Add Honeyhive to your AI agent
HoneyHive is a modern AI observability and evaluation platform that enables developers and domain experts to collaboratively build reliable AI applications faster.
- Things your agent can do in Honeyhive
- 42
Things your AI can do in Honeyhive
Your FormWise AI can handle any of these in Honeyhive — on its own, without you needing to click a button.

Add datapoints to dataset
PopularTool to add datapoints to a dataset. Use when you need to append multiple entries with specified input, ground truth, and history mappings.

Compare Experiment Runs
PopularTool to retrieve experiment comparison between two evaluation runs. Use when you need to analyze the differences in metrics, datapoints, and events between two runs.

Compare Runs Events
PopularTool to compare events between two experiment runs side-by-side. Use when analyzing differences in model behavior, performance metrics, or outputs between evaluation runs. Returns matched event pairs with their respective data from both runs for comparison.

Batch Create Datapoints
PopularTool to create multiple datapoints in a single batch operation. Use when you need to bulk-import events into a dataset or create many datapoints at once. Supports filtering by date range, event IDs, or custom criteria. Efficient for migrating large numbers of events to evaluation datasets.

Create Configuration
PopularCreates a new configuration in HoneyHive for managing LLM or pipeline settings. Use this to define reusable configurations with specific models, prompts, and parameters that can be deployed across different environments (dev, staging, prod). Configurations enable version control and environment-specific management of your AI application settings.

Create Datapoint
PopularTool to create a new datapoint with input-output pairs. Use when you need to add a single datapoint with inputs, ground truth, conversation history, and metadata.

Create Dataset
PopularTool to create a dataset. Use when you need to initialize a new dataset within a project.

Create Event
PopularTool to create a new event in HoneyHive to track execution of different parts of your application. Use when you need to log a model call, tool execution, or chain step. Events can be grouped into sessions and nested hierarchically using parent_id and children_ids.

Create Metric
PopularTool to create a new metric in HoneyHive. Use when you need to define how to evaluate model outputs, whether through code (PYTHON), AI evaluation (LLM), human review (HUMAN), or combining multiple metrics (COMPOSITE). Important: LLM metrics require both model_provider and model_name to be specified.

Create Tool
PopularCreates a new tool definition in a HoneyHive project. Use this to register functions or plugins that can be invoked and tracked within HoneyHive. Tools are defined with a JSON Schema for their parameters, allowing HoneyHive to validate inputs and track tool usage in your AI workflows. Tool names must be unique within a project.

Delete Datapoint
PopularTool to delete a specific datapoint by its ID. Use when you need to remove a datapoint from HoneyHive after confirming its identifier.

Delete Dataset
PopularTool to delete a dataset by ID. Use when you need to remove a dataset after confirming its ID.
Show 30 more things it can do

End Evaluation Run
PopularTool to update an evaluation run's status and metadata. Use to mark a run as completed after finishing evaluations, or update run properties like name, metadata, configuration, and associated event/datapoint IDs.

Get Configurations
PopularTool to retrieve a list of configurations. Use when you need to fetch all configurations for a specific project before making changes.

Get Datasets
PopularRetrieve datasets from HoneyHive for a specified project. Use this tool when you need to: - List all datasets within a project - Find datasets by type (evaluation or fine-tuning) - Retrieve a specific dataset by its ID Returns dataset details including name, description, datapoints count, type, and timestamps.

Get Events By Session ID
PopularTool to retrieve the complete tree of nested events for a specific session. Use when you need to analyze all events (model calls, tool calls, chains) that occurred within a session, including their hierarchical relationships, inputs, outputs, metrics, and costs. Returns a tree structure with recursive children.

Get Metrics
PopularRetrieves all metrics associated with a HoneyHive project. Returns a list of metrics including their configuration (name, type, description, thresholds, evaluator details) and metadata (creation/update timestamps, sampling settings). Use this tool when you need to: - List all metrics configured for a project - Get metric IDs for updating metrics via HONEYHIVE_UPDATE_METRIC - Understand what evaluations are set up for a project Prerequisites: Obtain a valid project_name using HONEYHIVE_GET_PROJECTS first.

Get Projects
PopularTool to retrieve all projects in the HoneyHive account. Use when you need to list available projects, get project IDs for use in other API calls, or search for a specific project by name.

Get Evaluation Run Details
PopularTool to get details of an evaluation run by its UUID. Use when you need to check the status, configuration, results, or metadata of a specific evaluation run.

Get Run Metrics
PopularTool to get event metrics for an experiment run. Use when you need to retrieve metrics computed on events within a specific experiment run. Returns an array of event objects with their associated metrics, which can be filtered by date range or custom filters.

Get Evaluation Runs
PopularTool to retrieve a list of evaluation runs from HoneyHive. Use when you need to: - List all evaluation runs for analysis - Find runs by status, name, or dataset - Get specific runs by their IDs - Paginate through large sets of evaluation runs Returns evaluation details including status, results, configuration, and timestamps.

Get Session
PopularRetrieve a complete session tree by session ID from HoneyHive. Use this tool to fetch the full session hierarchy including all nested events (model calls, tool calls, chains) with their inputs, outputs, durations, and metadata. Returns a recursive tree structure with aggregated metrics. Prerequisites: You need a valid session ID from HONEYHIVE_START_SESSION or HONEYHIVE_RETRIEVE_EVENTS.

List Tools
PopularTool to list all available Honeyhive tools. Use when you need to discover which functions or plugins are registered for use.

Retrieve Datapoint
PopularRetrieve a specific datapoint by its ID from HoneyHive. Use this tool when you need the full details of a single datapoint, including its inputs, ground truth, conversation history, linked datasets, and metadata. Prerequisites: You need a valid datapoint ID. Get datapoint IDs from: - HONEYHIVE_RETRIEVE_DATAPOINTS (list datapoints by project/dataset) - HONEYHIVE_ADD_DATAPOINTS_TO_DATASET (returns IDs of newly created datapoints)

Retrieve Datapoints
PopularRetrieve datapoints from a HoneyHive project. Use this tool to fetch evaluation datapoints containing inputs, ground truth, and metadata. Supports filtering by specific datapoint IDs or dataset name. Commonly used to: - Review existing test cases before running evaluations - Export datapoints for analysis - Verify datapoint contents after adding them to a dataset

Retrieve Events
PopularRetrieve and export events from a HoneyHive project. Use this tool to query traced events (model calls, tool calls, sessions, chains) with optional filters by event_type, metadata, feedback scores, or date range. Returns events with their inputs, outputs, duration, and metrics. Supports pagination for large result sets (max 7500 per page).

Retrieve Experiment Result
PopularTool to retrieve the result of a specific experiment run. Use when you need the status, metrics, and datapoint-level details of a completed experiment.

Start Evaluation Run
PopularCreates a new evaluation run to group and track multiple session events for analysis. Use this action when you want to: - Compare model performance across multiple sessions - Create evaluation batches for quality assurance - Link existing events to datasets for structured evaluation Prerequisites: - Get project ID using Get Projects action - Get event IDs from Start Session or Retrieve Events actions - (Optional) Get dataset ID from Get Datasets action

Start Session
PopularStart a new HoneyHive session for tracing and observability. Use this tool to initiate a tracking session that groups together related model, tool, and chain events. Returns a session_id that should be used to link subsequent events to this session. Common use cases: - Start tracing a user conversation - Begin logging an LLM pipeline execution - Initialize observability for a batch processing job

Update Configuration
PopularTool to update an existing HoneyHive configuration. Use when you need to modify a configuration's name, provider, model parameters, environments, or other settings. You must provide the configuration ID (obtainable via Get Configurations action) and the name field. All other fields are optional and will only update if provided.

Update Datapoint
PopularUpdate an existing datapoint by ID. Use this to modify any combination of inputs, ground_truth, history, metadata, linked_datasets, or linked_evals for a datapoint. Requires a valid datapoint ID obtained from retrieve_datapoints or add_datapoints_to_dataset.

Update Dataset
PopularTool to update an existing dataset. Use when you need to modify a dataset's details (name, description, datapoints, linked evaluations, or metadata) after confirming its ID.

Update Event
PopularUpdate an existing HoneyHive event by ID. Use to attach feedback, metrics, metadata, outputs, config, user properties, or update duration on events created via start_session or batch event creation. At least one optional field must be provided alongside the event_id.

Update Metric
PopularTool to update an existing metric. Use when you need to modify a metric’s properties after creation. Ensure you retrieve the metric first to verify its current state.

Update Project
PopularUpdates an existing HoneyHive project's name or description. Use this action to modify project metadata after creation. You must provide the project_id and at least one field to update (name or description). To find project IDs, use the Get Projects action first.

Update Tool
PopularTool to update an existing tool in HoneyHive. Use when you need to modify a tool's name, description, parameters, or type after confirming its ID. At least one optional field must be provided alongside the required tool ID.

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.

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.

Create Model Event
Tool to create a new model event to log LLM call data. Use when you need to track a single model interaction including messages, responses, usage, and metadata.

Get Events
Tool to query events with filters and projections from HoneyHive. Use this action when you need to retrieve events with lightweight filtering (limit 1000 results). For bulk exports or more complex queries, use the Retrieve Events action instead. Supports filtering by date range, event properties, and field projections.

Get Events Chart
Tool to retrieve charting and analytics data for events over time. Use when you need aggregated metrics (duration, cost, token usage) grouped by time buckets or fields. Supports percentile analysis (p50, p95, p99) for latency monitoring and custom filters for targeted analytics.

Get Runs Schema
Tool to retrieve the schema for experiment runs in HoneyHive. Use when you need to understand available fields, datasets, and mappings for experiment runs.
Built for the way you actually work
No code, no engineers
Connect in a few clicks and start using your AI right away. If you can use the apps you already love, you can do this.
Sounds like you, not like a bot
Train your AI on your offer, your voice, and the way you actually talk to clients — it picks up where you leave off.
Plugs into the stack you already use
No need to rip out your CRM, your scheduler, or your email tool. Your AI works inside the apps running your business today.
Your data stays yours
Client conversations, lists, and credentials are scoped to your workspace. Nothing gets shared, sold, or used to train anyone else’s AI.
What you can do once Honeyhive is connected
Onboard new clients without lifting a finger
When someone signs up, your AI greets them, sets up their next step in Honeyhive, and keeps the momentum going — even at 2am.
Reply to leads in seconds, not days
Your AI watches Honeyhive for new inquiries, answers questions in your voice, and books the call before they cool off.
Get your weekends back
Hand off the repetitive Honeyhive work — follow-ups, reminders, updates, simple admin — and stop being the bottleneck in your own business.
How to connect Honeyhive to your agent
- 1
Start using FormWise for free
Sign up in under a minute.
- 2
Find Honeyhive in your connected apps
Inside FormWise, go to Settings → Connected Services and look for Honeyhive.
- 3
Hit "Connect"
Click "Connect Honeyhive" and log in like you normally would. We only ask for the permissions your AI actually needs.
- 4
Tell your AI what to do in Honeyhive
Build a quick AI Agent (it's like writing instructions, not code), and pick the Honeyhive actions you want your AI to handle.
- 5
Watch it run
Send it a real-world task and watch your AI take care of Honeyhive for you. Tweak the wording until it feels just right.
Powered by the AI you already trust
Your Honeyhive workflow runs on the same world-class AI used by ChatGPT, Claude, and Gemini. We handle the technical part — you just tell your AI what to do, in plain English.
- OpenAI
- Anthropic Claude
- Google Gemini
Questions other Honeyhive users had before signing up
Do I need to know how to code?
Not even a little. If you can use Honeyhive today, you can set this up. You'll connect Honeyhive, tell your AI what it should help with, and you're live. The whole thing is built for coaches, course creators, agencies, and operators — not engineers.
Will my clients know they're talking to an AI?
Only if you want them to. Your FormWise AI is trained on your voice, your offer, and the way you actually communicate — so it sounds like a thoughtful team member, not a clunky chatbot. Most people can't tell.
Can I make it sound like me?
Yes. You can give your AI examples of how you write, the questions you usually ask new clients, the way you handle objections, and the language you use about your offer. The more you give it, the more it sounds like you wrote it.
What if I want to take over a conversation?
You're always in control. You can step in at any point, take over from your AI, or stop it from sending messages until you've reviewed them. Think of it as a teammate, not a replacement.
Is my client data safe?
Yes. Your Honeyhive login and client information stay scoped to your workspace. We don't sell it, we don't share it, and we don't use your data to train anyone else's AI. You can disconnect Honeyhive or delete everything any time.
What happens when Honeyhive updates their app?
We handle it. When Honeyhive adds new features or changes how something works, we update the integration in the background. You don't have to do anything — your AI just keeps working.
How fast can I actually get this running?
Most people are up and running the same day they sign up. Connecting Honeyhive takes a few minutes. Teaching your AI to handle the work the way you'd want it done is the part worth slowing down for.
What is FormWise?
FormWise is the AI agent builder for coaches, course creators, and agencies. You connect the apps you already use — like Honeyhive — train your AI on your offer and voice, and let it handle the work you've been doing manually: onboarding, follow-ups, support, admin. No code, no developers, no engineering team required.
Can I sell AI agents to my clients?
Yes. A lot of FormWise users build AI assistants and sell them as part of their offer — done-for-you AI setups, white-label assistants for client businesses, custom GPTs trained on a client's brand. You can charge a setup fee, a monthly retainer, or both.
Can I embed my AI on my website or in my course?
Yes. Every AI you build in FormWise can be embedded on your site, dropped into your course platform, or shared as a standalone link. Your clients and students just open it like any other web page — no app to download, no login hoops.
Do I need to know anything about AI to use this?
No. If you can describe what you want your AI to do in plain English — "greet new clients, ask these 3 questions, book them a call" — FormWise can build it. We handle the models, the prompts, the connections. You handle the part you already know: what your business actually needs.
About Honeyhive on FormWise
HoneyHive is a modern AI observability and evaluation platform that enables developers and domain experts to collaboratively build reliable AI applications faster.
Connect Honeyhive once and your FormWise AI gets 42 things it can do inside it. That means your AI can handle the Honeyhive work in your business — the messages, the updates, the follow-ups, the admin — the way you would, just faster and around the clock.
You don't need to know how any of it works under the hood. We take care of keeping the connection alive, retrying if something fails, and making sure your data only ever moves where you tell it to.
New to Honeyhive? Take a look at www.honeyhive.ai.
More artificial intelligence integrations
DataRobot
DataRobot is a machine learning platform that automates model building, deployment, and monitoring, enabling organizations to derive predictive insights from large datasets
OpenWeb Ninja
OpenWeb Ninja provides native APIs for web search, AI answers, e-commerce, finance, jobs, maps, news, real estate, contact enrichment, traffic, and web scraping.
ElevenLabs
Create natural AI voices instantly in any language - perfect for video creators, developers, and businesses.

Griptape
Griptape is a comprehensive platform offering tools and frameworks for building, deploying, and scaling generative AI applications.
Hugging Face
Build, train and deploy state of the art models powered by the reference open source in machine learning.
OpenAI
Toolkit for OpenAI APIs: manage Assistants, Threads/Messages; upload/list/delete Files; list/retrieve Models (including vision/multimodal); and view fine-tune listings and events.
Stop doing the Honeyhive work yourself
Hand it off to an AI assistant that sounds like you, works around the clock, and never forgets a follow-up. Free to start.
