BioSonic vs SonoBat UK

Cloud-based deep learning on spectrograms vs 30 years of desktop parameter extraction and rule-based vetting. Same WAV files, different philosophy.

Last updated: 2026-04-26. Written by the BioSonic team.

At a glance

FeatureBioSonicSonoBat UK
AI approach Deep learning on spectrograms Full-spectrum extraction + ML + rule-based vetting (30 yrs)
Training data 2.5M bat calls + 3.5M noise files UK species-confirmed reference library (since 2017)
Benchmarked accuracy 98.9% F1 score (Wilder Sensing) No public benchmark (strong low-FP reputation)
Platform Browser-based — works on any computer Desktop (macOS, Windows)
Team workflow Unlimited users, shared projects Single-user per licence
Species per recording Up to 7 Sequence-level with vetting
Social & feeding calls Separated automatically Buzz Mode + vetter
Noise filtering Deep-learning noise model (3.5M samples) Scrub tool + quality assessments
Model updates New AI model every weekend Infrequent releases
Cloud storage 9 years EU-hosted Local only
Report generation One-click charts, maps, Word Customisable Vetting Table, iBatsID format
Detector compatibility Any WAV-producing detector Any full-spectrum WAV detector
Geographic coverage UK, NL, DK, DE, SE, BE, FR, PL, FI, NO UK only
Pricing Per-GB, all-inclusive £880 perpetual or £320/£640/£960 lease (1/2/3 yr)

How BioSonic identifies bats

AI image recognition on spectrograms

BioSonic converts each recording into a spectrogram image and runs it through a convolutional neural network trained on 2.5 million labelled bat calls. The model sees the full time-frequency picture, detecting multiple species, social calls, and feeding buzzes in a single pass.

SonoBat takes a different path: it extracts quantitative call parameters — frequency, duration, bandwidth, slope — and feeds them into a classifier combined with rule-based vetting algorithms refined over three decades.

AI bounding boxes detecting bat species on a spectrogram
BioSonic's AI draws bounding boxes around each bat call, identifying species from visual patterns

Trained on millions of examples

The model is curated by 12 bat experts across five European countries and retrained every weekend. 3.5 million noise files teach the AI to reject rain, wind, insects, and equipment noise before classification.

SonoBat's UK reference library contains 38,187 calls covering 17 UK and Ireland species (build 30.1, October 2023), with quality thresholds that reject ambiguous calls rather than force a classification.

Spectrogram augmentation grid used for AI training data
Training data: augmented spectrograms used to teach the AI to generalise across recording conditions

Accuracy comparison

No public head-to-head benchmark exists between BioSonic and SonoBat UK. BioSonic achieved 98.9% F1 score in the independent Wilder Sensing benchmark; SonoBat has a strong reputation but no published large-scale benchmark.

BioSonic 98.9%
SonoBat UK ?
No public benchmark

BioSonic's 98.9% F1 score comes from the independent Wilder Sensing benchmark. SonoBat has a well-earned reputation for low false-positive rates, but comparable large-scale results have not been published. Have labelled recordings? We will run a free comparison.

What working in BioSonic looks like

Spectrogram review

Inspect every call visually. Confirm or override AI classifications with right-click bounding boxes. Every decision is logged with a timestamp and user ID.

SonoBat reviews happen in the desktop Vetting Table. Customisable columns, but no browser-based collaboration.

BioSonic spectrogram review interface with annotations

Species heatmaps

See bat activity across your entire site on an interactive map. Filter by species, date, or time of night. One click to export.

SonoBat does not include mapping. You build maps manually from exported data.

BioSonic species heatmap showing bat activity across survey sites
Since joining BioSonic our analysis time has reduced significantly. The team is excellent in their support, super quick to respond.

— Luke Waddison, Ecological Consultant, Wharton (UK)

Emergence time analysis

Automatic emergence graphs pinpoint when bats leave roosts. Crucial for roost characterisation reports.

With SonoBat, building emergence graphs requires manual export and Excel work.

BioSonic emergence time graph showing bat activity patterns

Weather integration

BioSonic automatically overlays temperature, wind, and rain data on your activity charts. No manual data entry.

SonoBat does not integrate weather data. You source and merge it yourself.

BioSonic weather integration showing rain overlay on bat activity

Who should choose which

Choose BioSonic

  • Want the highest benchmarked accuracy — 98.9% F1 means less time fixing wrong classifications
  • Consultancy team — unlimited users, shared projects, single audit trail
  • Integrated spectrogram review built into the platform — no switching between apps
  • One-click charts, maps, emergence graphs, weather overlays, Word reports
  • Up to 7 species per recording with automatic feeding buzz and social call separation

Choose SonoBat

  • Value SonoBat's conservative low-false-positive approach
  • Prefer working offline on your own computer
  • Want a one-time licence rather than a subscription
  • Already built your workflow around SonoBat's Vetting Table
  • Need real-time analysis in the field with SonoBat LIVE

Some teams use both — SonoBat for tricky manual vetting, BioSonic for team workflow and reporting.

Frequently asked questions

Is SonoBat UK more accurate than BioSonic?

No public head-to-head benchmark exists. BioSonic achieved 98.9% F1 score in the independent Wilder Sensing benchmark. SonoBat has a strong reputation for low false-positive rates built over 30 years, but has not published comparable large-scale results. Have labelled recordings? We will run a free comparison. See our benchmarks page for BioSonic's detailed results.

Can I use my existing SonoBat recordings in BioSonic?

Yes. Both tools accept standard WAV files from any full-spectrum bat detector. Upload the same recordings to BioSonic for a second opinion or to take advantage of cloud-based team features. No conversion or re-recording is needed.

Does BioSonic cover all UK bat species?

Yes. BioSonic covers all UK bat species and also supports the Netherlands, Denmark, Germany, and Sweden. SonoBat UK is limited to UK species, with a separate SonoBat North America product for that region.

How much does SonoBat UK cost compared to BioSonic?

SonoBat UK costs £880 for a perpetual licence, or £320/£640/£960 for a 1/2/3-year lease. Build 30.1 (October 2023) includes a 38,187-call UK reference library covering 17 UK and Ireland species. Each licence covers one user. BioSonic charges per GB per year with unlimited users included. The cheaper option depends on your data volume and team size. Both offer free trials so you can estimate costs before committing.

Can multiple team members use SonoBat UK simultaneously?

SonoBat UK licences are single-user. Each team member needs their own licence. BioSonic includes unlimited users per organisation with shared projects, which is more cost-effective for teams. See our product page for details on team features.

Does SonoBat UK work offline?

Yes. SonoBat is a desktop application that processes everything locally, so it works without an internet connection. BioSonic requires internet access to upload recordings and retrieve results, but works from any browser on any device once connected.

How often are BioSonic and SonoBat updated?

BioSonic deploys a new AI model every weekend, incorporating the latest training data from its growing library of 2.5 million bat calls. SonoBat releases updates less frequently as version releases. BioSonic's weekly cycle means accuracy improvements reach users faster.

Sources

Last verified: 2026-04-26.

Ready to try it?

See how BioSonic handles your recordings

Upload a batch of WAVs and compare results against your current workflow. No commitment, no credit card, no data sharing required.

Questions? Email josef.carlson@biosonic.se