Less routine work
Automated checks can lower monitoring costs and free your team for decisions that need judgement.
Acoustic AI Agent
Listen locally. Detect changes. Act with evidence.
An edge agent that cross-checks acoustic risks and alerts your team. Reduce routine monitoring, lower operating costs and keep sensitive processing local.
Applications
Acoustic intelligence across devices.
Connect listening with visual context.
Coordinate enhanced audio, translated captions and device context across compatible hearing aids and smart or 3D glasses.
- Connect compatible device interfaces.
- Synchronise audio, captions and context.
- Keep the user in control.
Pilot checks & limits
Measure
Device compatibility, synchronisation, latency, battery use and accessibility.
Device APIs and consent are required. Clinical and safety-related uses need separate validation.
Assisted monitoring
Flag. Cross-check. Alert when warranted.
Cross-check potential risks before escalating. Support human monitoring, with people responsible for uncertain cases and follow-up actions.
Alert policy sandbox
Synthetic example only. No live sensors, model inference or notifications.
Illustrative outcome
Generate a reviewable alert
Score, persistence and supporting evidence meet the policy. Route the evidence to an operator.
- Routing
- Human review queue
- Evidence
- Score 72; threshold 70; 3 qualifying windows.
- Action boundary
- Notify for review only. No machine shutdown, diagnosis or safety clearance.
Three qualifying windows plus supporting evidence trigger this example's alert. False positives and missed events remain possible.
Policy limits
Scores are illustrative, not probabilities. Lower thresholds can add review work; higher thresholds can miss events. Correlated models may share errors. Missing or conflicting evidence is not an all-clear.
Operational value
Lower costs. Local control.
Earlier intervention
Evidence-linked alerts help teams prioritise inspections and timely maintenance.
Local processing
Edge inference runs without cloud computing, reducing off-site audio transmission and helping protect privacy.
Estimate your monitoring workload
Workload calculator
Your assumptions, not measured results or a savings forecast.
- Monthly capacity released
- 56 h
- Net monthly capacity value
- £1,660
- First-year capacity value after setup
- £17,420
Based only on the assumptions shown.
Include review and upkeep in remaining hours. Released time is not necessarily a cash saving.
Calculation basis
Released hours = current minus remaining hours. Monthly value = released hours × hourly cost minus recurring costs. First-year value = 12 × monthly value minus setup costs. Negative values mean added workload or cost. Excludes downtime, avoided failures, equipment life, tax and financing.
Your application
What needs your attention?
Tell us about your signals, devices and priorities.
Your brief stays local. Nothing is sent automatically.
contact@freundo.co.uk
A few practical details.
What makes the agent unified?
One workflow connects specialist models, context and evidence across devices. Each acoustic domain still needs its own processing and evaluation.
What is ready to evaluate?
In-house feasibility analysis and experiments are complete. A scoped pilot confirms performance, supported devices and deployment requirements for your use case.
What should a deployment confirm?
Measure false alerts, missed events, review workload and total cost. Agree data sharing, security, retention and human oversight. Local inference is not absolute privacy; an alert alone does not prevent a failure.