兄弟们，闲鱼日入过千的焚诀公开给你们！ 昨天晚上发现一个闲鱼卖家偷懒神器。 就是蚂蚁百灵刚出的 Ling-3.0-flash-VL，你只要把淘宝订单截图丢进去，它自动提取商品名、原价、购买时间，再让它按六折写一段闲鱼文案，直接出成品。

The real power of vision models in e-commerce isn't just reading OCR text, but bridging extraction with downstream content generation. Uploading a simple purchase screenshot to extracting specs and draft tailored sales copy saves e-commerce sellers huge amounts of manual effort

Automating the transition from a raw Taobao order screenshot straight into structured metadata (product name, original price, purchase date) and high-conversion resale copywriting in one shot is a massive time-saver for secondary marketplaces. Did Ling-3.0-flash-VL handle parsing those dense receipt layouts and varying order UI formats cleanly on the first pass?

Using a lean 5.5B active parameter VLM like Ling-3.0-flash-VL to spin up a bulk resale listing pipeline changes the economics of e-commerce automation entirely. Bypassing manual data entry and letting the model pitch a compelling discount angle instantly streamlines the whole reselling grind. Have you tested batching multiple order screenshots at once to see how well it scales?

That’s a clever use of visual AI for e-commerce. Extracting product details from a screenshot and turning them into a ready-to-post listing can save sellers a lot of time.

The workflow is simple but powerful: screenshot → extract the details → generate the listing. This is exactly the kind of everyday automation that makes multimodal AI useful.

以前挂闲鱼最烦的就是手打信息 + 编文案，现在一张截图搞定👇

另一个好玩的交互：截图上直接画个圈就能提问。 我截了一张软件界面，在一个看不懂的图标上画了个红圈，问它这是什么功能。 它直接锁定了圈住的位置，精准回答了。不用打"左上角第二排那个灰色小图标"这种话，圈哪问哪。

目前感觉有待提升的点在于 闲鱼文案生成的措辞偶尔有点生硬，发之前最好自己改几个字，别直接照搬。 画圈如果圈太大、框了一堆元素，它会不确定你在问哪个，圈小一点效果好很多。 如果你是闲鱼批量卖家， 打开地址: 用 API 接进去自动处理几百张订单截图生成文案，成本几乎可以忽略。 模型叫 Ling-3.0-flash-VL，总参数 124B，实际每次只激活 5.5B，所以速度快、成本低。24G 显卡就能本地跑，开源 MIT 协议。

This is VLM + Agent done right. Screenshot in, structured data out, then listing copy out. No manual copy-paste. For Xianyu sellers doing 20-30 listings a day, Ling-3.0-flash-VL basically replaces an intern.

Order screenshot in, listing out. That is the hard version of a reseller ask. Most models only remember the ¥9.90.

复杂渐变和阴影还有差距，但当快速Demo已经很实用。

Extract first, then write the 六折 copy, is the second test I wanted. First title can be luck. If name, price, and date stay attached before the pitch starts, it read the receipt.

Using a multimodal vision-language model like Ling-3.0-flash-VL to extract order data directly from screenshots and draft localized copy in seconds is a great practical use case. Moving straight from visual input to finished listing text shows real productivity value for e-commerce workflows.

From screenshot input straight to price calculations and formatted sales text this is a sharp showcase of practical vision-language automation for everyday workflow tasks.

我拿着这个赚钱去了

哈哈哈可以，赚到钱回来报道

Haha the laziest but most practical use case I've seen. Taobao order screenshot is messy as hell - product name, specs, price, timestamp all squeezed together. If it can auto-extract that and spin up a 40% off Xianyu copy, that's a real money-printing workflow for resellers.

The practical value is the full workflow, Ling extracts structured details from the screenshot and turns them into usable listing copy with minimal manual input.

我之前也试过类似的流程，但截图解析最坑的是SKU多的时候会串行，一张订单里三个商品它经常把价格对错。你这个单商品场景确实稳。建议批量的话加个校验，解析完先跟订单号比对一下再生成文案，不然六折价格算错发出去容易翻车。

The copy is stiff and the SKU is a Gemini membership. OCR plus a draft is a tool. Paste-and-post is how listings get banned. Edit three words. Check the platform rules.

Preserving formulas and relationships is a big win.

这模型提取订单信息还挺准，文案再人工改两句就能发

Extracting the product details first and generating the listing after makes the whole resale process much more efficient

This is a great example of multimodal AI turning a screenshot into an actual workflow. Extracting product details and generating listing copy can remove a lot of repetitive seller work.

卖家摸鱼神器！不知道AI帮写二手商品文案怎么样

六折？闲鱼是倒狗的地盘，不溢价不会出的

Turning a simple screenshot into structured product data and listing copy is a pretty clean use of multimodal AI.

发现宝藏了！之前发闲鱼最烦的就是写文案，现在直接截图给百灵VL，OCR+信息提取+文案生成一条龙，六折定价都自动算好，这偷懒神器太香了，求prompt模板！

兄弟们这个太实用了！日入过千的秘诀居然就是Ling-3.0-flash-VL，淘宝订单截图丢进去自动提取商品名、原价、购买时间再按六折写闲鱼文案，直接出成品，这才是AI该干的脏活累活啊，感谢大锤公开，马上用起来！

这波关键还是百灵Ling-3.0-flash-VL，原生多模态，订单图不用自己抠字，直接出六折文案。

上班摸鱼经营咸鱼那就更容易了

一堆历史订单截图直接丢进去找同款价格，终于不用翻半天记录了哈哈

Ling-3.0-flash-VL generated the complete frontend code from the image.