Autonomic Technologies Inc
Viral acquisition, conversion & pricing. One funnel.
A go-to-market plan for a science-backed performance and stress-reduction app. AI UGC discovers winning hooks at high volume, humans scale them, and every install is optimized through onboarding, paywall and price testing — so the return on capital can be reverse-engineered from the funnel and tuned live below.
Mass AI UGC tests ~100 hooks/week. Winners get human scale. Cheap reach, proven message.
Test flow length, personalization and the aha moment to lift install-to-complete.
A/B paywall and price points for monthly and annual to maximize blended LTV.
Instrument every step, reverse-engineer ROAS, reallocate to the best lever.
Treat organic TikTok as a cheap, high-volume A/B testing lab for attention
Don't guess the message. Flood the feed with variations of a hook (the first 1 to 3 seconds) and let the algorithm surface the few that stop the scroll and drive installs. About 71% of retention is decided in those seconds, so we test hooks, not whole videos.
Three shifts that make it work
- ›Volume over polish. UGC-style footage drives ~4x engagement and ~2.5x conversion vs. branded video, and it's cheap, so we can test a lot.
- ›Micro-virality beats vanity reach. A 5k-view clip that lands with the right niche beats a forgettable 50k-view clip.
- ›Reach is near-free media. The marginal cost of an organic impression is ~zero, so every winner compounds ROAS rather than adding spend.
The hook formats that win
- ›Identity Call: “If you can't switch off after work...”
- ›Contrarian Strike: “Stop doing breathwork wrong. The science says...”
- ›Open Loop: “This 90-second habit dropped my stress score.”
- ›Confession: “I was skeptical of performance apps until week 3.”
AI discovers, humans scale
Stage 1 · Discover with AI UGC
AI UGC tools (Arcads, Creatify) generate the majority of early tests: realistic avatar creators reading dozens of hook variants at roughly $3 to $6 per video. That is how we run ~100 hook tests per week at a cost no human shoot can match.
Stage 2 · Scale with humans
Once a hook proves out, internal talent and micro-influencers riff on that exact hook in their own voice. Real humans on real accounts unlock authenticity, trust and durable reach AI clips cannot, on a hook already de-risked by data.
~100 tested hooks a week, read in 24 to 48 hours
Mine first-party data, comments and competitor scraping into 80 to 120 hook lines/week.
Spin ~100 variants/week through AI avatars at $3 to $6 each. Swap only the opening.
Post across 10 to 50 persona accounts, 1 to 3x/day. The feed picks winners.
Within 24 to 48h read hook rate, hold rate, saves and taps. Kill losers.
Humans remake winners, plus Spark Ads, paid UA and app-store creative.
Your Sleep, Mood, Stress, Focus & Energy data is the hook goldmine — mine the language, not the person
De-identified, aggregate analysis to discover angles, real user language and substantiated proof points. Output is anonymous themes, not people.
- ›The phrases users write become hook lines.
- ›Which strategy moves which dimension becomes the claim.
- ›Aggregate, defensible outcomes become the proof layer.
Safeguards: strip PII, hash IDs, k-anonymity, no re-identification, only insights leave the warehouse.
Real before-and-after stories from users who specifically agreed to marketing use. The most powerful and most scrutinized creative.
- ›Separate, written, signed consent, distinct from product terms.
- ›Claims truthful, representative and substantiated.
- ›Disclose the relationship, honor withdrawal at any time.
Safeguards: consent logged and revocable, source data kept as substantiation, legal sign-off before any story goes live.
Cheap installs are wasted if the funnel leaks after the download
Onboarding path optimization
Onboarding completers are roughly 5x more likely to convert, and ~half of paid conversions happen on Day 0. The five-dimension ranking is the activation moment — test it hard.
- ›Flow length: short vs. deep onboarding.
- ›Personalization payoff: show a tailored baseline fast.
- ›Aha-moment: one quick win before the paywall.
- ›Paywall timing: hard vs. delayed soft paywall.
Monthly vs annual price testing
Monthly lowers the barrier; annual collects cash upfront and retains far better. Maximize blended LTV per paid user. Anchor annual as “best value” and default to it.
| Plan mix (mo / yr) | Blended LTV / paid |
|---|---|
| 100% / 0% | $58.45 |
| 55% / 45% (base) | $88.84 |
| 35% / 65% (annual-led) | $102.35 |
Hard paywalls convert ~5x better than freemium (10.7% vs 2.1% by Day 35). Note: ~30% of annual subs cancel auto-renew in month one — model renewal conservatively.
Reverse-engineer the ROAS — move the levers
Capital runs in through video production and organic reach, out to subscriber lifetime value. Adjust the key levers and watch the funnel, unit economics and return recompute live. All figures are illustrative and built to be calibrated against your live data.
Funnel & ROAS Calculator
Organic reach per post — the engine's biggest lever.
Share of impressions that tap through to the store.
Onboarding completers who become paid subscribers.
Annual share 45%. Annual lifts blended LTV.
Total monthly spend the program must cover.
| Impr / video | Installs | Paid | Cohort LTV | LTV ROAS |
|---|---|---|---|---|
| 1,500 (weak) | 2,460 | 172 | $15,299 | 0.55x |
| 3,000 (base) | 4,920 | 344 | $30,598 | 1.09x |
| 5,000 (good) | 8,200 | 574 | $50,996 | 1.82x |
| 7,500 (strong) | 12,300 | 861 | $76,495 | 2.73x |
| 10,000 (breakout) | 16,400 | 1,148 | $101,993 | 3.64x |
Costs are largely fixed and organic reach is near-free media, so ROAS climbs with every winning hook. Figures are illustrative — calibrate against live data. Highlighted row reflects your current reach setting.
What it costs & how to roll it out
| Category | What you're buying | Lean / Test | Scaled Engine |
|---|---|---|---|
| People | Content lead, creators/talent, editor, analyst | ~$4 to 8k/mo | ~$18 to 35k/mo |
| AI UGC (test volume) | AI avatars for ~100 hooks/week ($3 to $6 each) | ~$1.5 to 2.5k/mo | ~$2.5 to 5k/mo |
| Human + micro-influencer | Talent and micro-influencers riffing winners | ~$1 to 3k/mo | ~$8 to 25k/mo |
| Account infrastructure | SIMs, proxies, anti-detect, warming | ~$300 to 600/mo | ~$1.5 to 4k/mo |
| Software stack | AI UGC, editing, scheduler, scoring, scraping | ~$200 to 500/mo | ~$800 to 2k/mo |
| Conversion & price testing | Paywall platform (RevenueCat, Adapty) | ~$0 to 1k/mo | ~$1 to 6k/mo |
| Data governance & privacy | Consent platform, de-identification, legal review | ~$1 to 3k/mo | ~$3 to 8k/mo |
| Paid amplification & MMP | Spark Ads + AppsFlyer/Adjust attribution | $1 to 4k/mo | $11 to 15k+/mo |
Because AI UGC drives early testing, cost-per-tested-hook falls under $10 vs. $100+ for human shoots. Lean cell ≈ $9 to 20k/mo; scaled engine ≈ $45 to 100k/mo.
Accounts, AI UGC tooling, consent-gated data, paywall test harness.
~100 hooks/week. Find 2 to 3 breakout formats. Start onboarding A/Bs.
Humans riff winners, add Spark Ads, run monthly vs annual price tests.
Reallocate capital to top levers, systemize the loop, recurring compliance review.