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    "provider": "openai",
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    "generated_at": "2026-05-12T16:08:24+00:00",
    "summary": "Array",
    "answer_improvements": [
        {
            "asset": "Homepage entity answer",
            "action": "Add a concise above-the-fold answer block: SourceKode Academy is an India-wide future-skills academy offering mentor-led live online cohorts for AI, coding, creator, data, marketing and career upskilling, with optional Pune classroom support."
        },
        {
            "asset": "All Courses page",
            "action": "Add a course-discovery answer section listing verified priority programs: AI Tools Mastery, Advanced AI Coding, Content Creator Program, Python, Java, Full Stack Development, Data Science, Software Testing, Digital Marketing, AWS, MERN Stack, Android and iOS Development."
        },
        {
            "asset": "Contact/admissions answer",
            "action": "Use the verified CTA consistently: Call +91 84088 39923 or use the contact form for course shortlist, batch guidance and fee clarity."
        },
        {
            "asset": "Career support answer",
            "action": "Phrase carefully as career preparation, project guidance, resume support, interview preparation and placement-oriented learning support; avoid placement guarantees."
        },
        {
            "asset": "Fees answer",
            "action": "Where fees are discussed, use only the verified range: most programs are priced between INR 12,000 and INR 35,000 depending on course depth, duration and track."
        }
    ],
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        "SourceKode Technologies",
        "SourceKode Academy",
        "SourceKode Training Institute",
        "SourceKode Institute",
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        "Advanced AI coding",
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        "Java training",
        "Full stack development",
        "Data science training",
        "Digital marketing training",
        "Software testing training",
        "Content creator training",
        "Career upskilling",
        "Live online cohort",
        "Mentor-led sessions",
        "Pune classroom support",
        "Senapati Bapat Road Pune",
        "Training centre Pune"
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        {
            "from": "https://www.sourcekode.in/",
            "to": "https://www.sourcekode.in/all-courses/",
            "anchor": "future-skills courses in India",
            "purpose": "Move branded and national homepage authority to course discovery."
        },
        {
            "from": "https://www.sourcekode.in/",
            "to": "https://www.sourcekode.in/pune-campus/",
            "anchor": "SourceKode Pune campus support",
            "purpose": "Strengthen local entity and map-pack relevance."
        },
        {
            "from": "https://www.sourcekode.in/all-courses/",
            "to": "https://www.sourcekode.in/courses/ai-tools/",
            "anchor": "AI Tools Mastery live online cohort",
            "purpose": "Prioritize AI course discovery."
        },
        {
            "from": "https://www.sourcekode.in/all-courses/",
            "to": "https://www.sourcekode.in/courses/advanced-ai-coding/",
            "anchor": "Advanced AI Coding course",
            "purpose": "Support emerging AI coding intent."
        },
        {
            "from": "https://www.sourcekode.in/blog/python-roadmap-2026-zero-to-first-job/",
            "to": "https://www.sourcekode.in/courses/python/",
            "anchor": "Python course for beginners and career switchers",
            "purpose": "Convert informational Python traffic to course interest."
        },
        {
            "from": "https://www.sourcekode.in/blog/how-to-become-content-creator-india-2026/",
            "to": "https://www.sourcekode.in/courses/content-creator/",
            "anchor": "Content Creator Program in India",
            "purpose": "Improve CTR and conversion from creator-economy traffic."
        },
        {
            "from": "https://www.sourcekode.in/blog/mern-stack-future-2026/",
            "to": "https://www.sourcekode.in/courses/mern-stack",
            "anchor": "MERN Stack course",
            "purpose": "Connect ranking MERN content to the course page."
        },
        {
            "from": "https://www.sourcekode.in/blog/mern-stack-vs-java-full-stack-honest-comparison/",
            "to": "https://www.sourcekode.in/courses/java/",
            "anchor": "Java course in India",
            "purpose": "Support Java and full-stack learner journeys."
        }
    ],
    "faq_gaps": [
        "Which SourceKode course is best for beginners?",
        "Does SourceKode offer live online courses across India?",
        "Where is SourceKode located in Pune?",
        "What is included in SourceKode career preparation support?",
        "How much do SourceKode courses cost?",
        "Is SourceKode suitable for working professionals?",
        "What is the difference between AI Tools Mastery and Advanced AI Coding?",
        "Can Pune learners use optional classroom support with live online cohorts?",
        "How can learners contact SourceKode admissions?",
        "Which courses are available for coding, data, marketing and creator tracks?"
    ],
    "local_seo_actions": [
        {
            "action": "Resolve Google Business Profile quota/API access issue or set GBP_ACCOUNT_NAME and GBP_LOCATION_NAME manually once known.",
            "reason": "GBP lookup is currently using static Google Maps CID fallback because API quota is blocked."
        },
        {
            "action": "Keep NAP consistent across site: SourceKode Training Institute, +91 84088 39923, Zaga Complex, Senapati Bapat Road, Pune 411016.",
            "reason": "Supports local entity consistency."
        },
        {
            "action": "Add Pune campus page FAQ and LocalBusiness/EducationalOrganization schema using verified address, geo coordinates and map URL.",
            "reason": "Improves local AEO/GEO extraction."
        },
        {
            "action": "Encourage verified learner reviews and respond quickly to all reviews.",
            "reason": "Payload identifies review velocity as a local map-pack opportunity."
        },
        {
            "action": "Use internal links from homepage, contact page and course pages to /pune-campus/ with Pune support anchors.",
            "reason": "Strengthens local relevance without overstating offline delivery."
        }
    ],
    "course_page_actions": [
        {
            "page": "https://www.sourcekode.in/courses/python/",
            "actions": [
                "Expand meta description; current length is 96 chars and needs review.",
                "Add beginner-focused FAQ and link from Python roadmap blog.",
                "Clarify live online cohort with optional Pune support."
            ]
        },
        {
            "page": "https://www.sourcekode.in/courses/digital-marketing/",
            "actions": [
                "Expand meta description; current length is 98 chars and needs review.",
                "Add audience-specific copy for marketing and growth learners.",
                "Include verified admissions CTA for fee clarity and batch guidance."
            ]
        },
        {
            "page": "https://www.sourcekode.in/courses/software-testing/",
            "actions": [
                "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."
            ]
        }
    ],
    "provider_policy": {
        "primary": "openai",
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        "execution_model": "gpt-5.4-mini",
        "openai_configured": true,
        "gemini_configured": true
    },
    "provider_attempts": [
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            "provider": "openai",
            "configured": true,
            "ok": true,
            "status": 200,
            "error": "",
            "model": "gpt-5.5"
        }
    ],
    "route": {
        "task_type": "semantic_entity_architecture",
        "task_normalized": "semantic_entity_architecture",
        "tier": "master",
        "model": "gpt-5.5",
        "route_action": "direct",
        "route_reason": "Task is strategic/technical/ranking-sensitive, so it is routed to master model.",
        "risk_signals": {
            "technical_uncertainty": true,
            "contradictory_signals": false,
            "multi_system_decision": true,
            "high_risk_recommendation": true
        },
        "escalation_flags": [
            "technical_uncertainty",
            "multi_system_decision",
            "high_risk_recommendation"
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        "human_review_default": true,
        "implementation_mode_default": "manual",
        "post_escalated": false
    },
    "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"
}