SUMMARIZATION
On-Demand Axiom Cost-Attribution Chat Agent
An agent that answers ad-hoc questions like 'which service drove our log spend last Tuesday?' by querying Axiom live, attributing cost by service.
How it runs
The automated pipeline, trigger to output.
- TriggerChat question about log cost
- LogicParse time window; ask to clarify if vague
- ActionQuery Axiom: ingest by service for windowAxiom
- ActionAttribute cost shares and flag outliersOpenAI
- OutputReply in chat with ranked breakdownOpenAI
What it does
Lets anyone ask, in plain language, where Axiom log spend went over an arbitrary window. The agent interprets the question, builds the appropriate Axiom query, attributes ingest cost per service, and replies in chat with a ranked breakdown and a one-paragraph explanation. No dashboard navigation required.
When to use it
Use it for the irregular, investigative questions a fixed weekly digest can't answer: a finance lead asking about a specific day, or an engineer checking whether yesterday's deploy moved the bill. It complements scheduled reports rather than replacing them.
How it works
- 1A chat message triggers the agent with a natural-language cost question.
- 2The agent parses intent and time window, then calls Axiom to aggregate ingest and events by service for that range.
- 3A logic step decides whether the window is well-defined or needs a clarifying reply.
- 4The agent computes per-service cost shares and identifies outliers.
- 5It composes a ranked, plain-English answer and returns it in the same chat thread.
Set it up
What you configure once, before turning it on.
- 1Connect AxiomLog streams, queries, dashboards.
- 2Connect OpenAIModels, embeddings, files.
- 3Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 4Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 5Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
More Summarization workflows
On-submit Loom standup roll-up archived to Confluence
When a standup video is submitted via webhook, transcribes it, generates a per-person written summary, and appends it to a running team standup page in Confluence.
Front Escalation Handoff Doc in Notion
When a Front escalation closes, drafts a structured handoff document in Notion capturing the resolution, customer commitments, and open follow-ups, then alerts the AE in Slack.
Front Escalation War-Room Brief to Slack
On a Front escalation, posts a concise threat-assessment brief to a Slack channel only when the AI judges the situation high-severity.
VIP Front Escalation Instant Exec Page-Out
Detects escalations from VIP accounts in Front, generates a one-paragraph executive recap, and pages the named account exec via Slack and Salesforce task within minutes.
Release health note per Vercel deploy
When a Vercel deploy goes live, summarizes the Sentry errors observed in the release window into a plain-English health note that separates brand-new error classes…
Rollback recommendation when a deploy spikes errors
When a Sentry alert fires for an error spike, attributes it to the most recent deploy, summarizes whether the spike is dominated by new error classes introduced by that release.
Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.
Run this workflow in your colony.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.