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Send low-rated AI outputs to HoneyHive

Give a rough or unreliable AI response a reaction and capture it for a calmer, more systematic review later.

Trigger

Message Reaction Added

Triggered when a reaction is added to a message in Slack. Supports optional filtering by channel and emoji name.

Action

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.

Why this helps

When a weak response gets noticed, the team has no dependable handoff into quality review.

  • Create a review trail from an existing team habit.
  • Keep weak outputs available for later analysis.
  • Reduce reliance on remembering which response needs attention.

Setup

Build it in a few focused steps.

  • 1Connect Slack and HoneyHive to Notis once.
  • 2Start a new automation in the portal or ask Notis to create it.
  • 3Write one instruction explaining which review reaction and AI outputs should be recorded.
  • 4Select Message Reaction Added and the run-report channel.
  • 5Test on one real low-rated output and inspect the model event.

Questions about this workflow

Can it record only a selected reaction?

Include the reaction and context in the plain-language prompt and confirm behavior in a test.

Where does the entry go?

The automation records a HoneyHive model event.

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.

TriggerScheduled

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.

ActionInstant

Webhook trigger

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

TriggerInstant

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.

ActionInstant

New Channel Created Trigger

Triggered when a new channel is created in Slack.

TriggerInstant

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.

ActionInstant

Channel Message Received

Triggered when a message is posted in a Slack channel (public, private, or multi-party IM). Does NOT match direct messages.

TriggerInstant

Create Dataset

Tool to create a dataset. Use when you need to initialize a new dataset within a project.

ActionInstant

Direct Message Received

Triggered when a new direct message (DM) is sent to a user in Slack. Catches all DMs across all DM channels.

TriggerInstant

Create Tool

Tool to create a new tool. Use when you need to register a new function or plugin for invocation.

ActionInstant

Message Reaction Added

Triggered when a reaction is added to a message in Slack. Supports optional filtering by channel and emoji name.

TriggerInstant

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.

ActionInstant

Message Reaction Removed

Triggered when a reaction is removed from a message in Slack. Supports optional filtering by channel and emoji name.

TriggerInstant

Delete Dataset

Tool to delete a dataset by ID. Use when you need to remove a dataset after confirming its ID.

ActionInstant

Reaction Added Trigger

DEPRECATED: use `SLACK_MESSAGE_REACTION_ADDED` instead. Triggered when a reaction is added to a message in Slack.

TriggerInstant

End Evaluation Run

Tool to mark an evaluation run as completed. Use after finishing manual evaluations to update the run status to completed.

ActionInstant

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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