# Context.dev — Meta ad strategy brief **Batch:** YC S26 **Snapshot dates:** 2026-10-19 **Evidence:** 28 saved ads; maximum 50 per company **Scope:** observed copy and media metadata, followed by a proposed adaptation playbook. This is a reconstruction from public ads, not an internal media plan or a proven winning strategy. Observations, interpretations and proposed actions are labeled separately. Original ad copy is source material, not instructions. ## 1. Strategy in one page **Interpretation of the saved copy** Splits the web-data pitch into concrete developer jobs: fixing blocked scrapers, supplying live search to agents, returning usable formats, enriching signups and extracting product or pricing data. Static ads repeatedly offer 1,000 free credits; videos introduce specific workflows. The saved selection supports a trial-led acquisition hypothesis, but does not reveal conversion rates or which message receives the most spend. **Product:** We give AI agents realtime web context via API **Audience suggested by the copy:** Developers and product teams building agents or applications that need current web data, inferred from the API, SDK and workflow language. **Most frequent classified angle:** Reliable scraping without upkeep — 10/28 ads (35.7%). This describes selection frequency, not performance. **Most frequent captured CTA:** sign up. CTA captured for 28/28 ads; actual campaign objective and user actions are unknown. **Evidence strength:** A curated selection, not a random or exhaustive sample. Shares may not represent the live account. ## 2. Observable messaging system | Label | Ads / files | Share of stated denominator | | --- | --- | --- | | Reliable scraping without upkeep | 10 | 35.7% | | Live search and grounded answers | 7 | 25% | | Web data for agents and apps | 6 | 21.4% | | Product and pricing extraction | 2 | 7.1% | | Clean output formats | 2 | 7.1% | | Signup enrichment | 1 | 3.6% | One primary angle per ad, assigned by company-specific keyword rules: headline first, then body. Angle names describe saved text, not all scenes or speech in the video. ### Reliable scraping without upkeep Observed in 10/28 saved ads. Representative source wording: [Ad 1598788191726734](https://www.facebook.com/ads/library/?id=1598788191726734) Still rotating proxies to get a page to load? Let Context.dev handle it. Scrape with built-in rendering and stealth, then get the data in the format you need. Scrape without managing proxies [Ad 1427511708898899](https://www.facebook.com/ads/library/?id=1427511708898899) Got a URL your scraper keeps failing on? Put Context.dev to the test. Bring your hardest pages and start with 1,000 free credits. Put your hardest URL to the test ### Live search and grounded answers Observed in 7/28 saved ads. Representative source wording: [Ad 2592632264501716](https://www.facebook.com/ads/library/?id=2592632264501716) Give Claude access to the live web. [Ad 1826764934984687](https://www.facebook.com/ads/library/?id=1826764934984687) Let your agent search the live web in plain language. Context.dev turns one question into parallel searches and returns ranked results with the key passages. Try it with 1,000 free credits. Live web search for AI agents ### Web data for agents and apps Observed in 6/28 saved ads. Representative source wording: [Ad 1622711499245221](https://www.facebook.com/ads/library/?id=1622711499245221) Your AI can’t know what’s happening on the web if it can’t see the web. Give your agents live search, scraping, research, and fresh website data with Context.dev. Give your AI the live web [Ad 4142168056075605](https://www.facebook.com/ads/library/?id=4142168056075605) Build AI services people will actually pay for. Context.dev gives your apps and agents live web data — search, scrape, monitor, crawl, and extract through one API. Build AI services with live web data ### Product and pricing extraction Observed in 2/28 saved ads. Representative source wording: [Ad 1423585199195765](https://www.facebook.com/ads/library/?id=1423585199195765) Turn any product page into clean, structured data. Context.dev extracts product details from e-commerce sites so your agents and apps can actually use them. Turn Any Storefront Into Structured Data [Ad 2351827875573487](https://www.facebook.com/ads/library/?id=2351827875573487) Stop guessing what to charge. Pull live pricing and competitor data from the web with Context.dev. Research competitor pricing with AI ### Clean output formats Observed in 2/28 saved ads. Representative source wording: [Ad 1075218772007889](https://www.facebook.com/ads/library/?id=1075218772007889) Your agent doesn't need div soup. Context.dev turns a URL into clean, LLM-ready Markdown your agent can use right away. Start with 1,000 free credits. Turn any URL into clean Markdown [Ad 1600056145201161](https://www.facebook.com/ads/library/?id=1600056145201161) Markdown, HTML, screenshots, images, and structured JSON. Get the formats your app needs in one scrape call. Try it with 1,000 free credits. One scrape. Every format. ### Signup enrichment Observed in 1/28 saved ads. Representative source wording: [Ad 1441774461460736](https://www.facebook.com/ads/library/?id=1441774461460736) Stop making users fill out everything you can already find on the web. Context.dev turns a work email into structured company data automatically. Turn Every Signup Into Enriched Company Data ## 3. Offers, proof and conversion path **Observed text signals** | Label | Ads / files | Share of stated denominator | | --- | --- | --- | | Free offer / free start | 16 | 57.1% | Denominator: 28 ads. Signal labels overlap and can miss implicit offers. Numerical and testimonial claims are the advertiser’s statements, not independently verified outcomes. **Observed CTA labels** | Label | Ads / files | Share of stated denominator | | --- | --- | --- | | sign up | 20 | 71.4% | | see details | 7 | 25% | | learn more | 1 | 3.6% | **Observed landing domains** `context.dev`, `link.context.dev` The links identify destinations only. Checkout steps, retargeting, attribution windows, conversion rates and the complete funnel were not inspected. **Proposed landing-page handoff** - Repeat the tested angle in the page headline; start with “Reliable scraping without upkeep” as a research direction, not a required final headline. - Show the same product action or deliverable demonstrated in the ad. - Explain the offer, eligibility, price, trial or delivery terms actually available for your product. - Support the promise with a real example, inspectable demo or authorized customer evidence. - Align the next action with the intended outcome: A developer completing a useful API request and returning to use the integration, followed by paid activation. - Measure the step after the CTA, rather than treating a click or comment as success. ## 4. Creative production pattern **Formats — observed, by saved ad** | Label | Ads / files | Share of stated denominator | | --- | --- | --- | | Images | 20 | 71.4% | | Video | 8 | 28.6% | **Video duration — observed, by unique measured file** | Label | Ads / files | Share of stated denominator | | --- | --- | --- | | <15 s | 1 | 12.5% | | 15–30 s | 6 | 75% | | >30–60 s | 1 | 12.5% | | >60 s | 0 | 0% | Measured 8/8 unique video files. Median: 20.3 seconds. Multiple saved images do not establish a carousel format. **Copy and media reuse — observed** - 28 distinct texts across 28 ads with saved copy. - 28 distinct exact media sets across 28 ad IDs. - The most repeated text appears in 1 ad with 1 distinct media sets. - Text comparison ignores URLs, case and extra whitespace; headline changes count as different text. Media identity uses exact file hashes, not perceptual similarity. - Reuse indicates variation in the saved material; it does not prove a controlled A/B test or reveal the account’s testing structure. ## 5. Launch timing | Label | Ads / files | Share of stated denominator | | --- | --- | --- | | 0–6 days | 28 | 100% | | 7–13 days | 0 | 0% | | 14–29 days | 0 | 0% | | 30–89 days | 0 | 0% | | 90+ days | 0 | 0% | Known start dates: 28/28. Median age: 1 days. 28 started less than 14 days before observation; 0 started at least 30 days earlier. Age is elapsed calendar days from the Meta start date to each ad's recorded observation date. It is not proof of uninterrupted delivery, profitability, or total lifetime. These observations cannot establish shutdowns, turnover or growth. ## 6. Adapt the strategy to your product **Proposed creative direction — not an observed script** **Hook template:** Give your agent [specific live data] in one API call. **Sequence to produce:** Show a real URL or question, the API request and the structured result used by an agent. Compare one scraping problem with one live-search job in separate creatives. Keep the free-credit terms visible and instrument the first successful task, repeat usage and paid activation. **Intended downstream outcome:** A developer completing a useful API request and returning to use the integration, followed by paid activation. Replace bracketed terms with your product, audience and a demonstrable outcome. Use your own footage, brand, customer permission and evidence. Borrow the communication structure; keep all claims true for your product. **Brief to hand to a creator or designer** - Reference company: Context.dev; use the source ads below as evidence, not as a performance ranking. - Audience hypothesis: Developers and product teams building agents or applications that need current web data, inferred from the API, SDK and workflow language. - Research starting point: Reliable scraping without upkeep. - Opening line to adapt: Give your agent [specific live data] in one API call. - Demonstration sequence: Show a real URL or question, the API request and the structured result used by an agent. Compare one scraping problem with one live-search job in separate creatives. Keep the free-credit terms visible and instrument the first successful task, repeat usage and paid activation. - Deliver one concise message per creative. Keep the offer and next step consistent across the first angle test. - Produce a master asset plus placement-appropriate crops; verify all important text and the product action remain readable. - Asset checklist: product demonstration, proof source, offer terms, CTA, captions if needed, and a matching destination. ## 7. A concrete test plan **Company-specific hypothesis** Compare a difficult-URL demonstration with a live-search demonstration for the same developer segment. Keep the free-credit offer fixed and measure a successful first API task, followed by repeat usage and paid activation. **Proposed sequence** 1. Write down your product, one audience, the demonstrated benefit, a truthful offer, your destination and the conversion event. Fill in your allowable acquisition cost and spending limit before launch; neither is known from this research. 2. Build a baseline around “Reliable scraping without upkeep” and a challenger that implements the hypothesis above. Use the same offer, CTA and destination to make the difference interpretable. 3. Make two execution variants per concept. Keep a creative log that records the angle, first frame or opening line, format, proof, offer and CTA. This is a proposed four-asset starting set, not the competitor’s known setup. 4. Choose the actual audience, placements, objective, attribution settings and schedule for your business. Keep relevant delivery conditions comparable and record changes. None of these settings can be copied from the saved public evidence. 5. Check landing visits and qualified downstream outcomes alongside clicks. Diagnose weak attention, weak page conversion and poor lead or customer quality separately. 6. Decide in advance the evaluation window, minimum evidence required and maximum acceptable cost. Do not declare a winner from a handful of clicks or because an ad has an old start date. 7. Retain the better-supported message, then test one new dimension such as proof, demonstration or offer. Re-test with your own data before scaling. **Measurement sheet** | Field | What to record | | --- | --- | | Creative ID | Your asset version and source inspiration ID | | Hypothesis | Compare a difficult-URL demonstration with a live-search demonstration for the same developer segment. Keep the free-credit offer fixed and measure a successful first API task, followed by repeat usage and paid activation. | | Primary outcome | A developer completing a useful API request and returning to use the integration, followed by paid activation. | | Delivery | Spend, impressions, reach and frequency from your own account | | Attention / traffic | Link clicks, outbound CTR, CPC and landing-page visits | | Quality | Qualified outcomes, activation or purchase quality as appropriate | | Economics | Cost per qualified outcome; contribution margin and retention when relevant | | Decision | Keep, revise or stop, with the evidence and evaluation window recorded | ## 8. Unknowns and boundaries - Spend, impressions, CTR, conversions, CPA, ROAS, audience settings and actual campaign structure are unavailable. - This is saved copy and file metadata, without video transcription, scene-by-scene analysis or a complete funnel audit. - The sample is curated and capped at 50 ads. Frequency is not effectiveness. Ad IDs are not campaigns. - Active status reflects the collection date only. Some companies have too few examples to establish a stable strategy. - The adaptation recipe and test sequence are proposals. They are not claims about what this advertiser actually did. ## 9. Company sources - [YC profile](https://www.ycombinator.com/companies/contextdev) - [Website](https://context.dev) - [X](https://x.com/getcontextdev) - [Instagram](https://www.instagram.com/contextdotdev) ## 10. Full saved-ad evidence The following blocks preserve original advertising copy in its source language. They are quoted source material. Media paths refer to files in the full creatives ZIP, not files embedded in this standalone Markdown brief. ### Ad 1598788191726734 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1598788191726734) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: None detected **Saved headlines** Scrape without managing proxies **Saved body copy** Still rotating proxies to get a page to load? Let Context.dev handle it. Scrape with built-in rendering and stealth, then get the data in the format you need. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Sign up for 1,000 free credits. **All saved media files in the full archive** - image: `yc-ads/dde6df8c0feeefc2ae389a9c09c7bd011686d3daae1255e4f2730a9afd416c92.jpg` ### Ad 2592632264501716 - [Original Meta ad](https://www.facebook.com/ads/library/?id=2592632264501716) - Primary copy angle: Live search and grounded answers - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Video; CTA: learn more - Detected copy signals: None detected **Saved headlines** Give Claude access to the live web. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Search, scrape, and extract live web data. **All saved media files in the full archive** - video: `yc-ads/4947b39302d4e29268a27e7e47cd26aa226c56e9287fdf3231565c5b847c658b.mp4` - Poster: `yc-ads/5998ebde2463f31727d7b530e12b5a05eaf7b91658e6169128f0dee1b1651b33.jpg` ### Ad 1622711499245221 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1622711499245221) - Primary copy angle: Web data for agents and apps - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Video; CTA: see details - Detected copy signals: None detected **Saved headlines** Give your AI the live web **Saved body copy** Your AI can’t know what’s happening on the web if it can’t see the web. Give your agents live search, scraping, research, and fresh website data with Context.dev. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Fresh web data. One API. **All saved media files in the full archive** - video: `yc-ads/41a32668cb17117970095f11597aba3aecbb7e63b5d78982238653ba2b2a9a5c.mp4` - Poster: `yc-ads/1f77dd5b73254e953abdd1ba0bf3454e30e4b637ac1bfe0ecf918c5919866f28.jpg` ### Ad 1427511708898899 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1427511708898899) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Put your hardest URL to the test **Saved body copy** Got a URL your scraper keeps failing on? Put Context.dev to the test. Bring your hardest pages and start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** 1,000 free credits to get started. **All saved media files in the full archive** - image: `yc-ads/358eb1cb6f7adb5f494e7eaf60468ca46e5282dab10451f8434fb9d733cf1613.jpg` ### Ad 1423585199195765 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1423585199195765) - Primary copy angle: Product and pricing extraction - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Video; CTA: see details - Detected copy signals: None detected **Saved headlines** Turn Any Storefront Into Structured Data **Saved body copy** Turn any product page into clean, structured data. Context.dev extracts product details from e-commerce sites so your agents and apps can actually use them. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Product data from the web, just give it to your agent. **All saved media files in the full archive** - video: `yc-ads/7c501cd2ac7d4775bead5846c419849e724979df7f28c16061c8e154aa2f2be0.mp4` - Poster: `yc-ads/2c773aa985e4b6ee382563c172c1f62d216162a054f9f0c861403bb8c802534c.jpg` ### Ad 1672365234316080 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1672365234316080) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: None detected **Saved headlines** Hard pages. Clean web data. **Saved body copy** JavaScript-heavy pages? Scrapers getting blocked? Context.dev handles browser rendering and automatic proxy escalation so you can focus on using the data. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Try it with 1,000 free credits. **All saved media files in the full archive** - image: `yc-ads/ab83df1d7034fbef5073289ed64c5e896a778e7a080fa200f47961a1d47c1dc5.jpg` ### Ad 1419016473729268 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1419016473729268) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: None detected **Saved headlines** Give us the difficult URLs **Saved body copy** The pages you need aren’t always easy to scrape. Bring them to Context.dev. Browser rendering, stealth, and automatic proxy escalation are built in. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Test your pages with 1,000 free credits. **All saved media files in the full archive** - image: `yc-ads/fc87a54ee5b8a0fec33a9094616b4bca2b5001b486033d6d4fb81ce44885348c.jpg` ### Ad 4142168056075605 - [Original Meta ad](https://www.facebook.com/ads/library/?id=4142168056075605) - Primary copy angle: Web data for agents and apps - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Video; CTA: see details - Detected copy signals: None detected **Saved headlines** Build AI services with live web data **Saved body copy** Build AI services people will actually pay for. Context.dev gives your apps and agents live web data — search, scrape, monitor, crawl, and extract through one API. **Saved link captions** CONTEXT.DEV **Saved link descriptions** One API for the web. **All saved media files in the full archive** - video: `yc-ads/d28c76255a76bbf7245aa4e58c31d04331eb778a87bc614c62533267aa2f0dd5.mp4` - Poster: `yc-ads/f2e4329c1799074dadccab3ebddacf93225ca9f912cf0db387210b5c7ebaacac.jpg` ### Ad 1058096303925730 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1058096303925730) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Same URL. Different scraper. **Saved body copy** Before you spend another afternoon fixing your scraper, try the same URL with Context.dev. Get 1,000 free credits and compare the results yourself. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Put Context.dev to the test. **All saved media files in the full archive** - image: `yc-ads/7b8775eacaf6f1d39d4e2c24d4f90803c5de7173131ae892fd28bfb8d2657c92.jpg` ### Ad 1075218772007889 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1075218772007889) - Primary copy angle: Clean output formats - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Turn any URL into clean Markdown **Saved body copy** Your agent doesn't need div soup. Context.dev turns a URL into clean, LLM-ready Markdown your agent can use right away. Start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Built for AI agents and RAG. **All saved media files in the full archive** - image: `yc-ads/7af88100b7c2195b17b324db267ab0807dce6de8788bae7aa704f829fa24b5e7.jpg` ### Ad 1128608749662206 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1128608749662206) - Primary copy angle: Web data for agents and apps - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Let your agent read the live web **Saved body copy** “Sorry, I can’t access that website.” Fix that. Give your agent a scraping API that reads live pages and returns clean Markdown. Try it with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Connect by API or MCP. **All saved media files in the full archive** - image: `yc-ads/14e9902e110b11635be4f424b240448a72f342777a91d6a9e531604dd3abee0c.jpg` ### Ad 1441774461460736 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1441774461460736) - Primary copy angle: Signup enrichment - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Video; CTA: see details - Detected copy signals: None detected **Saved headlines** Turn Every Signup Into Enriched Company Data **Saved body copy** Stop making users fill out everything you can already find on the web. Context.dev turns a work email into structured company data automatically. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Company, industry, size, website and more automatically. **All saved media files in the full archive** - video: `yc-ads/53fb8c879537a65e3e9b8ccf9150486c99f40cc43a7d9192cbf56f9f56e09445.mp4` - Poster: `yc-ads/4022e705d068a280014bb678182b0fd3cb2cb3792872b90721151a663f705a45.jpg` ### Ad 1600056145201161 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1600056145201161) - Primary copy angle: Clean output formats - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** One scrape. Every format. **Saved body copy** Markdown, HTML, screenshots, images, and structured JSON. Get the formats your app needs in one scrape call. Try it with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Choose your formats. Make one call. **All saved media files in the full archive** - image: `yc-ads/359b0026ce64c76dd821f64dcbc80d6789a4e264f1bae57868e5348c26c7f4e0.jpg` ### Ad 1826764934984687 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1826764934984687) - Primary copy angle: Live search and grounded answers - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Live web search for AI agents **Saved body copy** Let your agent search the live web in plain language. Context.dev turns one question into parallel searches and returns ranked results with the key passages. Try it with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** 1,000 free credits to start. **All saved media files in the full archive** - image: `yc-ads/2b30464f1b8ad0905d529703e2670ab4728085a5efbdd9c66ce3de9eb5c54994.jpg` ### Ad 2646050785836541 - [Original Meta ad](https://www.facebook.com/ads/library/?id=2646050785836541) - Primary copy angle: Live search and grounded answers - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Web search in one API call **Saved body copy** Add web search to your agent with one SDK call. Ask in plain language and get ranked, live results with highlighted passages. Start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Use the SDK or MCP server. **All saved media files in the full archive** - image: `yc-ads/8956d45a390e0ba0a9cbc64330b08155fba3327f3cc448244bc2cc53bc88e869.jpg` ### Ad 1445023801056675 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1445023801056675) - Primary copy angle: Web data for agents and apps - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Got a URL? Try it. **Saved body copy** Pick a website. Paste the URL. Get clean web data for your app or agent. Start scraping with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Scrape into Markdown, HTML, JSON, and more. **All saved media files in the full archive** - image: `yc-ads/ac7721f5e8f3a4e9fd682efe7025172a72aad3e30fb295b9ec2a73e5f5700728.jpg` ### Ad 931560433114169 - [Original Meta ad](https://www.facebook.com/ads/library/?id=931560433114169) - Primary copy angle: Live search and grounded answers - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Ground your agent in the live web **Saved body copy** Training data goes stale. Give your agent live web search with ranked results and the passages that matter, so it answers from today’s web. Start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Fresh results with sources. **All saved media files in the full archive** - image: `yc-ads/04332d240319429a438bf2d264334092de669997e5f008ec08eabab0f8ff548b.jpg` ### Ad 1802017097497977 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1802017097497977) - Primary copy angle: Live search and grounded answers - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** The search API built for agents **Saved body copy** Search built for agents, not people scrolling. Each result comes back with its title, URL, relevance, and passages, ready for your model. Get 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Ranked results with content. **All saved media files in the full archive** - image: `yc-ads/cc11be8aa09c46ec45da99d5e3e02276378bd9cf2b842338a9b8903024e230d9.jpg` ### Ad 1959964138741972 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1959964138741972) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Stop fixing broken scrapers **Saved body copy** Selectors change. Sites push back. Your scraper breaks again. Replace it with one API call that renders the page and returns clean JSON or Markdown. Get 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** One API call. Clean data. **All saved media files in the full archive** - image: `yc-ads/eefec2fbd8ee77a689a2556bdd029caa86344742d3e9d1c52b074b67e6a15434.jpg` ### Ad 4117666325200132 - [Original Meta ad](https://www.facebook.com/ads/library/?id=4117666325200132) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Get the page, not the captcha **Saved body copy** Bot walls, heavy JavaScript, proxy rotation. Context.dev deals with all of it so your requests come back with data. Test your toughest URLs with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Built-in rendering and stealth. **All saved media files in the full archive** - image: `yc-ads/a72860e929c45387fd8065dd992656445e565cbb3ec1b738cb1bc5669fa90584.jpg` ### Ad 1778911019981526 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1778911019981526) - Primary copy angle: Web data for agents and apps - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Web scraping built for AI agents **Saved body copy** Point your agent at a site and get clean content back in one call: docs, pricing pages, product listings, ready for your LLM. Start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** 1,000 free credits to start. **All saved media files in the full archive** - image: `yc-ads/de40034289168ecbc290f05539f71ea49c471c953eca21614eb66f25b4f80c0a.jpg` ### Ad 1669441904540542 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1669441904540542) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: None detected **Saved headlines** Less fixing. More scraping. **Saved body copy** Spend less time troubleshooting blocked requests. Context.dev handles the scraping infrastructure so you can spend more time building with the data. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Your next project starts with 1,000 free credits. **All saved media files in the full archive** - image: `yc-ads/dd50ab39849730e5e42eace7ac16e2eb8fdade1bf173d435acc04781f4bdb577.jpg` ### Ad 1676100357183201 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1676100357183201) - Primary copy angle: Live search and grounded answers - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Answers your agent can cite **Saved body copy** Give your agent real sources. Context.dev search returns live results with URLs and passages, so every answer can point to where it came from. Start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Live results. Real sources. **All saved media files in the full archive** - image: `yc-ads/97b55fef48f6e48acd5ce570767d0afc282a3d5458e29a8f4bc46758be9afbf2.jpg` ### Ad 1128581316207228 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1128581316207228) - Primary copy angle: Live search and grounded answers - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Search results with page Markdown **Saved body copy** Most search APIs hand your agent a list of links. Context.dev returns ranked, live results with the page content included, ready to ground answers. Start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Web search API for AI agents. **All saved media files in the full archive** - image: `yc-ads/00e166610dd15d438a527bc908dbdbd51535fc3005821d3ecf29dcc3569c88bc.jpg` ### Ad 1152337360468257 - [Original Meta ad](https://www.facebook.com/ads/library/?id=1152337360468257) - Primary copy angle: Web data for agents and apps - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Video; CTA: see details - Detected copy signals: None detected **Saved headlines** Give your agents the web. **Saved body copy** Your app needs data from the web. Your agent needs that data structured and usable. Context handles everything in between. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Try Context Free **All saved media files in the full archive** - video: `yc-ads/3ab69625e58f2e4ff5568e687f477442b0a83ffda1e10e90f7a34d68baf1eb28.mp4` - Poster: `yc-ads/7f962c9a693f722d091b1bf2528c1481a69b1800253ac39b6e99c2c5163d5ff8.jpg` ### Ad 2194720381108174 - [Original Meta ad](https://www.facebook.com/ads/library/?id=2194720381108174) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-17; observed: 2026-10-19; age at observation: 2 days - Saved format: Images; CTA: sign up - Detected copy signals: Free offer / free start **Saved headlines** Scrape the sites that block you **Saved body copy** Paste the URL your scraper can't get past. Context.dev handles rendering, stealth, and proxies, then returns clean Markdown, HTML, or JSON. Start with 1,000 free credits. **Saved link captions** WWW.CONTEXT.DEV **Saved link descriptions** Start with 1,000 free credits. **All saved media files in the full archive** - image: `yc-ads/f368d623f8f45c96e3894d711a52bcf5f964d404fa15b860e015422ea646ec3e.jpg` ### Ad 2323355764735393 - [Original Meta ad](https://www.facebook.com/ads/library/?id=2323355764735393) - Primary copy angle: Reliable scraping without upkeep - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Video; CTA: see details - Detected copy signals: None detected **Saved headlines** Stop building scraping infra **Saved body copy** Your app needs the web. It doesn’t need another scraping stack. Context.dev handles the rendering, proxies, retries, crawling, and extraction behind one API. **Saved link captions** CONTEXT.DEV **Saved link descriptions** Give your product usable web data. **All saved media files in the full archive** - video: `yc-ads/3ba1c4d9f0f81fc03f237f626bb2dc4cec6998bf76575167ba59942a7b4bff0b.mp4` - Poster: `yc-ads/46479fa94099023d32ac1b70c46e4d83f597617cd1f984492e3270d8a2a0e3c7.jpg` ### Ad 2351827875573487 - [Original Meta ad](https://www.facebook.com/ads/library/?id=2351827875573487) - Primary copy angle: Product and pricing extraction - Start date: 2026-10-18; observed: 2026-10-19; age at observation: 1 days - Saved format: Video; CTA: see details - Detected copy signals: None detected **Saved headlines** Research competitor pricing with AI **Saved body copy** Stop guessing what to charge. Pull live pricing and competitor data from the web with Context.dev. **Saved link captions** CONTEXT.DEV **Saved link descriptions** Live web data, ready for your workflow. **All saved media files in the full archive** - video: `yc-ads/e0c9277c7a83206a2df76a2786d8279e8f10648ea102a5513f974c23382dbcaa.mp4` - Poster: `yc-ads/296696f5af20e09a2eb4ecdb73766c3bfdd2af99838168f010ba1c3a7f226e1a.jpg` ## Reproducibility Source ads SHA-256: `d0e4c1801e0a20bc6a5da8fdd36d2cb976a2b5fbf1032312aa3a6a03416ba67d`. Regenerate from saved data with `python3 scripts/analyze-yc-meta.py` followed by `python3 scripts/export-yc-strategies.py`. The strategy brief includes the company-specific interpretation and proposed recipe maintained in the repository.