Comment Analysis
Give a model the discussion under a post, replies and all.
A comment count tells you a post got a reaction. The comments tell you which one. Reading them properly means the replies too, because that is where disagreement lives and where a confident top-level comment gets corrected. These endpoints return the thread and then the replies beneath any comment in it, on TikTok, Instagram, and Reddit, so what a model summarizes is the conversation rather than its first layer.
Build it into a product.
Pull whole comment threads, replies included, and give a model the discussion rather than the score.
Supported responses use a consistent ActivityStreams 2.0-based model. Shared concepts map to consistent fields, while platform-specific capabilities remain documented. Standard calls use one credit; batch endpoints charge one credit per submitted ID. Failed and timed-out requests are automatically refunded.
Or run it in a tool you already use.
The same endpoints are available as MCP tools. Connect a supported client once and the work becomes a question you ask or a step in a scheduled workflow — with no integration to build.
Chat — summarize a thread properly
Ask ChatGPT or Claude to pull a comment thread and its replies, then tell you what the discussion is actually about.
Example prompts
- Read the comments on this TikTok, replies included, and group them by what people are asking.
- What are the objections in the replies to this Reddit post?
- Summarize the sentiment under @[brand]’s last 3 Instagram posts.
- Pull the comment thread on this video and tell me which criticisms come up more than once.
Automation — comments as a recurring read
Collect the threads under a set of posts on a schedule, so themes appear as a series rather than as whatever someone noticed that week.
Example workflow
A daily Zapier workflow that reads the comments on your last five posts across TikTok and Instagram, and routes anything matching a support keyword list to a triage queue.
What this covers.
Public data only. Supported endpoints return what the platform serves publicly, and reaching it never depends on a connected account — so private analytics for accounts you own are outside what this can answer.
- Summarize what people object to in the replies, not just the top comments
- Find the questions that keep coming up under your own posts and answer them once
- Give a support model the thread a complaint is buried in
- Compare the reaction to one announcement across three platforms
Try it with your own accounts.
Get a free API key and make the first call. 100 credits, every platform, both interfaces, no credit card.