Investor Deep Dive · Neo-Banking · India
From Citrus Pay's $130 million exit to building India's most design-led neo-bank. Jitendra Gupta's story of obsessive product craft meeting mobile-first banking for a generation that never trusted legacy banks.
$170M+
Total Raised
3M+
Users
$710M
Peak Valuation
60%
Active Engagement
scroll
01

Company Overview

Jupiter Money is India's design-obsessed mobile-first neo-bank. Founded by fintech veteran Jitendra Gupta in 2019, it reimagines banking for millennials who grew up with UPI, Netflix design standards, and zero tolerance for bank branch visits.

Founded
2019
Founder
Jitendra Gupta
Headquarters
Mumbai, India
Entity Status
Fintech Platform (No banking licence)
Valuation (Peak)
$710 Million
Total Funding
$170M+
Users
3 Million+
Active Engagement
60% DAU
Banking Partner
Federal Bank

Jupiter is not a bank. It operates as a fintech layer on top of Federal Bank and Axis Bank, handling the front-end experience while partner banks manage KYC, compliance, and regulatory obligations. To users, it feels like their bank. To the RBI, it's a consumer tech company building on licensed infrastructure. This architectural decision enabled hypergrowth but also created structural dependency — a strategic tension that defines Jupiter's competitive position.

The company serves 3 million+ users with 60% active engagement — a metric most banks would envy. Over 25% of active users interact with two or more products (savings, credit, investments, loans), signaling genuine platform stickiness beyond single-use features. Jupiter's Account Aggregator service alone has crossed 1 million active users, demonstrating traction in consent-based financial data access — a critical infrastructure layer for fintech's future.

"We are building the go-to money app for India's millennials — transparent, inclusive, and truly helpful in everyday life."

— Jitendra Gupta, Founder & CEO, Jupiter Money
02

The Founder & His Story

Jitendra Gupta is a second-time founder who sold his first fintech for $130 million, ran PayU India for two years, then walked away to build what banks weren't building — a money app that didn't feel like banking.

Gupta founded **Citrus Pay** in 2011, one of India's earliest digital payments companies. At a time when UPI didn't exist and digital wallets were novelty products, Citrus built payment infrastructure for e-commerce, airlines, and telecoms. The company processed millions of transactions monthly and became a critical payment gateway for India's growing online economy. In September 2016, Naspers acquired Citrus Pay for **$130 million** — one of the most successful fintech exits of that era.

After the acquisition, Gupta stayed on to lead PayU India as Managing Director. He spent two years inside a large organization, watching how institutional payment companies scaled, how product decisions slowed, and — crucially — what consumers actually wanted versus what payment rails provided. Citrus had taught him how to build infrastructure. PayU taught him the limits of infrastructure companies trying to own consumer relationships. When he left in 2018, he had a clear thesis: the next opportunity wasn't in payments. It was in making banking feel like a product people genuinely wanted to use.

"The basic expectation of a consumer from a bank is that we should have a deposit product and a lending product. These two are our immediate priorities and we will keep adding features on both."

— Jitendra Gupta, Moneycontrol Interview, 2021

Before founding Jupiter, Gupta also created **LazyPay**, Citrus Pay's buy-now-pay-later product that later became part of PayU's fintech portfolio. LazyPay demonstrated that Indian consumers would use credit products if they were embedded seamlessly into purchase flows — no forms, no branch visits, no opaque approval processes. This insight became foundational to Jupiter's design philosophy: financial products should feel effortless.

What makes Gupta unusual in the founder landscape is his combination of product taste and operational experience. He is not building from theory — he has built payment infrastructure, exited successfully, operated inside a corporate structure, and returned to entrepreneurship with pattern recognition most first-time founders lack. His team includes former executives from Google, Netflix, PayPal, and Flipkart — people who understand consumer product expectations at global standards and refuse to accept Indian banking UX as acceptable.

03

The Problem They Solved

India had mobile-first consumers trapped in desktop-era banking. Apps that crashed during UPI payments. Savings accounts that required branch visits to activate features. Credit cards with 47-page terms and conditions. Jupiter saw this mismatch and treated it as a product problem, not a regulatory constraint.

450M+
Indian millennials and Gen Z entering financial life with smartphone-native expectations
87%
Of Indian bank customers report dissatisfaction with digital banking UX (2019 survey)
2.4
Average number of apps millennials use to manage their money before Jupiter
72 Hrs
Average time for traditional banks to approve credit card applications vs instant on Jupiter

The structural problem was **design debt**. Legacy banks had digitized their branch processes — moving paperwork online — but hadn't reimagined what banking could be when freed from physical constraints. A savings account still required 15 form fields and a "cooling period" before full activation. A credit card application involved income proofs and CIBIL checks that took days. Financial insights meant downloading 18-month bank statements and parsing them in Excel. These weren't technical limitations — they were product failures.

Jupiter's insight was that **banking is a UX problem disguised as a regulatory one**. Indian consumers didn't hate banks because of interest rates or feature gaps. They hated banks because using them felt like punishment. Opening an account took 20 minutes. Linking external bank accounts for transfers required IFSC codes and beneficiary verification delays. Understanding where your money went each month involved manual categorization or third-party apps that couldn't access live transaction data.

Beyond consumer pain, there was a **data architecture problem**. Banks stored transaction history as compliance records, not as product inputs. They had decades of spend data per customer but no way to convert it into actionable intelligence — personalized savings goals, spend alerts, or automated investment suggestions. This is where Jupiter's product leverage exists: taking the same regulated banking rails but layering AI-driven insights, beautiful interfaces, and frictionless flows on top.

The core problem Jupiter solved: Indian banking had tech infrastructure (UPI, Aadhaar, digital KYC) but still designed products like it was 2005. Jupiter didn't invent new financial primitives. It made existing ones feel like they were designed for people who grew up with Instagram, not Internet Explorer.

ACT II
"Most neo-banks promised to replace banks. Jupiter promised to make banking feel good. That difference mattered."
04

The Business Model

Jupiter operates a **partnered neo-banking model** — it owns the consumer relationship and product experience, while Federal Bank and Axis Bank hold the banking licence, deposits, and regulatory obligations. This is the same architecture that powers Chime (US), Monzo (UK), and N26 (Europe), adapted for India's regulatory environment.

2019 — Foundation
Beta Launch & Waitlist Strategy
Jupiter launched in private beta with an invite-only waitlist model, building initial traction through Instagram and referral loops. Partnered with Federal Bank for account infrastructure. Early focus: savvy millennials tired of legacy banking UX.
2020–2021 — Product Expansion
Savings, Debit Cards, Investment Tools
Expanded from basic savings accounts to a full money management suite: debit cards with spend insights, goal-based savings pots, automated SIP investments in mutual funds, and AI-driven expense categorization. Crossed 500K users.
2021 — Jupiter Edge Launch
Micro-Lending & Credit Monetization
Launched Jupiter Edge (originally called Bullet), a micro-lending product offering small-ticket instant loans. This became a critical revenue stream through interest income and marked Jupiter's entry into credit-led monetization.
2022–2023 — Multi-Banking & AA
Account Aggregator & Partner Expansion
Integrated Account Aggregator framework, allowing users to link external bank accounts (HDFC, ICICI, Axis, IndusInd) for unified money management. Also began exploring partnerships beyond Federal Bank to reduce dependency risk.
2024–Present — Credit & Path to Profitability
Lending Scale-Up & Unit Economics
Jupiter operates an NBFC platform (backed by Peak XV, Tiger Global) to power its lending business. Announced plans to scale into personal loans, SME credit, and secured lending. Focus shifted from hypergrowth to sustainable unit economics and operational breakeven by FY27.

The **fundamental business model** is multi-revenue:

The **strategic vulnerability** is partner dependency. Jupiter doesn't have a banking licence — it can't accept deposits independently, can't lend from its own balance sheet (without an NBFC structure), and must negotiate revenue-share terms with partner banks. If Federal Bank changes economics or withdraws partnership, Jupiter faces existential disruption. This is why the company explored (and ultimately abandoned) acquiring SBM India's banking operations in 2026 — obtaining a licence would eliminate this dependency but require massive operational complexity.

05

Revenue Streams

Jupiter's revenue architecture follows the classic neo-banking playbook: start with free consumer acquisition via savings accounts, monetize through interchange and lending, then layer premium services. The challenge is making unit economics work at Indian pricing levels.

Revenue Source How It Works Status (2026)
Card Interchange (MDR) Jupiter earns merchant discount rate on every debit card swipe. With 3M+ users and growing card issuance, interchange is the foundational revenue layer. Core Revenue
Jupiter Edge (Micro-Loans) Short-term instant loans (₹5K–₹50K) disbursed through the app. Interest income on these loans forms the primary lending revenue stream. Scaling Fast
NBFC Platform Lending Backed by investors including Peak XV and Tiger Global, Jupiter's NBFC structure enables personal loans, SME credit, and secured lending at scale. Growth Phase
Mutual Fund Commissions Distribution fees from mutual fund investments made via Jupiter's Portfolio Analyzer tool. Earns trail commission on AUM (assets under management). Steady Income
Insurance Distribution Partner commissions from insurance policies (health, term, travel) sold through Jupiter's app to its user base. Growing
Premium Subscriptions Subscription tiers offering enhanced savings interest rates, exclusive rewards, priority customer support, and premium financial planning tools. Early Stage
Partner Revenue Share Federal Bank compensates Jupiter based on deposit balances acquired and maintained. This is cost-of-acquisition arbitrage — Jupiter brings digital-native customers banks can't reach. Structural

Operational Snapshot

Key metrics defining Jupiter's current business health · Late 2025 / Early 2026
Total Users
3M+
↑ Growing 60% annually
Active Engagement
60% DAU
↑ Best-in-class for neo-banks
Multi-Product Users
25%+
↑ 2+ products per user
Monthly Burn Rate
<$1M
↓ Cost-efficient operations
Capital Deployed
$145M
Runway extended with 2025 raise
Path to Profitability
FY27
↑ Operational breakeven target
06

Funding History

Jupiter's capital story spans $170M+ raised across multiple rounds from global fintech investors. The company attracted institutional capital early, benefited from zero-interest-rate era enthusiasm for neo-banking, then navigated the 2022–2024 funding winter with existing investor support and founder commitment.

Year Round Amount Key Investors & Context
2019 Seed $2M Angels and early fintech believers back Jitendra Gupta's reputation from Citrus Pay and PayU. Initial product development funding.
2020 Series A $13.5M Sequoia Capital India (now Peak XV) and Ribbit Capital lead. First institutional validation. Federal Bank partnership formalized.
2021 (Early) Series B $45M Peak XV, Ribbit Capital, Matrix Partners. Jupiter crosses 1 million users. Neo-banking hype cycle is at peak globally. Valuation: ~$200M.
2021 (Nov) Series C $85M QED Investors, Peak XV Partners, Tiger Global join. Valuation reaches $600 million. Jupiter becomes one of India's most-funded neo-banks.
2022 Extension Undisclosed Internal round with existing investors. Valuation tops $710 million. Raised just before global fintech funding crashed. Last major capital infusion for 3+ years.
2025 (Oct) Bridge Round $15M Mirae Asset Venture, BeeNext, 3one4 Capital. Flat valuation vs 2022. Founder Jitendra Gupta personally participates. Focus shifts to profitability over growth.
2025 (Nov) Extended Round $10–11M Extended just weeks after October raise. ~50% from founder Jitendra Gupta personally. Total round: $25–26 million. Signal of founder conviction.

Total capital raised: $170M+ across 7+ funding rounds. Jupiter's funding narrative has two phases: aggressive growth capital (2019–2022) and survival/efficiency capital (2023–present). The founder's personal $8M+ investment in the 2025 extended round is the strongest possible signal that Gupta believes Jupiter's best chapters are still ahead — despite a brutal fintech funding environment.

07

Growth Strategy

Jupiter's growth has been driven by three strategic pillars: **design-led acquisition**, **product depth over feature breadth**, and **viral referral loops**. The company didn't outspend competitors — it out-designed them.

Phase 1 — Design as Moat (2019–2021): Jupiter's earliest differentiation wasn't a feature. It was taste. The app felt like a consumer product, not a digitized bank form. Smooth animations, clear typography, intuitive navigation, delightful micro-interactions. For millennials who grew up with Instagram and Spotify, Jupiter's UX was table stakes. For Indian banking, it was revolutionary. This design quality created organic word-of-mouth — users shared screenshots of the app simply because it looked good. Jupiter grew its first 500K users predominantly through Instagram marketing and referral loops, spending significantly less on paid acquisition than competitors.

Phase 2 — Product Depth (2021–2023): While competitors added features horizontally (payments, lending, insurance, travel bookings), Jupiter went vertical on **money management intelligence**. Its spend analyzer didn't just categorize transactions — it provided actionable insights ("You spent 30% more on food delivery this month"). Goal-based savings pots made financial discipline feel like a game. Portfolio Analyzer tracked mutual fund performance in real-time with clean visualizations. The bet was that **engagement beats acquisition** — one deeply engaged user is worth ten feature tourists.

Phase 3 — Lending-Led Monetization (2023–Present): Jupiter Edge (micro-lending) became the primary revenue growth lever. Unlike savings or debit cards (which cost money to operate), lending generates direct interest income. The company built proprietary underwriting models using transaction data from its own platform — understanding a user's income stability, spending patterns, and repayment capacity without traditional credit bureau scores. This alternative credit assessment is Jupiter's most defensible moat: it took years of behavioral data to train, and competitors can't replicate it without equivalent user scale.

"We are more than doubling transaction volume each month. We should end this month at over $60 million worth of transactions."

— Jitendra Gupta, Early Growth Interview, 2020

Phase 4 — Multi-Banking & AA Ecosystem (2024–Present): Jupiter integrated India's Account Aggregator framework, allowing users to link external bank accounts (HDFC, ICICI, Axis, IndusInd) for unified financial visibility. This positions Jupiter not as a replacement bank, but as a **financial OS layer** — the interface through which users interact with all their money, regardless of where it's stored. If successful, this creates platform lock-in even if users don't move all their deposits to Jupiter-Federal accounts.

The Strategic Gamble: Jupiter is betting that **owning the consumer relationship** matters more than owning banking infrastructure. If users trust Jupiter as their primary money management interface, the company can monetize through lending, investments, insurance, and premium services — regardless of who holds the actual banking licence underneath. This is the neo-bank thesis in its purest form. The risk is that Federal Bank or another partner eventually competes directly by replicating Jupiter's UX, cutting Jupiter out of the value chain.

08

Challenges & Failures

Jupiter's journey hasn't been smooth. The company has navigated partner dependency risks, regulatory uncertainty, funding challenges, and the structural limits of being a fintech platform without a banking licence.

Federal Bank Single-Partner Dependency: Jupiter's biggest operational risk is its reliance on a single primary banking partner — Federal Bank. While the company has expanded to Axis Bank for some products, Federal remains the core infrastructure provider for account opening, KYC, deposits, and compliance. If Federal changes its economics, restricts growth, or decides to compete directly with a similar consumer product, Jupiter faces existential disruption. The company explored acquiring **SBM India's banking operations in 2026** to eliminate this dependency, but ultimately abandoned the deal to focus on profitability rather than taking on the complexity of operating a licensed bank.

Regulatory Limbo — No Virtual Banking Licence: The RBI has not granted virtual banking licences in India. Every neo-bank must partner with a licensed entity, creating structural dependency and limiting product innovation. Jupiter cannot independently decide to launch new deposit products, change interest rates, or expand lending limits — every decision requires partner bank approval. This regulatory constraint is not Jupiter-specific (it affects Fi, Freo, and every other neo-bank), but it fundamentally limits strategic freedom compared to slice, which acquired a small finance bank licence through the NESFB merger.

The 2023–2024 Funding Drought: After raising at a $710M valuation in 2022, Jupiter entered a brutal funding environment. Global interest rates rose, fintech valuations collapsed, and investors demanded profitability over growth. Jupiter burned through runway faster than planned, forcing tough decisions: layoffs, product sunset decisions, and pivot toward monetization over user acquisition. The company's October 2025 raise was at a **flat valuation** — a clear market signal that growth-at-all-costs no longer commanded premium pricing.

"Entrepreneurship is about playing the long game. You double down when it matters."

— Common Neo-Bank Survival Mantra, 2023–2025

Unit Economics Pressure: Jupiter burns less than $1 million per month — impressively capital-efficient compared to competitors. But the path to profitability remains long. Neo-banks make money through lending and interchange, both low-margin businesses in India's price-sensitive market. Lending requires capital (either from partners or NBFC balance sheet), and interchange fees are capped by regulation. Jupiter must scale to 10M+ users and significantly increase lending penetration to reach sustainable unit economics. The company targets **operational breakeven by FY27**, but achieving this requires flawless execution in a competitive, capital-constrained environment.

Customer Trust Incidents: User complaints on Reddit and community forums highlight friction points: account closure difficulties, unexpected fees introduced by Federal Bank, customer service delays, and frustration with the neo-bank-vs-bank ambiguity when issues arise. These trust erosion incidents are dangerous for a brand built on "banking that doesn't feel like banking." If users experience the same pain points as legacy banks, Jupiter loses its core differentiation.

09

Competitive Landscape

Jupiter operates in India's hyper-competitive neo-banking sector, where differentiation is hard and moats are shallow. The company competes on three fronts: other neo-banks (Fi, Freo), fintech platforms (CRED, Paytm), and traditional banks finally investing in digital UX.

Company Category Users Differentiation Competitive Threat
Jupiter Money Neo-Bank 3M+ Design-led, Account Aggregator integration, micro-lending moat
Fi Money Neo-Bank ~2M Ex-Google founders, fraud protection focus, Federal Bank partnership (same partner as Jupiter) High — Direct Overlap
Freo (MoneyTap) Credit-Led Neo-Bank ~2M Started as lending-first platform, 7+ years of credit underwriting data, profitability-focused Medium
CRED Credit Platform 14M+ Premium users (high CIBIL), CRED Pay, strong brand, UPI scale High — Lending Overlap
Niyo / NiyoX Neo-Bank ~10M Travel-focused cards, savings accounts, SBM/Equitas Bank partnerships Medium
slice SFB Licensed Bank 17M+ Only fintech with full banking licence (NESFB merger), regulatory moat, profitability achieved Strategic — Infrastructure Advantage
Traditional Banks Legacy 800M+ Trust, capital, regulatory clarity, physical branches, complete product suite Moderate — Catching Up on UX

The **most direct competitive threat** is Fi Money — founded by ex-Google executives (same talent background as Jupiter), partnered with the same bank (Federal), targeting the same demographic (design-conscious millennials). Fi recently announced a **strategic pivot to B2B AI-driven systems** after struggling with consumer-facing profitability, signaling how difficult sustainable neo-bank economics are in India. If Fi exits consumer banking, Jupiter gains runway. If Fi succeeds in B2B, it validates that neo-bank front-ends may not be defensible businesses long-term.

**CRED** represents a different threat: it owns premium credit customers, has massive brand recognition, and is expanding into lending (CRED Cash) and UPI payments (CRED Pay). If CRED layers a full banking experience on top of its existing user base, it becomes a formidable competitor with superior unit economics (wealthier users = higher lending margins). Jupiter's advantage is depth of banking relationship — CRED is still primarily a credit card bill payment app, whereas Jupiter owns the primary account.

**slice Small Finance Bank** is the existential competitive reference point. slice acquired a banking licence, achieved profitability, and demonstrated that owning infrastructure eliminates partner dependency risk. Jupiter explored the same path (SBM acquisition) but chose not to pursue it. This strategic divergence — slice betting on infrastructure ownership, Jupiter betting on platform agility — will define which model wins in Indian neo-banking over the next 5 years.

10

Investor's Note

Jupiter is a **barbell investment**. On one side: exceptional founder, proven product-market fit, best-in-class engagement metrics, and a capital-efficient path to profitability. On the other side: structural dependency on banking partners, shallow competitive moats, and regulatory uncertainty about whether neo-banks can build durable businesses without licences.

✦ Investment Opportunities
India's millennials (450M+) represent the largest under-banked, digitally-native demographic globally — Jupiter's TAM is enormous
60% active engagement rate is best-in-class for neo-banks; 25%+ multi-product usage signals genuine platform stickiness
Jitendra Gupta's track record (Citrus $130M exit, PayU leadership) de-risks founder execution capability
Alternative credit underwriting using behavioral data is a genuine moat — requires years of transaction history competitors lack
Account Aggregator integration positions Jupiter as financial OS layer, not just another bank account
Capital efficiency (<$1M monthly burn) extends runway and reduces dilution risk
Operational breakeven target by FY27 is credible given current trajectory and cost discipline
⚠ Risk Factors
Federal Bank single-partner dependency creates existential risk — partner could change economics or compete directly
No virtual banking licence in India means Jupiter cannot independently control product roadmap or pricing
Lending requires capital scale — Jupiter's NBFC structure helps but still limits balance sheet leverage vs licensed banks
Competitive moats are shallow — design and UX can be replicated; network effects are weak in banking
Path to profitability requires 3× user growth and significant lending penetration increase — execution risk is high
Flat valuation in 2025 raise signals market skepticism; IPO timeline is unclear and likely distant (post-FY28)
Regulatory risk remains elevated — RBI could tighten neo-bank operating requirements or mandate banking licences

The core investment thesis: Jupiter has built the best consumer banking product in India — measured by engagement, retention, and user satisfaction. The question is whether product excellence translates into durable economics when you don't own the banking infrastructure. If Jupiter reaches 10M+ users, scales lending to 40%+ penetration, and maintains current engagement levels, it becomes a $2B+ business with genuine profitability. If Federal Bank changes its partnership terms, or if regulatory changes force consolidation, Jupiter's optionality narrows significantly. This is a bet on **consumer product leverage over infrastructure ownership** — a thesis that has worked globally (Chime, Monzo, N26) but remains unproven in India's unique regulatory and competitive environment.

Key Metrics for Monitoring

Quarterly signals that will define Jupiter's trajectory over 24–36 months
Watch: User Growth
3M → 10M
Target by FY28
Watch: Lending Penetration
15–20%
Target: 40%+ by FY27
Watch: Multi-Product Usage
25%
Target: 35%+ (deeper engagement)
Watch: Monthly Burn
<$1M
Sustain capital efficiency
Watch: Partner Risk
Federal Dependency
Monitor partnership terms
Watch: Profitability
FY27 Target
Operational breakeven critical
11

Key Lessons

Jupiter's journey offers critical lessons for anyone building consumer fintech — about design as moat, the limits of product excellence, and what happens when you bet on relationships over infrastructure.

01
Product design is a moat — but a shallow one.
Jupiter proved that design-led differentiation works for customer acquisition. Beautiful UX created word-of-mouth, reduced CAC, and drove engagement. But design alone doesn't create defensibility. Competitors can hire designers. Code can be copied. The deeper moat is behavioral data and trust — assets that compound over years, not quarters.
02
Partner dependency is an existential risk, not just an operational constraint.
Relying on Federal Bank for infrastructure enabled Jupiter's speed to market. But it also created a structural vulnerability that limits strategic freedom. Partner banks can change economics, restrict growth, or compete directly. Owning infrastructure is expensive and slow — but it's the only way to eliminate this risk entirely. slice's NESFB acquisition validated this lesson.
03
Engagement beats acquisition in consumer fintech.
Jupiter's 60% DAU and 25%+ multi-product usage are best-in-class metrics. They signal that users trust Jupiter as their primary money interface, not just a feature experiment. In fintech, engaged users = monetization optionality. A deeply engaged 3M user base is more valuable than a weakly engaged 10M base. Retention compounds; acquisition doesn't.
04
Founder conviction matters most when capital dries up.
When external fundraising froze in 2023–2024, Jitendra Gupta invested $8M+ of personal capital into Jupiter. This single act communicated more than any pitch deck: the founder believes the best outcome is still ahead. In fintech's brutal funding winter, founder reinvestment became the ultimate credibility signal for remaining investors and employees.
05
Alternative credit scoring is the only true data moat in neo-banking.
Traditional credit bureaus (CIBIL, Experian) are available to everyone. Jupiter's proprietary underwriting — trained on years of transaction behavior, spending patterns, and repayment history — cannot be replicated without equivalent user scale and data access. This is Jupiter's deepest competitive advantage, and it took 5+ years to build.
06
The neo-bank model is a bet that consumer relationships are more valuable than infrastructure ownership.
Jupiter chose product agility over regulatory moats. slice chose infrastructure ownership over speed. Both models are valid — but they lead to completely different businesses. Jupiter can iterate faster and stay consumer-focused. slice has sustainable unit economics and no partner dependency. Which model wins depends on whether India's consumers value UX enough to stay loyal when competitors offer similar experiences.

"Banking is a UX problem disguised as a regulatory one. Jupiter solved the UX. The regulatory question remains open."

— Anonymous Fintech Investor, 2026
END
Jupiter is proof that great products can win in terrible markets. The question is whether great products can build durable businesses when they don't own the infrastructure underneath.