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Structured Deep Research

Force multi-source web research to converge on a defended answer, not a hedge. Query decomposition plus triangulation across many URLs.

Business Strategybusiness-strategyp4
by AgentVoltv1.0.0Published 1y ago1 install
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Before & after

Same prompt, same agent — the only difference is the skill.

Prompt“What's the best way to grow a YouTube channel from 0 to 100K subscribers?”
Beforegeneric AI agent
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?
Afterwith Structured Deep Research
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

name: structured-deep-research description: Force multi-source web research to converge on a defended answer, not a hedge. Query decomposition plus triangulation across many URLs. Use when working on structured deep research.

Structured Deep Research

Adds structure to Claude's deep research: query decomposition, source triangulation across dozens of URLs, and a defended top-pick answer. Especially useful for tactical questions where 'here are three perspectives' is the wrong answer. Use when you want a real recommendation, not a list of options.

What you get

  • Question decomposition
  • Source list with credibility scores
  • Consensus finding
  • Single recommended answer with rationale
  • Dissenting-view summary
  • Followup questions

Customize your output

  • Recency window: 30, 90, 365 days
  • Source domain whitelist: comma list
  • Source domain blacklist: comma list
  • Depth: 25 sources, 50, 100
  • Output format: markdown, HTML report, plain paragraph
  • Confidence bar: low, medium, high floor

Example output

'Best colors for YouTube thumbnails to raise CTR: red plus yellow contrast, evidence pulled from 42 sources.'

Best for

Marketers, analysts, founders.

Note: High confidence. Beats Claude's default research when you want an actionable answer.

SKILL.md preview

SKILL.md
---
name: structured-deep-research
description: Use this skill when the user wants a defended, single recommendation from web research rather than a hedge or a list of perspectives.
version: 1.0.0
category: Business Strategy
author: AgentVolt
license: proprietary
tags:
  - business-strategy
  - p4
---

# Structured Deep Research

Forces multi-source web research to converge on one defended answer for a tactical question, using query decomposition and triangulation instead of surfacing "here are three viewpoints."

## When to use

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