> ## Documentation Index
> Fetch the complete documentation index at: https://docs.animam.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Conversation Digest

> A weekly email that doesn't just count conversations — it reads them. Notable moments, bot defects, missed demands, and concrete suggestions, analyzed by the most capable model.

Most analytics tell you *how many* conversations happened. The **Conversation Digest** tells you *what happened in them*. Each period, Animam reads your bot's full conversations — messages **and** the tools it actually called — and emails you an analysis no dashboard of counters can produce.

It runs on a **skeptical evaluator** (a separate, more capable model than the one running your chat), reviewing the conversations against your bot's own mandate.

## What it surfaces

* **Notable conversations** — strong buying/contact/sign-up intent, qualified leads, long conversations that landed, trust questions handled well. Persisted as a registry of golden examples.
* **Actions claimed without a real tool call** — when the bot says *"I've forwarded your request"* but no tool actually fired. A serious, otherwise-invisible defect: only reading the conversation against the tool history catches it.
* **Tool failures** — success/failure rate per tool, with detail.
* **Unmet demands** — what visitors asked for that you don't yet offer, clustered by theme.
* **Suggestions** — 3–5 concrete improvements (knowledge to add, a CTA to insert, a tool that's missing or broken).

## How notability is judged

The analysis receives the **same context your bot has** — its persona, knowledge base, and the tools it actually exposes — then judges each conversation **against your bot's mandate**, not a fixed checklist. "Notable" means different things for an e-commerce store, a clinic, or a directory — the digest adapts because it reads your bot's own configuration.

## Frequency

Weekly, daily, or monthly — depending on your plan — plus **on-demand** runs.

* Scheduled digests email your configured recipients.
* On-demand: trigger one anytime (subject to a monthly quota) from the API or MCP.

## Trigger it from an agent (MCP)

```
run_digest(slug, days?)              # run an on-demand digest
list_notable_conversations(slug)     # read the golden-examples registry
```

See the [MCP tools reference](/mcp/tools).

## Availability

The Conversation Digest with AI analysis is a **paid capability** (included on higher plans, available as an add-on otherwise). A stats-only version is available as a free teaser. Talk to your conversations once a week, analyzed by the most capable model — with concrete actions, not just charts.