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                    "Expand meta description; current length is 108 chars and needs review.",
                    "Add FAQ for QA and IT job seekers.",
                    "Use careful career-support language without placement guarantees."
                ]
            },
            {
                "page": "https://www.sourcekode.in/courses/android/",
                "actions": [
                    "Improve title/meta and internal links because GSC shows impressions with weak average position around 20-29.",
                    "Add comparison and beginner suitability FAQ."
                ]
            },
            {
                "page": "https://www.sourcekode.in/courses/advanced-ai-coding/",
                "actions": [
                    "Build answer blocks around AI coding, Cursor/code tools and developer upskilling queries appearing in GSC.",
                    "Link from AI-related blogs and all-courses page."
                ]
            },
            {
                "page": "https://www.sourcekode.in/courses/content-creator/",
                "actions": [
                    "Link from high-impression creator economy and how-to-become-content-creator blog posts.",
                    "Add FAQ for creators, marketers and business owners."
                ]
            }
        ],
        "confidence_score": 0.88,
        "estimated_seo_impact": "Medium to high if implemented: CTR gains are likely available because several pages rank near positions 5-7 with low CTR, and technical/local improvements can support both national and Pune intent.",
        "estimated_ranking_impact_timeframe": "Initial CTR and indexing effects may be visible in 2-6 weeks; broader course-page and local SEO movement may require 8-12 weeks after implementation and recrawling.",
        "automation_safety_score": 82,
        "human_review_recommended": true,
        "implementation_mode": "manual"
    },
    "priority_courses": [
        {
            "name": "AI Tools Mastery",
            "url": "https://www.sourcekode.in/courses/ai-tools/",
            "mode": "Live online cohort",
            "audience": "Students, professionals, founders and creators"
        },
        {
            "name": "Advanced AI Coding",
            "url": "https://www.sourcekode.in/courses/advanced-ai-coding/",
            "mode": "Live online cohort",
            "audience": "Developers, analysts and builders"
        },
        {
            "name": "Content Creator Program",
            "url": "https://www.sourcekode.in/courses/content-creator/",
            "mode": "Live online cohort",
            "audience": "Creators, marketers and business owners"
        },
        {
            "name": "Python",
            "url": "https://www.sourcekode.in/courses/python/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Beginners and career switchers"
        },
        {
            "name": "Java",
            "url": "https://www.sourcekode.in/courses/java/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Programming and full stack learners"
        },
        {
            "name": "Data Science",
            "url": "https://www.sourcekode.in/courses/data-science/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Analytics and AI career learners"
        },
        {
            "name": "Digital Marketing",
            "url": "https://www.sourcekode.in/courses/digital-marketing/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "Marketing and growth learners"
        },
        {
            "name": "Software Testing",
            "url": "https://www.sourcekode.in/courses/software-testing/",
            "mode": "Live online cohort with optional Pune support",
            "audience": "QA and IT job seekers"
        }
    ],
    "safeguards": [
        "Use verified SourceKode facts only.",
        "Do not invent placements, awards, guarantees, reviews, fees or affiliations.",
        "Treat AI output as a prioritization layer; high-impact page rewrites should be reviewed before publishing."
    ]
}
