How to Analyse Software Product and SaaS Stocks

Indian Software Product and SaaS Analysis Guide

To analyse software product and SaaS stocks, first reconstruct how the company earns revenue. Indian listed technology companies are rarely identical pure-play SaaS businesses. One may sell perpetual licences and annual maintenance, another may earn cloud subscriptions, a third may charge per transaction, and a fourth may operate a marketplace with paid suppliers. Study recurring revenue, customer retention, gross margin, sales efficiency, product investment, deferred revenue, cash conversion and dilution in the context of that model. Bull Run's Software Products sector page and stock comparison tool can connect the framework with relevant listed companies.

Updated: July 17, 2026Author: Bull Run Research DeskSector: Software ProductsSaaS, Platforms and Marketplaces

Begin With the Revenue Architecture

The phrase software company can describe very different economics. A product may be installed on the customer's infrastructure, hosted in a public cloud, sold through a partner, embedded in a larger system or consumed through usage-based APIs. Revenue quality depends on the contract, customer behaviour and cost required to retain the account.

ModelHow Revenue Is EarnedWhat Can ScaleMain Analytical Risk
Perpetual licence plus maintenanceUpfront licence followed by recurring support or upgradesInstalled base and maintenance renewalsRevenue timing can be lumpy and cloud migration may disrupt the model
Subscription SaaSRecurring payment per user, module, site or contractRenewals, price increases and product expansionHigh sales cost, churn and infrastructure expense
Usage-based platformFees linked to messages, transactions, queries or consumptionCustomer activity and platform volumeRevenue can be recurring but not contractually predictable
Enterprise product plus implementationSoftware revenue combined with deployment, customisation and supportProduct IP and partner-led implementationServices may reduce gross margin and hide implementation complexity
Digital marketplaceSupplier subscriptions, lead fees, advertising or transaction revenueNetwork effects, paid conversion and user activityTraffic can grow without matching supplier value or monetisation
Data or mapping platformLicensing, APIs, devices, enterprise projects and data subscriptionsReusable data assets and developer integrationGovernment data policy, platform competition and project concentration

Do not call every repeat purchase recurring revenue. A customer that returns each year without a contract is behaviourally recurring but less predictable than a committed subscription. Likewise, transaction revenue can be resilient but decline when customer activity falls.

The Pure-SaaS Template Can Mislead Indian Investors

Many global SaaS checklists assume standardised subscription disclosure, high cloud gross margins and a large base of comparable customers. Indian listed companies often disclose a different mix of licences, implementation, annual maintenance, transactions, marketplace fees and services.

  • ARR may exclude one-time implementation but include contractually recurring support.
  • Subscription growth can be affected by currency, acquisitions and migrations from licences.
  • High gross margin can coexist with high sales and product-development cost.
  • Implementation revenue may be strategically useful even when it lowers reported margin.
  • A marketplace may report collections, deferred revenue and paid subscribers instead of ARR.
  • A CPaaS platform may have high recurring usage but lower gross margin because carrier charges pass through revenue.

Use company-defined SaaS metrics only after reading the definition and reconciling them with audited revenue, receivables, deferred revenue and cash flow.

The 15 Metrics That Matter Most

Metric 1

Recurring Revenue

Identify which revenue repeats by contract, subscription, maintenance or usage. Compare the disclosed recurring share with actual renewal and cash behaviour.

Metric 2

Annual Recurring Revenue

ARR annualises recurring contract value at a point in time. Check whether it includes services, usage estimates, acquisitions or foreign-exchange movement.

Metric 3

Net Revenue Retention

NRR measures the same customer group's revenue after expansion, contraction and churn. Above 100 means expansion offsets losses, but customer concentration can distort the number.

Metric 4

Gross Revenue Retention

GRR excludes upsell and shows how much recurring revenue remains before expansion. It is often a clearer test of product necessity than NRR alone.

Metric 5

Customer Churn

Logo churn and revenue churn answer different questions. Losing many small customers may have limited revenue effect, while losing one large client can materially change growth.

Metric 6

Average Contract or Revenue per Customer

Rising revenue per customer can reflect upsell, pricing, enterprise mix or loss of smaller customers. Determine which mechanism is responsible.

Metric 7

Gross Margin

Gross margin shows what remains after hosting, support, carrier, data, fulfilment and direct service costs. Compare companies only after understanding those inclusions.

Metric 8

Customer Acquisition Cost

CAC includes sales and marketing resources required to add new customers. Reported CAC can be unreliable when companies do not separate acquisition from account management.

Metric 9

CAC Payback

Payback estimates how long gross profit from a customer takes to recover acquisition cost. Long payback increases financing needs and makes churn more dangerous.

Metric 10

Sales Efficiency

Compare incremental recurring revenue or gross profit with prior sales and marketing spending. Use several periods because enterprise deals can be seasonal.

Metric 11

Deferred Revenue

Cash or invoices received before revenue recognition create deferred revenue. Growth can indicate prepaid contracts, but billing terms and acquisitions must be separated.

Metric 12

Remaining Performance Obligations

RPO represents contracted revenue not yet recognised under the relevant accounting definition. It provides visibility but may include cancellable or long-duration commitments.

Metric 13

Research and Product Investment

Review expensed R&D, capitalised development, product releases and engineering headcount. Capitalisation can improve current profit while moving cost to future amortisation.

Metric 14

Stock-Based Compensation and Dilution

Employee equity can conserve cash but transfers value from existing shareholders. Track fully diluted share count and buybacks used merely to offset grants.

Metric 15

Free-Cash-Flow Margin

FCF margin shows whether growth creates cash after working capital and capital expenditure. Adjust for customer prepayments, acquisition payments and capitalised product cost.

Bookings, Billings, Revenue and Cash Are Four Different Things

MeasureWhat It RepresentsCommon Misreading
BookingsValue of contracts signed under company definitionsTreating multi-year contract value as current revenue
BillingsInvoices raised during the periodIgnoring annual-prepayment timing and renewal seasonality
RevenueAmount recognised under accounting rulesAssuming recognised revenue equals cash collected
Operating cash flowCash generated after working-capital movementIgnoring customer advances that temporarily improve cash conversion

A strong enterprise software business should eventually show a coherent chain from signed contracts to billings, recognised revenue and cash. A company can report strong bookings while implementation delays postpone revenue. It can report revenue while receivables rise. It can report cash flow boosted by large annual prepayments even when new sales slow.

Retention Is More Important Than New Logo Announcements

New customers demonstrate sales reach, but existing customers usually determine SaaS economics. The company has already paid the initial acquisition cost, understands the customer's workflow and can add users, modules or transaction volume at lower incremental cost.

Review retention by customer cohort where possible:

  • How many customers renew after the first contract?
  • Do large enterprise customers retain better than small customers?
  • Does upsell come from genuine adoption or contractual price escalation?
  • Are implementation failures causing delayed go-live or cancellations?
  • Does one large client account for most expansion?
  • Is churn caused by product weakness, customer failure, mergers or strategic exits?

High NRR with weak GRR can mean expansion from successful customers is hiding losses elsewhere. Both measures matter.

Gross Margin Depends on the Product Architecture

Two software companies can report very different gross margins without one necessarily having a better product. The cost structure depends on cloud hosting, carrier payments, third-party data, implementation teams, hardware, customer support and revenue-sharing arrangements.

Business TypeDirect Cost That MattersInvestor Question
Enterprise SaaSCloud, support and customer-success infrastructureDoes usage growth improve unit economics or increase hosting cost proportionally?
CPaaSCarrier, messaging and network chargesIs growth creating gross profit or mainly pass-through revenue?
MarketplaceTraffic acquisition, verification, support and payment costsDoes higher user activity improve paid conversion and supplier value?
Mapping and dataData collection, updates, devices and licencesHow reusable and defensible is the underlying data asset?
Cybersecurity productThreat intelligence, cloud delivery, support and channel economicsIs renewal strong enough to fund continuous product development?

Gross margin expansion is strongest when it comes from software scale, automation and product mix. It is weaker when the company simply reduces support or implementation quality.

Research and Development: Expense, Asset or Moat?

Software products require continuous reinvestment because customer expectations, platforms, regulation and security threats change. The accounting treatment can make similar companies look different.

Some development cost is expensed immediately. Some qualifying cost may be capitalised and amortised later. Capitalisation increases current profit and assets but does not remove the economic cost. Investors should review:

  • R&D expense as a share of revenue.
  • Capitalised development additions and amortisation.
  • Product-release cadence and customer adoption.
  • Engineering headcount relative to sales growth.
  • Acquired technology and impairment risk.
  • Maintenance of legacy versions and migration cost.

A company that underinvests may temporarily improve margin while weakening product relevance. A company that overinvests without customer adoption may consume cash with little return.

Relevant Software Product and Platform Stocks on Bull Run

The links below represent different software economics. They should not be compared through one generic SaaS multiple.

Banking Software

Oracle Financial Services Software

Study licence, maintenance and implementation mix, banking-client concentration, product renewals, R&D, cash conversion and the effect of group relationships.

Enterprise Workflow Platforms

Newgen Software Technologies

Review subscription and licence transition, annuity revenue, implementation capacity, large deals, geography, product investment and seasonality.

Digital Maps and Location Data

CE Info Systems

Analyse data assets, automotive and enterprise exposure, platform and device mix, recurring licences, government policy, customer concentration and valuation.

Cloud Communications Platform

Tanla Platforms

Separate transaction volume from gross profit, study enterprise and telecom concentration, platform fees, regulatory changes, cash generation and capital allocation.

Lending Software

Nucleus Software Exports

Review product licence cycles, implementation, maintenance, banking concentration, order visibility, product development and cash conversion.

Enterprise Cloud Applications

Ramco Systems

Study subscription growth, implementation execution, receivables, recurring revenue, profitability path, product investment and dilution.

Cybersecurity Products

Quick Heal Technologies

Track consumer versus enterprise mix, renewals, channel inventory, security-product relevance, R&D, deferred revenue and cash deployment.

E-Commerce Enablement SaaS

Unicommerce eSolutions

Review client additions, transaction volume, revenue per client, platform dependence, churn, e-commerce concentration and margin scalability.

B2B Marketplace

IndiaMART InterMESH

Study paid supplier growth, collections, deferred revenue, traffic quality, renewal, revenue per supplier, network effects and acquisition capital allocation.

Consumer Intelligence Platform

Affle India

Analyse converted users or platform outcomes, client concentration, acquisitions, data regulation, gross margin, receivables and organic growth.

Use Bull Run Compare to compare companies with similar revenue architecture. Comparing a CPaaS platform directly with a banking-product vendor through PE alone can produce a false conclusion.

How to Value Software Product and SaaS Stocks

Profitable mature product companies can be analysed using PE and free-cash-flow yield, but the multiple must reflect recurring growth, concentration, product durability and reinvestment. Faster-growing or loss-making SaaS companies are often compared using enterprise value to revenue or ARR, yet sales multiples become dangerous when gross margin and customer acquisition are ignored.

Company StageUseful Starting MeasuresRequired Adjustment
Profitable mature product companyPE, EV/EBIT, FCF yieldSeparate maintenance durability, licence lumpiness and product reinvestment
High-growth subscription companyEV/ARR, EV/sales, gross-profit multipleAdjust for retention, sales efficiency, cash burn and dilution
Transaction platformEV/gross profit, PE, FCF yieldSeparate pass-through volume from value-added platform revenue
MarketplaceEV/sales, PE, FCF yield and cohort economicsReview paid conversion, supplier renewal and network quality
Turnaround software companyCash balance, recurring revenue and normalised marginAccount for implementation losses, restructuring and capitalised development

One practical framework is growth plus free-cash-flow margin, but it should not become a mechanical rule. A company can score well because of customer prepayments while new sales weaken. Another can invest heavily in product and show low near-term FCF while building a durable platform.

The valuation should answer three questions: how durable is the recurring base, how much does it cost to retain and expand that base, and what per-share cash flow can emerge after product and sales investment?

Software Product Red Flags

  1. ARR growth materially above audited revenue without a clear definition.
  2. NRR disclosed without GRR, churn or customer concentration.
  3. Bookings rising while billings, revenue and cash conversion weaken.
  4. Capitalised development increasing faster than product revenue.
  5. Receivables or unbilled revenue growing faster than sales.
  6. High gross margin paired with rising customer-support complaints or implementation delays.
  7. Acquisitions used repeatedly to maintain headline growth.
  8. Buybacks that only offset stock-based compensation.
  9. Large cloud or carrier pass-through revenue presented as platform scale.
  10. Rapid customer growth with falling revenue per customer and no cohort explanation.
  11. One channel, partner, telecom operator or enterprise client controlling economics.
  12. AI product claims without adoption, pricing or retention evidence.

A 45-Minute Software Product Analysis Workflow

Minutes 1–6: Map the revenue model

Split licences, subscriptions, maintenance, implementation, transactions, marketplace fees, hardware and services.

Minutes 7–12: Reconstruct recurring growth

Review ARR or recurring revenue definitions, currency, acquisitions, churn, expansion and customer concentration.

Minutes 13–18: Trace bookings to cash

Compare bookings, billings, deferred revenue, recognised revenue, receivables and operating cash flow.

Minutes 19–24: Analyse unit economics

Review gross margin, CAC, payback, sales efficiency and customer-success cost using the disclosures available.

Minutes 25–30: Review product investment

Study R&D, capitalised development, product releases, cloud architecture and acquired technology.

Minutes 31–35: Review dilution and capital allocation

Track stock compensation, acquisitions, buybacks, dividends and cash held outside the core business.

Minutes 36–40: Compare the right peers

Use Bull Run Compare with companies that share a similar contract and margin model.

Minutes 41–45: Value the business

Estimate durable recurring growth, normal gross margin and future FCF. Write the event that would disprove the thesis.

Frequently Asked Questions

What is the difference between software products and IT services?

Software-product companies sell proprietary applications, platforms or data assets that can be reused across customers. IT services firms sell consulting and delivery capacity. Many companies combine both.

Is ARR the same as revenue?

No. ARR annualises recurring contract value at a point in time. Revenue is recognised under accounting rules during the reporting period.

What is net revenue retention?

NRR compares recurring revenue from the same customer cohort after expansion, contraction and churn. It shows whether the installed base is growing without relying entirely on new customers.

Why does gross margin matter?

It shows how much revenue remains after direct delivery costs. High gross margin creates room for sales, R&D and profit, but the direct-cost definition must be understood.

How should unprofitable SaaS stocks be valued?

EV to ARR or sales can be a starting point, but retention, gross margin, sales efficiency, cash burn and dilution determine whether the multiple is justified.

Which stocks are useful comparisons?

Compare product vendors such as OFSS, Newgen and Nucleus Software separately from transaction platforms such as Tanla or marketplaces such as IndiaMART.

Related Bull Run Research

Research Sources

Company annual reports and investor presentations should be used to verify ARR definitions, recurring revenue, bookings, customer metrics and product investment. Industry context can be checked through NASSCOM research and official exchange filings.

Disclaimer

This article is for educational and informational purposes only. It is not investment advice, a stock recommendation or a solicitation to buy or sell securities. SaaS definitions, recurring-revenue disclosures and product metrics differ across companies and can change. Verify material information in company filings and official exchange disclosures. Bull Run is not a SEBI-registered Research Analyst or Investment Adviser.

Compare Software Businesses by Revenue Quality

Start with Bull Run's Software Products sector page, open relevant stock profiles and use the comparison tool. The strongest software business is not the company with the highest reported ARR. It is the company that can retain customers, expand product value and convert growth into durable per-share cash flow.