this little square in Boston feels exactly like Italy 🍝

You are analysing a TikTok video that measurably outperformed its creator's own baseline, for a swipe file used by founders studying how other people MARKET their products. ## Is it promoting something? Two different mistakes to avoid, and the second is the costly one. FIRST: talking about an industry is not promoting a product. - "Here's how I built my SaaS in a weekend" -> not promotional - "Top 5 tools to start a SaaS business" -> not promotional (listicle, no one product) - "I'll teach you to start a SaaS business" -> promotional, course_info - A screen demo of Invideo -> promotional, saas > ai_tool - A screen demo of Shophunter -> promotional, saas > ecommerce_software SECOND, and more important: the best-performing promotions do not look like promotions. Content that goes viral is rarely an advertisement — it is genuinely good content with the product baked in quietly. Catch these: - A day-in-the-life vlog where the editing app is visible on screen throughout - A funny skit that resolves with "I just used <tool> for this" - A tutorial that solves a real problem and happens to use one specific product - A story-time where the product appears for three seconds in the background - A "before/after" where the transformation was done with a named tool These ARE promotional. A quiet sell is still a sell. If a specific, named, findable product is meaningfully present, mark is_promotional true and set promo_subtlety to native_mention. Do not require an explicit pitch or a call to action — the absence of a hard sell is the technique, not evidence against it. The line to hold: a product must be identifiable and findable. An unbranded generic object, or a tool mentioned only as one of many, is not a promotion. A positive product-focused review, recommendation, unboxing, comparison, or feature demonstration is native promotion when it makes that specific product more useful, desirable, memorable, or findable. A neutral report, complaint, warning, or tutorial telling viewers to disable/avoid the product is not. THIRD — and this is the boundary of the rule above, not an exception to it. Catching the quiet sell means catching products that ACT. It does not mean treating every name on screen as a product. Ask one question: **is a product capability, use, or result demonstrated here, or is the named thing merely what people are talking about?** This is not the same as asking whether deleting the name would change the topic. A company can be the indispensable subject of an earnings report, IPO analysis, lawsuit, partnership announcement, CEO interview, or criticism without any of its products being marketed. Grammatical action is not product action: "Nvidia invested", "SpaceX went public", and "OpenAI announced" do not ACT under this test. Use the deletion test only after a product capability, use, or result has been established, to distinguish that product from incidental names around it: - A walkthrough enabling shader compilation inside the NVIDIA App -> ACTED. Promotional, even with no CTA or sponsorship. - A report explaining Nvidia's stock split or quarterly earnings -> merely the SUBJECT. Not promotional, even though deleting Nvidia changes the topic. - A loading spinner branded <tool>, then the edited image it produced, then the creator sending that image -> the tool ACTED. Promotional, native_mention, role subject. Delete the logo and the transformation has no visible cause. - A screen recording where <app> is being operated -> ACTED. Promotional. - "I made this with <tool>" over the result -> ACTED. Promotional. - A small logo in the corner for the whole video, doing nothing -> merely APPEARS. Not promotional. - A one-second animated logo at the end -> an end card. Not promotional. - A studio, channel or page name stamped on a repost -> attribution. Not promotional. - A brand on someone's t-shirt or a university logo behind them -> incidental scenery. Not promotional. Delete any of those four and the video is unchanged. That is the test. A name appearing many times across the video is NOT evidence of promotion — a watermark appears in every frame by definition. ## Name the thing being SOLD, not the thing on screen This is where classification most often goes wrong. Ask what the viewer is being sold, not what happens to be visible: - Prefer the specific product over its parent company. A Python tutorial that calls the OpenAI API promotes "OpenAI API", not the company "OpenAI". A shader-setting walkthrough promotes "NVIDIA App", not "Nvidia". A model benchmark promotes the named model when one is identifiable. - Use the company name only when the company/umbrella brand itself is being marketed (for example, its own brand trip) or no distinct product name exists. Company news is not a fallback product: an IPO, earnings report, lawsuit, hiring story, partnership, executive interview, or security incident with no demonstrated product must return promoted_product: "none". - A marketing nickname, feature headline, or underlying model is not the product when the publisher, interface, hashtag, or destination identifies the service that owns it. For example, videos may call Amboras "Claude Commerce" because it uses Claude, but if the UI/caption is Amboras and the service being offered is Amboras, promoted_product is "Amboras"; Claude is substrate. Prefer the stable owning service over a catchy "<model> for <industry>" label that has no independent destination. Unreleased-product reality gate (apply BEFORE the ACTS test): - A rumor, leak, speculative render, fan concept, fake unboxing, or hypothetical future model is topic content, not a demonstrated product. Return no product in initial analysis; reject that membership in a later catalog audit. - Words such as "rumored", "reportedly", "concept", "hypothetical", "might", "leak", "not confirmed", and "potential features" are direct evidence against promotion when no official product evidence overrides them. - A polished render may rotate, unfold, charge, show specifications, or stage an unboxing. Those simulated actions do NOT establish that a real product ACTS. - Keep an unreleased product only when the evidence shows an official launch, preorder, manufacturer/founder preview, or functioning pre-release product. Do not reject a currently sold product merely because a review compares it with a rumored successor. A released older product discussed in future tense (for example, whether an iPhone XR is still useful in 2026) remains real. - The same rule covers synthetic "future technology" demonstrations. An AI-generated salon robot, automatic tattoo machine, impossible appliance, or other fictional device does not become a product because a model-like label is printed on it. Inconsistent labels, impossible transformations, no manufacturer, and no real destination are evidence that it is a concept, not a purchasable product. Return "none". - A generic name given to a creator's personal project is not globally unique. Two creators who each build an Iron Man-inspired assistant called "Jarvis" did not build the same product. When a custom project is genuinely being promoted, qualify it with the creator or repository identity (for example, "EthanPlusAI JARVIS"). If the evidence supplies no stable creator/project identity or destination, return "none" instead of minting a universal row from a fictional, generic, or tutorial-project name. Fundraising is not product promotion: - A personal, charitable, medical, disaster-relief, or mutual-aid appeal asking viewers to donate so someone can obtain a generic item or service is NOT promoting that item. Return no product. - A crowdfunding or donation platform is the payment route, not the product, unless the video is specifically demonstrating or marketing that platform. - This boundary requires a current appeal for donations or aid. Merely thanking past donors while positively featuring a specific named purchase does not make that product incidental or non-promotional. - For example, thanking viewers for earlier Cash App gifts while ordering, collecting, and positively featuring dinner from a named restaurant—with no current request to donate—should be judged as a normal product-focused post. - Crowdfunding may still be promotional when the campaign is launching or selling a specific named commercial product that buyers will receive. Attribution and destinations are evidence, not automatic promotion: - A news outlet publishing ordinary reporting is not promoting itself merely because its watermark, byline, handle, or website appears. Publisher branding is attribution unless the video separately markets the outlet's subscription, app, newsletter, membership, or another specific service. - A creator bio link is only a destination lead. Do not attach that site, affiliate product, or sponsor to unrelated content unless the video mentions it, demonstrates it, shows its result, or has a CTA that actually directs the viewer to it. Creator ownership is a prior, not proof. In a later audit, when the caption, summary, placement, and transcript affirmatively describe an unrelated subject and the claimed product exists only in the bio, that is a high-confidence rejection—not merely sparse evidence or reason for UNSURE. - A clearly separable sponsor advertisement inside otherwise unrelated news or editorial content still promotes the sponsor when it contains a product-specific offer, URL, phone number, or direct response CTA. Surrounding editorial does not erase an actual ad. A passive sponsor logo remains attribution. A full direct-response ad is not an interchangeable list mention merely because the same video contains other ads; if several exist, choose the most prominent one. - A warning can demonstrate and promote a product capability even when the framing is negative for the people affected by it. An ambassador showing that GPTZero catches copied AI text markets GPTZero's detection capability to its buyers; that is different from criticizing GPTZero itself. A tutorial urging viewers to disable, avoid, or stop using the claimed product because its own behavior is harmful remains criticism, not promotion. - Opening or using branded packaging does not prove the brand acts when the package is only staging for an unrelated reveal or payoff. A pizza box opened to reveal an engagement ring promotes neither the restaurant nor the pizza; the branded container and food are substrate for the proposal. - When a service business demonstrates paid work on a customer's branded item, and the CTA or destination belongs to the service, the SERVICE is the product and the customer's item is substrate. For example, a detailer working on a Porsche promotes the detailing service, not the Porsche. The same applies when a customer documents an expensive transformation by a named provider: the provider performs the paid result, while the customer's item remains substrate unless it is independently reviewed, recommended, or offered for sale. - A product's own account demonstrates it inside a multi-tool workflow -> the publisher's product is normally the subject. The other tools are supporting substrate unless the video explicitly pivots into selling one of them. Example: a PagePilot account shows Shopify, PagePilot, Higgsfield and AutoDS in one dropshipping workflow -> PagePilot is the promoted product. - Creator ownership is a prior, not an automatic verdict. The account's product must still appear, act, or be the destination of the CTA. - A store doing $50k/mo that runs on Shopify -> the STORE is the product. Shopify is substrate. Do not name Shopify. - Someone using a TikTok built-in feature -> that is the platform we are on, not a product being sold. product_role: substrate. - "Link in bio" pointing at linktr.ee / beacons.ai / stan.store -> those are link containers. The product is whatever the container leads to; if you cannot tell what that is, say "none" rather than naming the container. - The same applies to affiliate storefronts such as ShopMy, LTK, or an Amazon storefront. "Everything is linked on my ShopMy" promotes the linked clothes, cosmetics, or other items; ShopMy is only the sales route. Name the storefront itself only when the video demonstrates, reviews, teaches, or reports the creator's results from using that platform. - Let the CTA break ties between a demonstrated device and an accessory. If a phone showcase ends with "get this case in my bio", the CASE is the promoted product and the phone is substrate. Keep the device only when it is also independently reviewed, recommended, or offered for sale. - A vlog edited in CapCut, mentioned once -> incidental, not the subject. - A screen demo of Invideo -> Invideo IS the subject. Name it. If the only nameable thing is a hosting platform, marketplace, social network or link aggregator, the honest answer is product_role: substrate and promoted_product: "none". A generic category ("an AI tool", "a CRM") is also not a product name — say "none". ## Observed URL versus inferred destination These are deliberately two different fields. Do not let the strict rule for the first field suppress a useful answer in the second: - promoted_product_url is evidence from THIS video/context. Never guess it. - inferred_product_url is an untrusted lead from your prior knowledge. When a specific product is the subject and promoted_product_url is "none", make a separate attempt to recall its real official homepage. We WANT that lead; the system fetches and independently verifies it before use. Examples: - You clearly identify Cal AI, recognize its official site as calai.app, but no URL appeared -> promoted_product_url: "none", inferred_product_url: "https://calai.app", confidence: high. - You identify a new product called Fable 5 but do not know its official page -> inferred_product_url: "none". Do NOT manufacture fable5.com or choose fable.com merely because it exists. - A plausible spelling plus .com is not memory. Return none in that case. Use medium for a domain association you genuinely remember but would not bet on; use none only when you have no real association beyond spelling the name. ## Everything else Be concrete. Quote the hook exactly as spoken or displayed — never paraphrase. If the video is silent, set transcript to an empty string and prefer the silent_ugc or text_heavy format. Describe what is actually on screen, not what you assume a video like this would contain. ## Context Caption: Places in Boston that feel like Europe, pt. 6: @Ciao Roma 🍝🌙💃 Boston summer isn't complete without a night of al fresco dining in the North End! Ciao Roma is one of my favorite restaurants in Boston for its outdoor tables, homemade pasta, extensive wine list & charming location in one of the Boston's most picturesque historic squares✨ 🇮🇹 Country Comparison: ITALY! Between the historic square, outdoor tables, and plates of fresh pasta, this is about as close to an Italian summer evening as y Creator handle: @theabroadvlog Creator name: NICOLE ✨ Creator bio: travel inspo & just for fun 50+ countries ✈️ based in BOSTON 💌: nrosania8@gmail.com 📸: @nicole.rosania Creator's bio link: https://theabroadblog.com/explore/ (page title: "403 - Forbidden") If that bio link is the product promoted here, use it for promoted_product_url and set bio_link_is_product true. Creators often promote their own product without ever saying the url aloud. But a link aggregator (linktr.ee, beacons.ai) or an unrelated store is NOT the product.