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No as described. Go as work English for Hindi/Bengali-medium learners.

language learning · ² At a blended ~$2.50 a month per payer: ₹199/month and ₹1,199/year plans, plus some ₹399 Pro, at ₹88 = $1. Institute seat licences (from month 9) reduce the number of individual payers needed; see plans/11. · last reviewed (next review by 28 Dec 2026) · 60 cited sources

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11. 24-Month Gated Roadmap

There's no single target. The roadmap climbs the MRR ladder in WHAT-TO-DO-AND-AVOID.md one rung at a time. Each phase ends at a checkpoint where you decide whether to climb, hold (run it profitably at that level), or change course.

Rule: no later phase starts until the current checkpoint is hit. Days 1–90 are in 08-90-day-plan.md.


Phase 1: Prove people pay twice (Months 0–3)

TrackWork
CustomersWhatsApp concierge for 50 payers, then the thin web app for 150
ProductSpeaking placement → 2D map with 5 work scenes × 3 levels → "scripted spine, live edges" scene engine → feedback in Hindi or Bengali → weekly speaking score and before/after clip → share card. 18+, AI disclosure, audio deletion and one-tap cancellation from day one.
TeamA paid spoken-English trainer (a few hours a month) who owns the rubric and spot-checks feedback
Checkpoint150 payers (~$375 MRR), ≥50% month-2 renewal, median speaking score +10% in 30 days, voice and model cost <20% of revenue

Phase 2: Make it a habit (Months 4–6)

TrackWork
ProductRole tracks (BPO voice, hospitality, retail, office and IT, interview prep). NPC mood variations. Mock interview (Pro). Scene memory. 30-day re-placement. Annual plans and minute top-ups. Android app via user-choice billing, if day-90 renewal held.
DistributionA daily short-video routine generated from the scene library, scene challenge links, referral credits, and long-tail pages ("BPO interview questions in Bengali")
Checkpoint$1k MRR, ≥25% of new users from shares or referrals, payer churn ≤12%/mo

Phase 3: Add institutes (Months 7–12)

TrackWork
ProductSeat licences and a trainer dashboard (levels, minutes, scores per learner). Batch placement report. Certificate of level (not presented as official accreditation).
DistributionPilots with 10 institutes: skilling centres, hotel-management and retail-training institutes, college placement cells, BPO recruiters. Aim for 5 paying at ₹149–249 per seat a month. Learners get a personal free month after the batch ends, which turns B2B into B2C.
OptionalA second explanation language by demand (e.g. Odia, Marathi, Telugu), since the scenes are shared. Test paid acquisition only in channels with CAC payback under 3 months.
Checkpoint$2.5k MRR, ≥5 institutes paying, payer churn ≤12%/mo

Phase 4: Scale what works (Months 13–24)

TrackWork
ProductCustom scenes for institute clients (priced separately). Email and chat-writing scenes. Self-hosted open speech models (AI4Bharat, MIT-licensed) to cut voice cost, if volume justifies it.
Experiments (only by demand)Bengali-medium learners in Bangladesh (local pricing). A "Learn Bengali for Kolkata" or "Learn Hindi" track for movers, only if inbound requests are frequent.
DistributionDouble down on the single channel that produced the most payers (content or institutes) and cut the rest
TeamA part-time institute-sales and support person before any engineering hire
CheckpointsMonth 18: $5k MRR. Month 24: $8k MRR. $10k–20k is the stretch outcome, and usually needs profitable paid acquisition or a large institute network.

What each level takes

Assumptions:

  • blended ARPU about $2.50 a month per payer (₹199/mo and ₹1,199/yr mix plus some ₹399 Pro, at ₹88 = $1);
  • payer churn about 12% a month;
  • 2.5% of activated users paying.

The 2.5% figure is close to RevenueCat's Education download-to-trial rate (6.5%) multiplied by trial-to-paid (about 30–38%).

MRRPayers neededNew payers a month (to replace churn at steady state)Activated new users a monthOr: with institute seatsWhat usually gets you there
$1k~400~48~1,900—One working organic channel plus the concierge base
$3k~1,200~145~5,800~800 individual + 4 institutes × 100 seatsOrganic content, a working share loop and the first institutes
$5k~2,000~240~9,600~1,200 individual + 8 institutes × 100 seatsContent, share loop and a steady institute pipeline
$10k~4,000~480~19,000~2,200 individual + 18 institutes × 100 seatsAll of the above plus one paid channel that pays back
$20k~8,000~960~38,000~4,000 individual + 40 institutes × 100 seatsProfitable paid acquisition, or a large institute network
$50k~20,000~2,400~96,000—A funded growth team. Not reachable organically at these price points.

Three levers matter more than any feature:

  1. Churn. Cutting payer churn from 12% to 8% a month cuts the new payers needed by a third. The speaking score and re-placement are churn features.
  2. Institute seats. A 100-seat institute at ₹199 is worth ~80 individual payers, with no ad spend and lower churn during the batch.
  3. Voice cost per minute. At ₹0.5–1 a minute, gross margin stays above 70%. At premium real-time prices, every active learner loses money.

Budget guardrails

  • Voice and model costs below 20% of revenue (target 15% by month 12). Cache NPC audio and scene scripts, cap live minutes, and route to the cheapest stack that meets the accuracy bar.
  • No paid acquisition before month 6. After that, only channels with CAC payback under 3 months.
  • Gross margin after payment fees, store fees, and voice and model costs ≥70%.