Meli is Nectar’s audio-based hive diagnostics tool, designed to help commercial beekeepers evaluate hive conditions faster and at greater scale using 15-second hive sound recordings.
Instead of opening every hive to estimate colony conditions manually, Meli gives workers near-instant readings of hive health and performance that can be used throughout Nectar to support operational decisions related to nutrition, pollination, splits, queens, varroa management, and more.
This guide explains:
What Meli is
How Meli works
How to use Meli
How calibration works
How to evaluate Meli accuracy
For step-by-step instructions on specific tasks, this guide links to more detailed Help Center articles throughout.
To learn how Meli can be used across operational workflows in Nectar, read part two of this guide.
Meli 101
What is Meli?
Meli is Nectar’s audio hive diagnostics tool. By recording sound at the hive entrance through the Nectar mobile app, Meli analyzes patterns in bee activity and generates predictions related to:
Frames of Bees (FOB)
Queen status
Varroa levels
Meli helps operations:
Evaluate more hives in less time
Expand monitoring coverage beyond traditional manual inspections to increase visibility
Turn hive-level data into management decisions
Unlike traditional inspections that require opening hives individually, Meli allows beekeepers to collect information quickly across entire yards.
As more recordings are processed and validated against field observations, the prediction model continues improving over time.
How Meli Works
Different hive conditions produce different sound signatures.
Meli has been trained on thousands of hive audio recordings and learns to associate certain acoustic patterns with specific hive conditions. When a worker records hive audio, the system compares that recording against learned patterns to generate predictions.
Meli learns at both the “global” level and the operation-specific level, integrating audio, time, geolocation, and recording device information.
When you first start using Meli, predictions come from the “global” model. After 400 recordings, it learns enough about your grading patterns to start making operation-specific predictions. This helps Meli account for differences in your operations grading patterns (i.e. how you count varroa, measure FoB).
While there are some differences in the audio signature of hives under different conditions, they are not significant enough to meaningfully impact Meli results. As a result:
Meli can be used throughout the year, including inside wintering buildings.
Weather patterns do not meaningfully impact Meli results
Meli works day or night
How to Inspect a Hive with Meli
Workers can record hive audio directly from the Nectar mobile app.
To use Meli:
Open the Nectar mobile app
Select the hive
Open the hive inspection form
Record hive audio
Review & correct predictions once processing is complete
Upload the hive inspection
Meli recordings can be collected using:
A standard smartphone microphone
A smartphone with the Meli Audio Stick
The Meli Audio Stick is designed to make recording easier and more consistent in field conditions.
Meli is also designed to filter out some external noise, but cleaner recordings generally produce better results. When possible, workers should minimize nearby:
Machinery noise
Vehicle noise
Loud conversations
Hive disturbance during recording
Access & Pricing
Meli is currently available to purchase by all Nectar users. If you are interested in enabling Meli for your operation, contact Aaron Toma: [email protected].
At this time:
Meli cannot be purchased as a standalone product
Access is tied to a Nectar subscription
Setup & Requirements
Any modern iOS or Android smartphone can be used with Meli. For the best experience, Nectar recommends NFC-enabled phones.
Different microphones and devices may produce slightly different recordings, but Meli is designed to process recordings as long as the audio is sufficiently clear.
For the highest performance recordings we recommend using the Meli Audio Stick.
Calibration
What is Calibration?
Calibration is the process of validating Meli predictions against traditional inspection methods in the field, in order to:
Tune the model to your operation
Audit Meli before using results within your operation
Calibration is not required for Meli to function. However, operations that complete calibration are currently seeing higher accuracy and greater confidence in use within their operations.
How Calibration Works in the Field
During calibration, workers record hive audio clips and then validate all three of Meli’s predictions against their own traditional hive inspections.
If the prediction matches what they see, they can confirm the result
If it appears incorrect, they can override the prediction with verified field data
If manual inspection will happen later, workers can still submit the recording and enter the inspection results afterward with a regular hive inspection form.
Over time, this feedback loop helps improve the model’s understanding of your operation while also giving your team visibility into how Meli performs under real field conditions.
Evaluating Meli’s Accuracy & Performance
Meli’s accuracy improves as more calibration inspections are completed. However, the most important measurement is how Meli performs inside your own operation.
Operations participating in calibration receive ongoing visibility into Meli’s accuracy through calibration dashboards and performance reporting. This allows managers to monitor how accuracy evolves over time.
Free Calibration Scans
The number of free recordings available during calibration depends on your Nectar plan, as follows:
Professional: 150 recordings
Commercial: 350 recordings
Enterprise: 500 recordings