Build evaluation datasets from Slack approvals
Mark a useful AI example with a reaction and let Notis add it to HoneyHive for future evaluation work.
Trigger
Message Reaction Added
Triggered when a reaction is added to a message in Slack. Supports optional filtering by channel and emoji name.
Action
Add datapoints to dataset
Tool to add datapoints to a dataset. Use when you need to append multiple entries with specified input, ground truth, and history mappings.
Why this helps
Good examples are recognized in conversation but never make it into the evaluation set.
- Capture strong examples while they are fresh.
- Make dataset curation part of an existing review habit.
- Avoid repeated manual entry.
Setup
Build it in a few focused steps.
- 1Connect Slack and HoneyHive to Notis once in the portal.
- 2Create the automation by asking Notis or from Automations in the portal.
- 3Describe in one prompt which reacted-to messages should become dataset datapoints.
- 4Select Message Reaction Added and choose a run-report channel.
- 5Add the chosen reaction to one real example and verify the HoneyHive datapoint.
Questions about this workflow
Can I use a particular reaction as the signal?
Describe the intended reaction and eligible examples in the plain-language prompt, then verify with a test.
What HoneyHive action is used?
Notis uses Add datapoints to dataset for this workflow.
When this happens · Trigger
Do this · Action
Supported Triggers and Actions
Notis builds workflows that link Slack to Honeyhive. A trigger fires from one place; an action lands in another.
Slack triggers
Honeyhive actions
Recurring trigger
Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.
Add datapoints to dataset
Tool to add datapoints to a dataset. Use when you need to append multiple entries with specified input, ground truth, and history mappings.
Webhook trigger
Notis starts this workflow when an external tool or custom backend sends an HTTP request.
Create Batch Model Events
Tool to create multiple model events in a single request. Use when you need to log a batch of event interactions to HoneyHive.
New Channel Created Trigger
Triggered when a new channel is created in Slack.
Create Batch Tool Events
Tool to log a batch of external API calls as tool events. Use when you need to record multiple tool events in one request—use after gathering all event data.
Channel Message Received
Triggered when a message is posted in a Slack channel (public, private, or multi-party IM). Does NOT match direct messages.
Create Dataset
Tool to create a dataset. Use when you need to initialize a new dataset within a project.
Direct Message Received
Triggered when a new direct message (DM) is sent to a user in Slack. Catches all DMs across all DM channels.
Create Tool
Tool to create a new tool. Use when you need to register a new function or plugin for invocation.
Message Reaction Added
Triggered when a reaction is added to a message in Slack. Supports optional filtering by channel and emoji name.
Delete Datapoint
Tool to delete a specific datapoint by its ID. Use when you need to remove a datapoint from HoneyHive after confirming its identifier.
Message Reaction Removed
Triggered when a reaction is removed from a message in Slack. Supports optional filtering by channel and emoji name.
Delete Dataset
Tool to delete a dataset by ID. Use when you need to remove a dataset after confirming its ID.
Reaction Added Trigger
DEPRECATED: use `SLACK_MESSAGE_REACTION_ADDED` instead. Triggered when a reaction is added to a message in Slack.
End Evaluation Run
Tool to mark an evaluation run as completed. Use after finishing manual evaluations to update the run status to completed.
Connect any two apps with Notis in the middle.
Slack and Honeyhive, or any other combination from 1,000+ integrations.
When this happens · Trigger
Do this · Action
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