Product Feature Research

00 - Executive Summary

🎯 For CreateOS specifically: The one-sentence version of this playbook is in CreateOS - Overview. Your positioning is "the only agent sandbox where the agent can earn." Your 30-day BD priority is the OpenAI Agents SDK inclusion (contact: Karan Sharma). Your launch is Agent Economy Week in month 2-3. Everything below is the general framework; the CreateOS-specific execution lives in CreateOS - 30-60-90 Plan.

The thesis, in one sentence

The UX shells of AI app-builders have converged; the winners now differentiate on audience focus, monetization shape, and one signature pattern executed better than anyone.

Top 5 moves, ranked by impact

1. Install a pre-signup prompt box on the landing page

Observed: Both Replit and Anything.com. Why it works: converts "visitor reading copy" into "user with an idea waiting for signup." 2-3× activation multiplier vs. a plain free-trial CTA.

2. Meter usage with credits + show consumption persistently

Observed: Replit's left-sidebar usage widget (Free Apps / Agent credits / Cloud credits). Why it works: transparency builds trust (no surprise bills → no churn) and creates upgrade urgency (watching a bar fill is its own CTA).

3. Pick one audience ring and over-serve it

Payments + App Store Marketing + Monetization for makers (Anything's stack). SBOM + SOC 2 + admin hierarchy for enterprise (Replit Core). Code editor + palette + version control for devs. Don't straddle all three unless you're at Replit scale.

4. Productize autonomy as a distinct purchase moment

Bundle: Replit Core (Plan + Connectors + Autonomous + Simulators + Background). Unbundle: Anything Max. Both work. What doesn't work: giving autonomy away free — users pay for it if you name and scope it.

5. Ship one viral free-tier loop

"Made with X" watermark + credit reward is Replit's. Anything.com has nothing equivalent despite a maker ICP that would love it. Every free-tier app should be a distribution channel.


The 2×2: do / avoid by objective

✅ Do ❌ Avoid
Acquisition Pre-signup prompt · competitive-named imports · real customer logos · distinctive brand imagery · example-prompt chips Utility-only landing · no social proof · hidden features · generic "try it free" CTA
Retention Transparent usage widget · named design presets · visible agent reasoning · in-flight stop button · rich version history · command palette Hidden consumption · opaque agent work · no stop during generation · blank "your recent projects" grid
Revenue Credit metering · gate-at-moment-of-desire paywall · bundle OR unbundle autonomy (not both) · branded watermark loop · monetization-stack bundle (for makers) Flat pricing · paywalls in settings pages · selling autonomy for free · no consumption visibility · no enterprise-procurement artifacts
Strategy One audience · one autonomy axis · one signature pattern executed better than peers · one viral loop All-three-rings positioning · autonomy-breadth + depth + planning (pick 1-2) · matching peers feature-for-feature

Where to read next

How to measure (top-level)

Metric Target behavior Proxy
Visitor → active user 25-40% of visitors land on the prompt box and type something Landing prompt submit rate
Signup → 7-day retention 50%+ return within 7 days Users with ≥ 2 sessions in week 1
Free → paid conversion 3-8% of active free users upgrade within 30 days Paid conversion at day 30
NRR on paid base > 110% annualized Paid cohort revenue month over month