech Innovation Lab. A global professional services company with leading capabilities in digital, cloud, and security, providing Strategy and Consulting, Technology and Operations services, and Accenture Song.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
TypeRegional player
Description

Level39 is a London-based fintech accelerator and technology hub that supports early-stage fintech companies with workspace, programming, and corporate introductions. It is a regional peer competing in the same London fintech ecosystem as the FinTech Innovation Lab London.

TypeRegional player
Description

NYU Tandon Future Labs is a NYC-based startup incubator/accelerator that supports early-stage tech and fintech startups with workspace, mentorship, and corporate introductions. It is a regional peer competing for NYC-based fintech founders and applicants to the FinTech Innovation Lab New York program.

TypeDirect peer
Description

Techstars operates a global network of accelerator programs including the Barclays/Techstars fintech accelerator. It runs 3-month cohort-based programs that culminate in demo days, takes equity in participating startups, and provides mentor networks. Directly comparable to the FinTech Innovation Lab in program structure, equity-for-service model, and fintech focus.

TypeDirect peer
Description

Barclays Rise is a bank-operated fintech innovation program and accelerator that provides startups access to Barclays executives and infrastructure. It is comparable to the FinTech Innovation Lab's bank-sponsored model, particularly the London program where both compete for fintech startups and partnership opportunities.

TypeBroad incumbent
Description

Y Combinator is the largest global accelerator with a broad (not fintech-focused) mandate. While it accepts many fintech startups, it is not industry-specialized. It competes for top-tier fintech founders and provides comparable demo-day exposure, making it the most relevant broad incumbent competitor.

TypeDirect peer
Description

Plug and Play runs industry-specific accelerator programs in fintech, insurtech, and other verticals, connecting startups with corporate partners. Its fintech and insurtech programs are direct competitors to FinTech Innovation Lab for both startup applicants and corporate sponsor partnerships, with a similar cohort-based, equity-light model.

TypeEmerging player
Description

Anthemis is a fintech-focused venture capital firm and ecosystem platform that invests in and supports early-stage financial services startups. While not a traditional cohort-based accelerator, it offers comparable startup support, financial institution introductions, and ecosystem-building activities that overlap with the FinTech Innovation Lab's value proposition.

TypeOthers
Description

EFMA is a global financial services industry association that runs innovation programs, fintech showcases, and corporate-startup matching services. It is an adjacent ecosystem player that competes for mindshare among financial institutions seeking startup engagement, with overlapping value proposition but a different operating model.

TypeDirect peer
Description

Startupbootcamp operates multiple vertical-specific accelerators including fintech programs in London, NYC, and other financial centers. Its cohort-based structure, corporate partner network model, and equity-for-service offering make it a direct peer to the FinTech Innovation Lab in the global fintech accelerator market.

TypeBroad incumbent
Description

MassChallenge is a global non-equity accelerator with programs including Fintech and Insurtech verticals. While broader in scope and equity-free, it competes for the same early-stage fintech startup pool and provides comparable mentor and corporate partner access.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers18 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment3 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile3 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
No
API detail
Has APIbool
No

Docs URL, Description

AI maturity
App detail

Has app

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles2 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance1 record

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment13 records

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

FinTech Innovation Lab

Fintech Accelerator Programfintechinnovationlab.com

Global fintech and insurtech accelerator co-founded by Accenture and the Partnership Fund for New York City. Runs 12-week programs across New York, London, and Asia Pacific, connecting early- and growth-stage startups with senior financial institution executives for a 0.5% equity stake.

What FinTech Innovation Lab does

FinTech Innovation Lab is a premier global accelerator program co-founded in 2010 by Accenture and the Partnership Fund for New York City. It runs 12-week programs in three regions — New York, London, and Asia Pacific (Hong Kong) — to help early- and growth-stage fintech and insurtech startups scale by accessing senior decision-makers at leading financial institutions. The Lab accepts applications from startups globally (200+ applicants per New York cohort), and financial institution partners actively select the companies they want to work with, with senior executives from those institutions leading engagements throughout the program. A New York insurtech track was added in 2017, running in parallel with the fintech track.

The program's core product is the accelerator itself: selected startups receive mentorship from senior financial industry, technology, and venture capital executives, proof-of-concept development with bank and insurer partners, regulatory guidance via a regulator-in-residence, and exposure to 140+ global financial sector partners culminating in a Demo Day. The Lab has graduated 394 alumni companies, facilitated 950+ proofs of concept, and alumni have collectively raised more than $6.6 billion in capital with 24 New York alumni acquired. The business model is structured around a 0.5% equity grant from participating startups — described as substantially lower than competing incubators — rather than cash fees. The Lab is not independently capitalized; it is jointly operated by Accenture (NYSE: ACN) and the Partnership Fund for New York City as a strategic ecosystem program.

The Lab does not generate revenue as a standalone entity; it operates as a program that delivers strategic value to its two co-founders — consulting and pipeline upside for Accenture, investment-access and ecosystem optionality for the Partnership Fund. Distribution is primarily direct application via the website, supplemented by referrals and an active LinkedIn presence. Maria Gotsch (co-founder) and Andy Brown (CTO in Residence) lead the program.

FinTech Innovation Lab firmographics

Firmographics
Name
FinTech Innovation Lab
Legal name
FinTech Innovation Lab
Website
https://fintechinnovationlab.com
Company type
Private
Founded year
2010
Operating status
Operating
Headcount range
11–50 employees
Short description
Global fintech and insurtech accelerator co-founded by Accenture and the Partnership Fund for New York City. Runs 12-week programs across New York, London, and Asia Pacific, connecting early- and growth-stage startups with senior financial institution executives for a 0.5% equity stake.
Ownership category
akta.pro rank

FinTech Innovation Lab industry classification

Industry
Product category
Fintech Accelerator Program
akta.pro primary industry
Corporate Accelerators & Startup Programs (FSANAHAD)
akta.pro secondary industry
Accelerators & Incubators (Investor-Operated) (FSANAAAM)

Keywords

  • Fintech accelerator program
  • Startup mentorship services
  • Insurtech accelerator
  • Venture development program
  • Financial innovation program

Where FinTech Innovation Lab is headquartered

Location

Headquarters

HQ city
New York
HQ country
United States
HQ region
North America

Offices3 records

Markets served

FinTech Innovation Lab business model

Business model
GTM type
B2B
Offering type
Services
Cost components
Personnel, Operations, Marketing or Sales, Others

Revenue model

  1. Equity Stake: The program requires a 0.5% equity grant from participating companies in exchange for mentoring, access to financial institution decision-makers, and Demo Day exposure.

Pricing tiers

ModelBillingPrice
OtherOne time/ perpetual license0.5% equity grant in exchange for program participation

Go-to-market motion1 record

Distribution channels2 records

Marketing channels4 records

FinTech Innovation Lab product offering

Product offering

Core offering

FinTech Innovation Lab runs a 12-week intensive accelerator program in three regions (New York, London, Asia Pacific) that selects early- to growth-stage fintech and insurtech startups and pairs them with senior executives from over 140 global financial institutions for mentorship, proof-of-concept development, and Demo Day exposure. The program requires a 0.5% equity grant from participating companies in exchange for access to this curated network of decision-makers and the program's alumni and partner ecosystem.

Product overview

FinTech Innovation Lab is a single, unified accelerator program co-founded by the Partnership Fund for New York City and Accenture. The program operates across three regions (New York, London, and Asia Pacific) and provides a 12-week intensive curriculum that connects growth-stage fintech startups with senior executives from leading global financial institutions for mentorship, product refinement, and proof-of-concept development. The program has graduated 394 companies, facilitated 950+ proof-of-concept projects, and alumni have raised over $6.6B in capital.

Differentiator

Problem solved

Functional benefit

Brands

  • FinTech Innovation Lab New York: Regional accelerator program for New York, launched in 2010, operating both fintech and insurtech tracks.
  • FinTech Innovation Lab London
  • FinTech Innovation Lab Asia-Pacific

Products and services

  • FinTech Innovation Lab New York A 12-week competitive accelerator program for early- to growth-stage fintech and insurtech startups based in New York, providing mentorship from senior financial services executives, proof-of-concept development with leading financial institutions, Demo Day exposure, and access to a network of 140+ global financial sector partners. Participants grant 0.5% equity in exchange for program participation.
  • FinTech Innovation Lab London

Quantifiable outcome

  • 394 alumni companies raised a combined $6.6B+ in capital
  • +4 more outcomes

Companies that use FinTech Innovation Lab

Customer profile

Named customers18 records

Segments3 records

Ideal customer profiles3 records

FinTech Innovation Lab technology and API

Technology

Technology focussed No

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

FinTech Innovation Lab partnerships and signals

Strategic signal

Partnerships

Two partnerships are on record, tiered core.

  • Partnership Fund for New York CitycoreStrategic or Co-development PartnerCo-founder and co-sponsor of the FinTech Innovation Lab. The Partnership Fund for New York City is the $180 million investment arm of the Partnership for New York City, New York's leading business organization. Its mission is to engage the City's business leaders to identify and support promising entrepreneurs.
  • AccenturecoreStrategic or Co-development PartnerCo-founder and co-sponsor of the FinTech Innovation Lab. A global professional services company with leading capabilities in digital, cloud, and security, providing Strategy and Consulting, Technology and Operations services, and Accenture Song.

Scale indicators10 records

Recent moves6 records

Expansion highlights5 records

FinTech Innovation Lab competitors and assessment

Company assessment

Regional players

  • Level39: Level39 is a London-based fintech accelerator and technology hub that supports early-stage fintech companies with workspace, programming, and corporate introductions. It is a regional peer competing in the same London fintech ecosystem as the FinTech Innovation Lab London.
  • NYU Tandon Future Labs / Cornell Tech Runway Startup Postdoc: NYU Tandon Future Labs is a NYC-based startup incubator/accelerator that supports early-stage tech and fintech startups with workspace, mentorship, and corporate introductions. It is a regional peer competing for NYC-based fintech founders and applicants to the FinTech Innovation Lab New York program.

Direct peers

  • Techstars: Techstars operates a global network of accelerator programs including the Barclays/Techstars fintech accelerator. It runs 3-month cohort-based programs that culminate in demo days, takes equity in participating startups, and provides mentor networks. Directly comparable to the FinTech Innovation Lab in program structure, equity-for-service model, and fintech focus.
  • Barclays Rise: Barclays Rise is a bank-operated fintech innovation program and accelerator that provides startups access to Barclays executives and infrastructure. It is comparable to the FinTech Innovation Lab's bank-sponsored model, particularly the London program where both compete for fintech startups and partnership opportunities.
  • Plug and Play: Plug and Play runs industry-specific accelerator programs in fintech, insurtech, and other verticals, connecting startups with corporate partners. Its fintech and insurtech programs are direct competitors to FinTech Innovation Lab for both startup applicants and corporate sponsor partnerships, with a similar cohort-based, equity-light model.
  • Startupbootcamp (now part of Rainmaking): Startupbootcamp operates multiple vertical-specific accelerators including fintech programs in London, NYC, and other financial centers. Its cohort-based structure, corporate partner network model, and equity-for-service offering make it a direct peer to the FinTech Innovation Lab in the global fintech accelerator market.

Broad incumbents

  • Y Combinator: Y Combinator is the largest global accelerator with a broad (not fintech-focused) mandate. While it accepts many fintech startups, it is not industry-specialized. It competes for top-tier fintech founders and provides comparable demo-day exposure, making it the most relevant broad incumbent competitor.
  • MassChallenge: MassChallenge is a global non-equity accelerator with programs including Fintech and Insurtech verticals. While broader in scope and equity-free, it competes for the same early-stage fintech startup pool and provides comparable mentor and corporate partner access.

Emerging players

  • Anthemis: Anthemis is a fintech-focused venture capital firm and ecosystem platform that invests in and supports early-stage financial services startups. While not a traditional cohort-based accelerator, it offers comparable startup support, financial institution introductions, and ecosystem-building activities that overlap with the FinTech Innovation Lab's value proposition.

Others

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

FinTech Innovation Lab social profiles

Digital presence

FinTech Innovation Lab compliance and trust

Trust signal

Compliance1 record

FinTech Innovation Lab financial estimates

Financial estimate

Revenue estimate

Valuation estimate

FinTech Innovation Lab leadership team

Management profile

Number of profiles

Profiles2 records

FinTech Innovation Lab funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

FinTech Innovation Lab M&A and investment

M&A and investment

M&A

Investments13 records

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about FinTech Innovation Lab

What does FinTech Innovation Lab do?

FinTech Innovation Lab runs a 12-week intensive accelerator program in three regions (New York, London, Asia Pacific) that selects early- to growth-stage fintech and insurtech startups and pairs them with senior executives from over 140 global financial institutions for mentorship, proof-of-concept development, and Demo Day exposure. The program requires a 0.5% equity grant from participating companies in exchange for access to this curated network of decision-makers and the program's alumni and partner ecosystem.

Is FinTech Innovation Lab a public or private company?

FinTech Innovation Lab is a private company. It is classified as corporate owned and is currently operating.

When was FinTech Innovation Lab founded?

FinTech Innovation Lab was founded in 2010. It employs 11 to 50 people.

Where is FinTech Innovation Lab based?

FinTech Innovation Lab is headquartered in New York, United States, in the North America region.

How does FinTech Innovation Lab make money?

One revenue line is on record: equity Stake.

Who are FinTech Innovation Lab's main competitors?

Regional players on record are Level39 and NYU Tandon Future Labs / Cornell Tech Runway Startup Postdoc. Direct peers are Techstars, Barclays Rise, Plug and Play and Startupbootcamp (now part of Rainmaking). Broad incumbents are Y Combinator and MassChallenge. Anthemis is listed as an emerging player. EFMA (European Financial Management Association) / Accenture Banking Consumer Study ecosystem programs is listed as an others.

Does FinTech Innovation Lab have an API?

No public API is recorded for FinTech Innovation Lab.

What industry is FinTech Innovation Lab in?

FinTech Innovation Lab's product category is Fintech Accelerator Program. Its primary akta.pro industry code is FSANAHAD, Corporate Accelerators & Startup Programs, with a secondary code of FSANAAAM, Accelerators & Incubators (Investor-Operated).

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Live signals
FinTech Innovation LabFinTech Innovation Lab London 2026: Meet the Startups Shaping the Future of Financial ServicesThe 2026 FinTech Innovation Lab London accelerator has begun with 14 startups across four themes: next-gen propositions, digital assets, data intelligence, and risk resilience. The 12-week programme aims to help founders validate product-market fit and build partnerships with financial institutions.Built In NYC100 Fintech Companies in NYC Shaking Up FinanceThe article highlights the New York City fintech ecosystem, identifying it as a major global hub for financial innovation and listing prominent startups such as Alloy, Venmo, and SoFi. It details how these companies are disrupting traditional finance through technologies like automation, blockchain, and digital payment platforms, often supported by mentorship from programs like the Fintech Innovation Lab.FinancialContent Business PageFinTech Innovation Lab New York Now Accepting Applicants for 2022 ClassThe FinTech Innovation Lab New York, co-founded by Accenture and the Partnership Fund for New York City, is accepting applications for its 2022 class, due Dec. 1. The 12-week program targets fintechs using blockchain, cyber-tech, data, and other technologies, with applications for 89 companies over 12 years having raised $1.6 billion and created 1,500 jobs.FinSMEs11th FinTech Innovation Lab New York Selects 10 CompaniesThe 2021 FinTech Innovation Lab New York selected ten emerging technology companies for a 12-week program. The participants, including Cinchy, CoverGo, and SPIN Analytics, will receive mentoring from financial and venture capital executives. The program will be conducted virtually due to COVID-19, with a virtual presentation on June 24.FinSMEsFinTech Innovation Lab New York Calls Applicants for 2021 ClassApplications are open for the 2021 FinTech Innovation Lab New York, a 12-week program co-founded by Accenture and the Partnership Fund for New York City. Applications are due Dec. 1, and the program begins April 2021, with a virtual Demo Day in June. The lab has previously helped participants raise over $1.3 billion and create 1,200 jobs.SalesflareThe top 40 startup accelerators and incubators in North America in 2026This article profiles 14 startup accelerators and incubators operating across North America in 2026, including programs in Los Angeles, New York City, and San Francisco. The featured accelerators span various specializations such as hardware (Make in LA), healthcare IT (Blueprint Health), fintech (Fintech Innovation Lab), real estate technology (MetaProp), and diversity-focused startups (Startup52). Most programs run for 3-12 months, providing mentorship, seed capital ranging from $20,000 to undisclosed amounts, and operational support to early-stage companies.PR NewswireInnovators and Regulators Collaborate on Book Tackling AI's Black Box ProblemBasis Technology has released a free handbook titled 'Handbook to Integrating AI in Highly Regulated Industries' addressing the 'black box' problem in AI, which hinders adoption in regulated sectors like finance. The guide features contributions from subject-matter experts at Ayasdi, ComplyAdvantage, Diffeo, FinTech Innovation Lab, Hummingbird RegTech, Intelligo, Prattle, Quantiply, Recorded Future, and Peachtree AI, offering perspectives from both regulators and innovators. This is the second in a series of in-depth publications by Basis Technology exploring AI's impact on regulated industries.