Deep Research to One Defended Pick
Research a which-one question across independent sources and commit to one pick, with the case against it and when the runner-up wins.
Before & after
Same prompt, same agent — the only difference is the skill.
That's a popular question. There are many approaches to growing a YouTube channel. You might focus on finding your niche and creating consistent, high-quality content. Understanding your audience and what they want is important. Optimizing titles and thumbnails can help with click-through rates. Collaborations with other creators could accelerate growth. Promoting on other platforms might help too. The strategies vary depending on your content type and audience. Would you like me to explore strategies for a specific niche?
RESEARCH DECOMPOSITION Query: Best path to 100K YouTube subscribers Decomposed into sub-questions: 1. What content formats scale fastest? 2. What optimization levers matter most (thumbnails, titles, series structure)? 3. Which growth tactics have highest ROI (collabs, paid, organic)? SOURCE TRIANGULATION (42 sources, credibility scored) Studies: YouTube Creator Academy data (official, high credibility) Case studies: 6 channels grown 10K→100K in 8-18 months Tools: TubeBuddy, VidIQ data on 500+ successful channels Expert interviews: 3 channels 500K+, 2 channels 100K-500K Communities: Reddit r/NewTubers, YouTube Creator forums CONSENSUS FINDING Format drives initial velocity: • Series content (episodic, predictable release): 40% faster growth • Tutorial/how-to: highest average watch time, best for algorithm • Short-form clips repurposed to shorts: 3x faster discovery Recommended: series + shorts combo Optimization ROI (ranked by impact): 1. Thumbnail + title combo (CTR +8-12%) 2. Consistency (schedule announced, weekly or 2x weekly) 3. Watch time optimization (cut dead air, 70%+ of video watched target) 4. Series structure (playlists, callbacks between videos) 5. Channel structure (clear branding, playlists organized) Growth tactics ROI (ranked): 1. Community (early audience seeded in Slack or Discord): scales to 10K fast 2. Collaborations: best 100K milestone tactic, reduces time by 3-4 months 3. Organic shorts: underrated, 30% of new subscribers 4. Paid ads: expensive, only efficient after 10K base TIMELINE TO 100K Optimal path: 14-20 months for tutorial/educational niche Timing assumes: 2 videos per week, 40-60 minute average watch time, series structure Milestones: 1K at month 3, 10K at month 8, 100K at month 16-20 DISSENTING VIEW One source argues short-form dominates (TikTok cuts). Most sources rate short-form as 20-30% of strategy. FOLLOWUP QUESTIONS 1. Are you starting from existing audience or zero? 2. Content niche (educational, entertainment, vlogs)? Not growth advice. Results vary by niche, consistency, content quality. Sample timeline only.
About this skill
Ask a practical question and get an answer you can act on, not three perspectives. The research is built to decide, and the pick survives its own strongest counter-argument.
What it does
- Turns your situation into weighted decision criteria and sub-questions that actually separate the options
- Searches for problems and switch-away stories on purpose, not only praise
- Discounts sources that share one origin, vendor-authored benchmarks, and evidence from outdated versions
- Commits to one pick, writes the best case against it, and states the conditions that would flip it
- Grades the sources you already found (vendor, affiliate, outdated, duplicate) and checks your premise before a quick answer
What you get
A pick with confidence level, reasons by criterion, the strongest counter-case, flip conditions, a graded evidence table, and what could not be verified.
Best for
Founders, engineers, and operators choosing between tools, vendors, or approaches who want a recommendation grounded in evidence.
SKILL.md preview
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name: structured-deep-research
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