instagram-audience-voice

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🇺🇸

Original

English

🇨🇳

Translation

Chinese

Instagram Audience Voice

Instagram 受众声音

Follow shared release-shell rules in:

```
postplus-shared
```
release-shell rules

Use this skill when the user wants to:

understand what people say in Instagram comments
extract pain points, objections, and FAQs
find real language for ads, captions, or scripts
compare audience reaction across shortlisted content

Read these references before implementation:

skills/20-research/instagram-references/actor-selection.md

skills/20-research/instagram-references/normalized-schema.md

skills/20-research/instagram-references/tool-contracts.md

遵循以下共享的release-shell规则：

```
postplus-shared
```
release-shell规则

当用户有以下需求时使用此技能：

了解人们在Instagram评论中的发言内容
提取痛点、异议和常见问题（FAQs）
寻找可用于广告、文案或脚本的真实语言
对比精选内容的受众反应

实施前请阅读以下参考文档：

skills/20-research/instagram-references/actor-selection.md

skills/20-research/instagram-references/normalized-schema.md

skills/20-research/instagram-references/tool-contracts.md

Primary Hosted Collection Key

主要托管集合密钥

```
instagram-comments
```

```
instagram-comments
```

Entry Requirement

入门要求

Do not start from a huge blind set of posts.

Prefer one of these first:

benchmark shortlist from
```
instagram-content-benchmark
```
manually provided post URLs
a small set of competitor top posts

不要从大量无目标的帖子集合开始。

优先选择以下其中一种作为起始点：

来自
```
instagram-content-benchmark
```
的基准精选列表
手动提供的帖子URL
一小部分竞品热门帖子

Recommended Workflow

Release-Shell Execution Contract

Release-Shell执行协议

keep shortlisted post inputs, raw comment datasets, normalized outputs, and clustering caches under
```
<work-folder>/.postplus/instagram-audience-voice/
```
keep only final user-facing summaries or reusable copy notes outside
```
.postplus/
```
start from a bounded first pass:
- a small shortlist of posts
- one or two themes
- comments only after the shortlist exists
if hosted capability is unavailable, unauthorized, or returns a stable network error, stop immediately instead of switching to ad hoc shell glue

将精选帖子输入、原始评论数据集、标准化输出以及聚类缓存存储在
```
<work-folder>/.postplus/instagram-audience-voice/
```
目录下
仅将最终面向用户的总结或可复用的文案笔记存储在
```
.postplus/
```
目录之外
从有限的首轮任务开始：
- 一小批精选帖子
- 一两个主题
- 仅在精选列表确定后再处理评论
如果托管功能不可用、未授权或返回稳定网络错误，请立即停止操作，不要切换到临时的shell衔接方案

Good Output

优质输出

Return:

top comment themes
repeated questions
objections or skepticism
purchase or trial intent signals
exact phrases worth reusing in copy
comments that suggest unmet needs

返回以下内容：

热门评论主题
重复出现的问题
异议或质疑
购买或试用意向信号
值得在文案中复用的精确表述
暗示未满足需求的评论

Suggested Buckets

建议分类

praise
objection
question
purchase-intent
request-for-details
low-signal / meme

赞扬
异议
疑问
购买意向
细节请求
低价值/表情包

Handoff

交接

Escalate to campaign or content strategy workflows when:

the user wants to turn audience language into hooks, offers, or creative briefs

当用户希望将受众语言转化为钩子、优惠方案或创意简报时，将任务升级到营销活动或内容策略工作流。