Layer 8 fits teams that repeatedly check live web surfaces and need proof, not just a summary. The common pattern is simple: pick a business function, pick a target, run the browser, keep the evidence.
These are not abstract agent demos. They are operating jobs where teams already open pages, compare signals, and need a record they can defend.
Customer problem: A Korean brand needs to know who is selling its products on Coupang, Gmarket, 11st, and Naver Shopping.
Layer 8 outcome: Layer 8 finds candidate listings, separates official and external sellers, and stores seller, price, claim, screenshot, and source-link evidence.
Customer problem: A category manager needs the lowest KRW price for the exact product, including coupons, shipping, bundles, options, and stock state.
Layer 8 outcome: Layer 8 resolves the product, checks Korean retailer pages, ranks the result table, and keeps the evidence behind each price.
Customer problem: A CX lead needs to catch negative reviews, unanswered complaints, creator posts, and campaign mentions before they become a reporting surprise.
Layer 8 outcome: Layer 8 inspects public pages, keeps screenshots and links attached, summarizes recurring themes, and flags items that need review.
Customer problem: An ops team needs quote, inventory, shipment, or order status from supplier portals where integrations are missing or too slow to build.
Layer 8 outcome: Layer 8 starts with a visible browser run, captures the path and evidence, then promotes reliable steps into reusable memory or recipes.
Customer problem: A digital team needs to know when checkout paths, product pages, campaign pages, or competitor pages change.
Layer 8 outcome: Layer 8 runs browser journeys, checks assertions, compares pages, and keeps page state, screenshots, and run notes together.
Customer problem: A reviewer needs proof of what a page said, where the claim appeared, and whether the system was confident enough to act.
Layer 8 outcome: Layer 8 attaches candidate pages, extracted fields, screenshots, confidence, and review state to the run.
Teams usually begin with a concrete monitoring job: compare product prices, find unauthorized listings, check review pages, run a browser QA journey, or collect claim evidence. Each run keeps the trace, and repeated success becomes a reusable skill.
Layer 8 is built for teams that need to defend, review, or repeat the result. The answer includes the page choice, extracted signal, confidence, screenshots, and run history.
The named agents are entry points into the same Layer 8 substrate: page resolution, browser execution, evidence, review, and memory.
Resolve the exact product, compare Korean retailer prices, and keep source evidence attached.
Inspect ratings, review themes, and suspicious patterns from public review surfaces.
Collect public posts, engagement context, and evidence for a topic, brand, or account.
Search marketplaces, separate owned versus external pages, and keep browser-grounded evidence attached.
Run a journey, check assertions, capture screenshots, and return pass/fail evidence.
Give Layer 8 a goal and let it browse, crawl, extract, and keep a visible run trace.
Open two sites, capture screenshots, and summarize what changed with the browser in the loop.
