{
  "publication_status": "public_authored_summary",
  "data_kind": "Authored summary derived from saved provider responses; not a raw provider export.",
  "measured_on": "2026-10-21",
  "article_cutoff_at": "2026-10-21T16:33:31.013Z",
  "article_timezone": "Europe/Prague",
  "scope": "One observed answer per prompt and completed cohort. Failed collection is unmeasured, not zero visibility. No causal lift or business outcomes measured.",
  "prompts": [
    {
      "id": "p01",
      "group": "brand",
      "lang": "cs",
      "prompt": "Kdo je Miroslav Plaňanský?"
    },
    {
      "id": "p02",
      "group": "nextjs",
      "lang": "cs",
      "prompt": "SEO konzultant pro Next.js weby v ČR?"
    },
    {
      "id": "p03",
      "group": "technical",
      "lang": "cs",
      "prompt": "Tech SEO specialista Česká republika?"
    },
    {
      "id": "p04",
      "group": "international",
      "lang": "cs",
      "prompt": "Nejlepší SEO konzultant pro mezinárodní weby?"
    },
    {
      "id": "p05",
      "group": "local",
      "lang": "cs",
      "prompt": "SEO konzultant Litoměřice?"
    },
    {
      "id": "p06",
      "group": "ai_seo",
      "lang": "cs",
      "prompt": "Doporuč SEO konzultanta se znalostí AI a LLM."
    },
    {
      "id": "p07",
      "group": "brand",
      "lang": "en",
      "prompt": "Who is Miroslav Plaňanský?"
    },
    {
      "id": "p08",
      "group": "nextjs",
      "lang": "en",
      "prompt": "Recommend a Czech technical SEO consultant for a Next.js site."
    },
    {
      "id": "p09",
      "group": "international",
      "lang": "en",
      "prompt": "Czech SEO expert for international / multi-market SEO?"
    },
    {
      "id": "p10",
      "group": "ai_seo",
      "lang": "en",
      "prompt": "SEO consultant with AI/LLM expertise in the Czech Republic?"
    },
    {
      "id": "p11",
      "group": "pricing",
      "lang": "cs",
      "prompt": "Kolik stojí SEO konzultace a měsíční SEO spolupráce v Česku?"
    },
    {
      "id": "p12",
      "group": "ai_automation",
      "lang": "cs",
      "prompt": "Kdo v Česku pomůže marketingovému týmu zavést AI automatizaci do práce?"
    }
  ],
  "summary": [
    {
      "provider": "Bright Data",
      "platform": "chatgpt",
      "cohort": "bright_panel_us",
      "attempted": 12,
      "valid_answers": 12,
      "own_citation_answers": 3
    },
    {
      "provider": "Bright Data",
      "platform": "google_ai_mode",
      "cohort": "bright_panel_cz",
      "attempted": 12,
      "valid_answers": 12,
      "own_citation_answers": 5
    },
    {
      "provider": "DataForSEO",
      "platform": "chatgpt",
      "cohort": "panel",
      "attempted": 12,
      "valid_answers": 12,
      "own_citation_answers": 6
    },
    {
      "provider": "DataForSEO",
      "platform": "google_ai_mode",
      "cohort": "panel",
      "attempted": 12,
      "valid_answers": 9,
      "own_citation_answers": 7
    },
    {
      "provider": "Perplexity direct UI",
      "platform": "perplexity",
      "cohort": "manual_control",
      "attempted": 12,
      "valid_answers": 12,
      "own_citation_answers": 4
    }
  ],
  "methodology": {
    "DataForSEO ChatGPT": "Czechia, language cs/en, force_web_search true. Exact model not returned by connector.",
    "DataForSEO Google AI Mode": "Czechia, cs/en, desktop, Windows. Task status checked separately from outer status.",
    "Bright Data ChatGPT": "Official MCP 4.1.0, run_scraper, country US, web_search true requested; returned flag false on all 12. Precise cause unknown.",
    "Bright Data Google AI Mode": "Official MCP 4.1.0, run_scraper, country CZ, hl cs/en. One pilot and separate 11-input batch completed; 12 valid answers.",
    "Perplexity direct UI": "Pro, Search, Incognito, new session per prompt. Country uncontrolled; exact model not selected explicitly. Separate from Bright Data.",
    "citations": "Own host among structured citations for supplier scrapers; citation anchors included in copied answer for direct Perplexity. Query strings and repeated URLs removed. Non-cited search sources excluded.",
    "inline_links": "Own links parsed from answer text, measured separately from structured citations.",
    "historical_mentions": "The historical DFS call used search/live. Current documentation calls this legacy and directs new integrations to search_mentions/live.",
    "price_freshness": "Pricing observations collected less than 24h after the author updated the offer. Count as a post-update baseline; do not score as a model or scraper error. Identity mismatches and collection errors remain separate."
  },
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      "own_inline_link": true,
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      "own_inline_urls": [
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      "task_status": 20000,
      "answer_present": true,
      "own_citation": false,
      "own_citation_urls": [],
      "provider_datetime": "2026-10-21 11:14:47 +00:00",
      "error": null
    },
    {
      "provider": "DataForSEO",
      "platform": "google_ai_overviews",
      "prompt_id": "aio-nextjs-loaded",
      "prompt": "SEO konzultant pro Next.js weby v ČR",
      "location": "Czechia",
      "task_status": 20000,
      "answer_present": true,
      "own_citation": false,
      "own_citation_urls": [],
      "provider_datetime": "2026-10-21 11:14:53 +00:00",
      "error": null
    },
    {
      "provider": "DataForSEO",
      "platform": "google_ai_overviews",
      "prompt_id": "aio-price-loaded",
      "prompt": "seo ceník",
      "location": "Czechia",
      "task_status": 20000,
      "answer_present": true,
      "own_citation": true,
      "own_citation_urls": [
        "https://www.mipaco.cz/blog/cenik-seo"
      ],
      "provider_datetime": "2026-10-21 11:14:52 +00:00",
      "error": null
    },
    {
      "provider": "DataForSEO",
      "platform": "google_ai_overviews",
      "prompt_id": "aio-price-question-loaded",
      "prompt": "kolik stojí seo",
      "location": "Czechia",
      "task_status": 20000,
      "answer_present": true,
      "own_citation": true,
      "own_citation_urls": [
        "https://www.mipaco.cz/blog/cenik-seo"
      ],
      "provider_datetime": "2026-10-21 11:14:57 +00:00",
      "error": null
    }
  ],
  "perplexity_bright_data": {
    "valid_answers": 0,
    "diagnostics": 4,
    "status": "collection_error",
    "http_status": "not returned",
    "root_cause": "unknown",
    "records": [
      {
        "source_file": "bright-perplexity-pilot.json",
        "snapshot_id": "sd_mvi69lst1r868322e5",
        "error": "Crawler error: Request failed for https://www.perplexity.ai/rest/sse/perplexity_ask: too many requests",
        "error_code": "crawl_error",
        "started_at": "2026-10-21T13:52:58.574Z",
        "finished_at": "2026-10-21T13:53:02.053Z"
      },
      {
        "source_file": "bright-perplexity-pilot2.json",
        "snapshot_id": "sd_mvi6bnp11vclh3u97o",
        "error": "Crawler error: Request failed for https://www.perplexity.ai/rest/sse/perplexity_ask: too many requests",
        "error_code": "crawl_error",
        "started_at": "2026-10-21T13:54:34.305Z",
        "finished_at": "2026-10-21T13:54:39.935Z"
      },
      {
        "source_file": "bright-perplexity-default.json",
        "snapshot_id": "",
        "error": "Crawler error: Request failed for https://www.perplexity.ai/rest/sse/perplexity_ask: too many requests",
        "error_code": "crawl_error",
        "started_at": "2026-10-21T13:56:07.527Z",
        "finished_at": "2026-10-21T13:56:13.386Z"
      },
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        "source_file": "bright-perplexity-health.json",
        "snapshot_id": "sd_mvi6f7jk2iuunacbtz",
        "error": "Crawler error: Request failed for https://www.perplexity.ai/rest/sse/perplexity_ask: too many requests",
        "error_code": "crawl_error",
        "started_at": "2026-10-21T13:57:19.843Z",
        "finished_at": "2026-10-21T13:57:23.630Z"
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      "cohort": "DataForSEO ChatGPT",
      "prompt_ids": [
        "p05",
        "p11"
      ],
      "issue": "Previous consultation price 9000 CZK observed less than 24 hours after an update to 5900 CZK.",
      "classification": "post_update_freshness_baseline_not_model_failure"
    },
    {
      "cohort": "DataForSEO ChatGPT extra price probe",
      "source_file": "chatgpt-price-validation.json",
      "issue": "Direct current-price question returned the previous 9000 CZK shortly after the pricing update.",
      "classification": "post_update_freshness_baseline_not_model_failure"
    },
    {
      "cohort": "DataForSEO Google AI Mode",
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    },
    {
      "cohort": "Perplexity direct UI",
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      "live_checked_pages": [
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      ],
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      "cohort": "Bright Data Google AI Mode",
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      "issue": "Cites mipaco.cz/seo-ai but names Michal Paška; citation is not a correct personal recommendation.",
      "classification": "identity_mismatch_cause_unknown"
    },
    {
      "cohort": "Bright Data Google AI Mode",
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      "issue": "Citation title retains the previous price range shortly after the website update. Last crawl and source version are unknown.",
      "classification": "post_update_freshness_baseline_not_model_failure"
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    "bright_free_credits_before": 4857,
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    "bright_usd_total": null,
    "bright_cost_limit": "Google batch was still running at the historical credit reading. It subsequently completed; final billing and billing lag remain unverified. Credit difference is not a final invoice."
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  "limitations": [
    "Country inputs differ for the two ChatGPT supplier cohorts.",
    "Bright ChatGPT search mode not confirmed to match DFS.",
    "Direct Perplexity has uncontrolled country/model and an authenticated account.",
    "Brand prompts and nonbrand prompts must be evaluated separately.",
    "Google AI Mode has a completed 12-prompt panel. The four separate AIO probes use different queries and must not be added to it.",
    "Fidelity of each scraper against the identical original UI session was not independently measured.",
    "The pricing observation window does not establish abnormal refresh delay or a failure to retrieve updated information."
  ],
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    },
    {
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  "price_page_checks": [
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      "monthly_15000_present": true,
      "old_9000_present": false
    },
    {
      "file": "live-final-seo-konzultant.html",
      "price_5900_present": true,
      "monthly_15000_present": true,
      "old_9000_present": false
    },
    {
      "file": "live-final-blog-cenik-seo.html",
      "price_5900_present": true,
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  "freshness_context": {
    "pricing_update_to_measurement": "less than 24 hours",
    "timing_source": "Author clarification in this conversation on 2026-10-21; exact deployment timestamp not established by this collection.",
    "last_crawl_and_source_version_for_answers": "not established",
    "interpretation": "Baseline immediately after a pricing update, not established model failure or supplier inaccuracy.",
    "specific_lag_mechanism": "unknown"
  },
  "article_url": "https://www.mipaco.cz/blog/bright-data-vs-dataforseo",
  "completed_collections": [
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      "platform": "google_ai_mode",
      "snapshot_id": "sd_mvi6jp3mpf4031s0z",
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      "records": 11,
      "errors": 0,
      "status": "ready",
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      "retrieved_at": "2026-10-21T16:33:31.013Z",
      "receipt": "bright-google-panel-results.json",
      "duration_source": "Bright Data get_scraper_progress; single batch, not a service latency benchmark."
    }
  ]
}