Analyze A/B test results for statistical significance with ship, extend, or kill recommendations
日本語の概要は準備中です。原文の説明を表示しています。
Monitor competitor blogs and industry publications to surface content opportunities
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Monitors competitor blogs, industry publications, and content hubs to extract insights, identify trending topics, and surface content gaps the agency can exploit. Uses WebSearch to scan the landscape systematically. Outputs a content opportunities matrix ranking topics by relevance, competition, and alignment with agency expertise.
agency.config.json at repo root with services, icp, case_studies, and agency sectionsagency.config.json from the project root.agency.name -- for context on the agency's brandservices[].name and services[].keywords -- defines expertise areas and content lanesicp.segments[] -- the audience whose problems the content should addressicp.primary_keywords -- topics the agency should ownicp.secondary_keywords -- adjacent topics worth coveringcase_studies[] -- proof points that can anchor content piecescompetitors -- (optional) array of competitor domains or brand names to monitorpublications -- (optional) array of industry publication domains to scantopic_focus -- (optional) narrow the scan to a specific topic area (e.g., "Shopify CRO", "D2C performance marketing")lookback_days -- how far back to scan. Default: 30max_results -- maximum number of opportunities to return. Default: 20If competitors are not provided, discover them:
Search queries for competitor identification:
"{{service_keyword}}" agency blog for each service keyword"{{primary_keyword}}" tips site:*.com/blogbest {{service_name}} agencies {{current_year}}"shopify agency" blog content marketingFor each discovered competitor:
Build a competitor content map:
COMPETITOR BLOG MAP:
---
1. [competitor.com/blog] -- Posts: ~[X]/month -- Topics: [list] -- Quality: [tier]
2. [competitor.com/blog] -- Posts: ~[X]/month -- Topics: [list] -- Quality: [tier]
3. [competitor.com/blog] -- Posts: ~[X]/month -- Topics: [list] -- Quality: [tier]
Aim for 5-10 competitor blogs.
For each competitor blog and industry publication, scan recent content:
WebSearch queries:
site:{{competitor_domain}} blog {{current_year}}site:{{competitor_domain}} {{primary_keyword}}site:{{publication_domain}} {{service_keyword}} {{current_year}}For each article found (aim for 30-50 across all sources):
Aggregate findings to identify patterns:
Topic frequency analysis:
Format analysis:
Keyword gap analysis:
services[].keywordsTrending topic detection via broader search:
{{industry}} trends {{current_year}}{{primary_keyword}} news this week{{icp_industry}} challenges {{current_year}}{{primary_keyword}} site:reddit.comMap the gaps between what exists and what the agency can uniquely cover:
Gap types:
For each gap, assess:
Score each content opportunity using a weighted formula:
| Factor | Weight | Scale |
|---|---|---|
| ICP relevance | 30% | 1-10 |
| Agency expertise | 25% | 1-10 |
| Competition level | 20% | Low=10, Med=5, High=2 |
| Inbound lead potential | 15% | 1-10 |
| Effort efficiency | 10% | Small=10, Med=6, Large=3 |
Score = (ICP * 0.30) + (Expertise * 0.25) + (Competition * 0.20) + (Lead Potential * 0.15) + (Effort * 0.10)
Rank all opportunities by score. Flag the top 5 as "priority topics."
Return structured JSON:
{
"scan_metadata": {
"competitors_scanned": 8,
"publications_scanned": 4,
"articles_analyzed": 47,
"lookback_days": 30,
"scan_date": "2026-03-12"
},
"competitor_map": [
{
"domain": "competitor.com",
"blog_url": "competitor.com/blog",
"posts_per_month": 6,
"primary_topics": ["Shopify development", "CRO", "D2C marketing"],
"quality_tier": "moderate",
"notable_articles": [
{"title": "Article title", "url": "https://...", "date": "2026-02-15", "topic": "CRO"}
]
}
],
"trending_topics": [
{"topic": "AI-powered product recommendations", "velocity": "accelerating", "article_count": 12},
{"topic": "Shopify Markets expansion", "velocity": "stable", "article_count": 8}
],
"content_gaps": [
{
"gap_type": "depth",
"topic": "CRO for sports D2C brands",
"description": "Multiple articles cover generic CRO, none specific to sports category with real data",
"agency_advantage": "Kibi Sports case study with measurable conversion uplift"
}
],
"opportunities": [
{
"rank": 1,
"topic": "CRO audit checklist for D2C brands on Shopify",
"gap_type": "depth",
"suggested_format": "guide",
"suggested_word_count": 3000,
"icp_relevance": 9,
"expertise_score": 10,
"competition": "medium",
"lead_potential": 9,
"effort": "medium",
"total_score": 8.65,
"unique_angle": "Backed by real audit data from Kibi Sports, not generic advice",
"target_keywords": ["shopify CRO audit", "CRO checklist D2C", "ecommerce conversion audit"],
"suggested_cta": "Book a free CRO audit for your store"
}
],
"quick_wins": [
{
"topic": "Topic with low competition and small effort",
"reason": "No recent content exists, agency has expertise, can publish in 1-2 days"
}
],
"recommended_content_calendar": {
"week_1": {"topic": "Priority topic 1", "format": "blog", "target_keywords": ["..."]},
"week_2": {"topic": "Priority topic 2", "format": "guide", "target_keywords": ["..."]},
"week_3": {"topic": "Priority topic 3", "format": "case-study", "target_keywords": ["..."]},
"week_4": {"topic": "Priority topic 4", "format": "comparison", "target_keywords": ["..."]}
}
}
Trigger phrases:
User: Research what our competitors are blogging about and find gaps we can exploit
Assistant: [reads config, discovers competitor blogs, scans 50+ articles, identifies gaps, scores opportunities, returns ranked matrix with content calendar]
User: What should our next 4 blog posts be about?
Assistant: [scans landscape, identifies top 4 opportunities by score, returns with suggested formats, keywords, and unique angles]
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日本語の概要は準備中です。原文の説明を表示しています。