Loops
+ New LoopActive Loops
8Short-Form Video Loop
activeProduce hook-driven vertical video for Reels, TikTok, and YouTube Shorts. Each cycle scans trends, tests 3–5 hooks against the audience, scripts and films the winner, edits to platform spec, publishes cross-platform, and measures completion + share-through to feed the next cycle. Algorithmic reach is the success signal; founder face-time is the format default unless productionMode says otherwise.
User Interview Loop
activeValidate product hypotheses through systematic 1:1 interviews with target users. Each cycle frames a hypothesis, recruits a 5–10 person cohort, runs interviews, synthesizes themes, and scores the hypothesis as confirmed/refuted/inconclusive — feeding the next cycle. Output is qualitative insight, not a vanity metric.
Help-First Community Growth
activeThis loop systematically identifies problem discussions in founder communities, provides genuine help, and converts grateful users into customers and advocates. The flywheel works by building reputation: each helpful interaction increases visibility and trust, making future interactions more likely to convert. As reputation compounds, community members start tagging you in relevant discussions, creating inbound opportunities. The loop focuses on Reddit initially but expands to other platforms as patterns emerge. It tracks which problem types convert best, which communities yield highest-quality users, and which response formats drive engagement. Over time, common problems become content pieces, scaling help beyond 1:1 interactions.
Micro-Budget Paid Validation Loop
activeRun small ($5-20/day) paid experiments on Google Ads and Meta to validate messaging, landing pages, and audience segments before scaling. Uses GEO content as landing page material.
Integration Partnership Loop
activeIdentify, pitch, and close integration partnerships with complementary tools in the founder's ecosystem. Drives co-marketing, shared audiences, and product distribution through app marketplaces.
Reddit Authority Loop
activeBuild authentic presence in target subreddits by answering questions, sharing insights, and subtly demonstrating product expertise. Measures karma growth, referral traffic, and brand mentions.
LinkedIn Thought Leadership Loop
activeBuild founder authority on LinkedIn through consistent posting of insights, frameworks, and case studies derived from the founder's domain expertise. Measures engagement, follower growth, and inbound lead generation.
Generative Engine Optimization Core
activeCapture search-and-answer demand by publishing AI-optimized content that earns citations in generative engines like Perplexity, ChatGPT, and Google AI Overviews.
Proposed Loops
5 pendingRepurpose Engine Loop
proposedAI-generatedcontent.repurpose_engine
Atomize a single hero asset (live stream, podcast, longform article, keynote) into N format-adapted derivatives across short-form video, carousels, stories, and newsletter. Each cycle identifies a hero source, extracts atomic insights, adapts per platform/format spec, publishes synchronized, and measures which derivative format wins per source — feeding the production strategy. Doesn't create content; it multiplies it.
Why: Repurposing is the single highest-leverage move in content — one well-extracted hero asset produces 10–20 derivatives at marginal cost. Most creators skip it because the workflow is manual and cross-tool; a structured loop makes it systematic. The format_winner_clarity KPI is the real prize: after 5–10 cycles you know empirically whether your audience saves carousels or shares Reels for the same insight, which collapses future production decisions. Gating note: this loop is a multiplier — only meaningfully available once at least one hero-source loop (live_video, podcast, longform) is running and producing assets.
Live Video Loop
proposedAI-generatedcontent.live_video
Run scheduled live broadcasts on Instagram Live and TikTok Live as a community ritual and a hero-content source. Each cycle schedules and promotes a topic, runs the live, extracts clip-worthy moments for downstream short-form repurposing, and measures concurrent peak + post-stream sign-ups. The output is both real-time community and a backlog of short-form raw material.
Why: Live serves a dual purpose: it's the highest-trust real-time format AND the cheapest way to generate 60+ minutes of authentic raw video that feeds the short_form_video and carousels loops. Hero-source pattern — one live can yield 8–15 short-form clips, 2–3 carousel topics, and a newsletter issue. Algorithm boost on platforms (IG pushes live notifications to followers) makes it a reach event, not just a community ritual. Loop terminates not at the broadcast end but at clip_extract → repurpose handoff.
Stories Loop
proposedAI-generatedcontent.stories
Maintain daily presence on Instagram/Facebook Stories through a 3–7 frame sequence per day mixing behind-the-scenes, polls, and link-outs. Each cycle plans a daily theme, captures throughout the day, publishes interactive frames (polls, sliders, questions), measures completion and sticker engagement, and archives top performers to Highlights. Cadence is daily, not weekly — distinct from publish-heavy loops.
Why: Stories are the only daily-cadence native format and the primary surface for audience-to-creator interaction (polls, DMs, replies). Where Reels and carousels chase reach, Stories optimize retention and intimacy with existing followers — they're the loop that turns followers into community. Ephemeral nature lowers the production bar (no editing perfection required) but raises the consistency bar (skip a day, you disappear). Daily cadence is the differentiator: the planner needs to handle a much shorter cycle than weekly loops.
Carousel Loop
proposedAI-generatedcontent.carousels
Produce educational carousel posts for Instagram and LinkedIn that earn saves and shares. Each cycle picks a topic with high search/save intent, outlines 7–10 slides, designs to a repeatable template, ships, and measures save velocity to inform the next topic. Saves are the truth metric — they signal the post was worth keeping, which the algorithm rewards with extended distribution.
Why: Carousels are the highest-save format on IG and LinkedIn — they reward depth in a feed full of skim. Saves correlate with extended distribution and bookmark-driven return visits, making the format the most compounding short-form asset. Production pipeline is design-heavy, not video-heavy: a repeatable Figma template lets one operator ship 3–5/week. Same topic frequently re-runs as a Reel script, so this loop is a natural source for content.repurpose_engine.
Newsletter Growth Loop
proposedAI-generatedcontent.newsletter
Grow and nurture an email subscriber base through a weekly newsletter that converts readers into product users. Uses GEO content as source material, repurposed into newsletter format with exclusive insights.
Why: Email remains the highest-ROI marketing channel at $36 return per $1 spent. Founders who publish GEO content already have the raw material — repurposing into a newsletter captures readers before they leave the site, building a direct owned channel independent of algorithm changes.