🇮🇳 Built for India OTT / CTV product owners and monetization leaders

Know whether the business should scale, repair or test.

iMAGIC connects subscriber economics, revenue quality, ad monetization, content and viewing behavior, CTV growth and operating readiness in one leadership decision report.

5Business health lenses
3+Ranked operating scenarios
30/60/90Action governance
Subscriber economicsAd monetizationContent & viewingChannel readiness
Consultant Decision Report
Illustrative output
63Health score

Fix foundation before scaling

The model separates attractive headline economics from the measurement, monetization and operating gaps that require management sign-off.

Payback5.4 mo
LTV:CAC2.22x
CTV Share41.7%
Fill Rate45%
✓ Strong CTV and retention signals can support controlled testing.
! Validate ad-revenue and CPCV assumptions before external commitments.
The management questions iMAGIC resolves

Stop reviewing isolated metrics. See the operating system behind them.

A healthy subscriber number can hide weak payback. Strong completion can coexist with poor ad yield. iMAGIC shows how the levers interact and what leadership should do next.

Are the unit economics safe to scale?

Review blended ARPU, contribution, CAC, payback, LTV:CAC, paid conversion and churn against management gates.

CTV

Is ad monetization commercially credible?

Test viewing hours, ad load, fill rate, eCPM, completion, CPCV, ad revenue per MAU and sales-channel mix.

IN

Does the India plan match the market reality?

Assess region, language depth, CTV share, content and viewing behavior, inventory readiness and package strategy.

1

Build the business case

  • MAU, paid, free/ad-tier and CTV users
  • ARPU, CAC, churn, costs and margin inputs
  • Viewing, inventory, sales and language assumptions
  • Historical actuals when available
2

Diagnose and pressure-test

  • Business health and confidence scoring
  • Benchmark comparison and input-quality checks
  • Waterfalls, funnels and capability diagnostics
  • Ranked scenarios and sensitivity
3

Govern the next move

  • Executive verdict and approval conditions
  • Owner-specific recommendations
  • 0–30, 31–60 and 61–90-day actions
  • Actual-versus-forecast learning loop
What the report gives leadership

A business diagnosis with evidence, not a collection of charts.

Each output is designed to answer what the number means, why it matters, what can break the plan and who should act.

Verdict

Health, confidence and decision posture

See the recommended management stance—scale, repair, hold or test—separately from forecast confidence.

Evidence

Benchmarks and root-cause diagnosis

Compare key metrics with India planning ranges and trace watch or risk signals to their operating cause.

Scenarios

Ranked operating paths

Prioritize data verification, unit-economics recovery, CTV foundation or monetization expansion based on severity.

Execution

30/60/90-day governance

Turn the verdict into owners, actions, measurement checks, decision gates and the next management review.

Executive DecisionIllustrative report
Business Health63/100

Management review

Forecast Confidence60/100

Usable with review

Diagnosis LensesWhat drives the verdict
Revenue Quality70/100

Usable

Cost & Payback75/100

Controlled

Ad Monetization22/100

Repair first

CTV Growth80/100

Strong signal

Ranked Scenario PathsSeverity-led planning
Data Verification SprintPriority 95/100
Unit Economics RescuePriority 88/100
CTV Foundation JourneyPriority 55/100
30/60/90-Day Action PlanExecution output
0–30 Days

Validate revenue definitions, units, benchmarks and ownership before new scale investment.

31–60 Days

Repair weak acquisition or monetization levers through controlled tests and cohort review.

61–90 Days

Scale only the operating path that clears confidence, payback and measurement gates.

Operating views behind the verdict

See where value is created, where confidence breaks and where management must intervene.

The report combines executive summaries with diagnostic views so decision-makers can move from the headline verdict into the evidence without losing the business narrative.

Executive control
5 Lenses

Business health dashboard

Separates revenue, cost, monetization, CTV growth and retention instead of hiding them inside one blended score.

Evidence diagnostics
Traceable
Revenue waterfallPaid funnelCTV mixCapability

Input-to-output evidence

Trace ad revenue per MAU, funnel drop-off, user-versus-revenue distribution and capability readiness.

Market and content
India Fit
LanguageViewingCTVAd experience

Content & viewing intelligence

Connect language depth, content behavior, CTV share and ad-experience risk to the monetization strategy.

Commercial readiness
Channel Mix
DirectPMPProgrammaticPackages

Monetization channel strategy

Assess controlled versus open demand, package readiness, sales priorities and the path to stronger yield.

Who uses iMAGIC

Made for leaders accountable for growth quality—not just topline scale.

🎬

OTT / CTV product owners

Challenge subscription, ad-tier, CTV and regional growth assumptions before committing the roadmap.

📈

Revenue and ad-sales leaders

Test inventory, yield, demand mix, package readiness and the evidence behind commercial targets.

Finance and strategy teams

Govern payback, LTV:CAC, contribution, confidence and scenario risk before capital is released.

🛠

Growth and operations teams

Turn the verdict into measurable workstreams, owners, checkpoints and a learning loop.

Pressure-test the plan before the board does

Bring your assumptions. See the decision iMAGIC would structure.

Sign up for access or request a sample report to review how iMAGIC converts India OTT/CTV inputs into a leadership verdict, evidence, scenarios and action governance.

India Market live engine examples

See iMAGIC turn business inputs into executive decisions

Every example below was generated by the live iMAGIC engine from purpose-built scenario inputs. Explore the business case, inspect the source assumptions and open the exact generated report.

01
Executive scenario

Balanced Hybrid Growth

Business perspective

Scale a balanced subscription and advertising model without weakening unit economics.

A national India OTT service with meaningful paid and CTV adoption entering its next growth phase.

Input brief

Monthly active users
15.0M
Paid subscribers
3.6M
CTV users
6.1M
Engine verdict Scale with governance
65/100Health score
91%Forecast confidence
2.27xLTV:CAC
Important riskAdvertising revenue traceability must improve before external commitments are increased.
Explore this scenario
02
Executive scenario

Multi-Language Expansion

Business perspective

Expand regional-language reach while protecting subscriber economics and ad yield.

A multilingual India streaming platform moving beyond its strongest language markets.

Input brief

Monthly active users
8.4M
Paid subscribers
1.35M
CTV users
2.9M
Engine verdict Scale with governance
65/100Health score
97%Forecast confidence
0.8 moPayback
Important riskA 59% fill rate leaves regional inventory under-monetized and reduces confidence in the expansion upside.
Explore this scenario
03
Executive scenario

FAST Ad-Yield Turnaround

Business perspective

Repair advertising yield and viewer experience across a high-scale FAST proposition.

A large India ad-led streaming service with strong reach but weak fill, retention and monetization quality.

Input brief

Monthly active users
22.0M
Paid subscribers
0.8M
CTV users
7.5M
Engine verdict Scale with governance
65/100Health score
88%Forecast confidence
1.58xLTV:CAC
Important riskLow fill and a nine-ad hourly load create simultaneous monetization and audience-experience pressure.
Explore this scenario