Automotive & Mobility
Perception datasets, sensor fusion labelling, and validation for ADAS programmes.
Enterprise data, learning & localization services — delivered across 40+ languages.
AI Data Services
Training data pipelines built for production models
Managed annotation, curation, and evaluation pods with documented quality gates and audit trails on every batch.
- Data annotation
- RLHF & evaluation
- Course production
- Translation
- Subtitling
- Accessibility
- Editorial
- Voiceover
What we do
Specialized services. Unified execution.
Start with one engagement and expand under the same governance.
- Years of delivery
- 6+
- Specialists across delivery centres
- 300+
- Languages supported
- 40+
- Countries served
- 10+
Trusted by teams in automotive, healthcare, education, finance, retail and media
- Northwind Health
- Veltrix Mobility
- Kellerman Press
- Aurora EdTech
- Halvard Bank
- Meridian Media
- Sundara Retail
- Copeland Labs
What we do
Five service lines, one accountable delivery organisation
Pick a service line to see how each pod is staffed, governed, and delivered.
AI Data Services
Training data pipelines built for production models
We build and operate the annotation, curation, and evaluation pipelines that keep machine learning teams shipping. Dedicated delivery pods, documented quality gates, and audit trails on every batch.
- 98.2% average annotation accuracy across delivery pods
- Dedicated QA layer with inter-annotator agreement scoring
- ISO-aligned data handling and NDA-backed secure facilities
Delivery modelOne accountable team
service areasIndustries
Domain context, not generic capacity
Delivery leads are assigned by sector, so compliance is understood before day one.
Healthcare & Life Sciences
Clinical documentation, de-identified data handling, and medical content review.
Education & EdTech
Courseware production, faculty enablement, and accessible learning delivery.
Banking & Financial Services
Document processing, KYC data operations, and compliance-grade reviews.
How we engage
From scoping call to steady-state delivery
A staged path that proves quality before you commit to volume.
- 01
Discovery
We map scope, quality definitions, and volumes with your team, then agree on measurable acceptance criteria.
- 02
Pilot
A paid pilot batch validates guidelines, tooling, and throughput before any commitment to scale.
- 03
Ramp-up
Trained delivery pods come online in stages, with calibration rounds against your gold-standard set.
- 04
Steady state
Weekly reporting, QA sampling, and a named delivery manager accountable for SLA performance.
Client results
All case studiesProgrammes we run, and what they produced
AutomotiveMobility technology company
Perception dataset delivery for an ADAS release cycle
- 4.2M
- Frames labelled
- 99.4%
- Accepted on first pass
- 38%
- Lower cost per frame
HealthcareHealthcare data platform
Clinical data operations under strict handling controls
- 1.8M
- Records processed
- 6 wks
- To full ramp-up
- Zero
- Reportable incidents
Corporate learningGlobal enterprise
Compliance learning programme rebuilt for 10 markets
- 310
- Modules produced
- 22
- Languages shipped
- 91%
- Course completion rate
Media & entertainmentStreaming platform
Subtitle and metadata operations for a catalogue launch
- 9,600
- Hours subtitled
- 18
- Target languages
- 99.1%
- QC pass rate
PublishingAcademic publisher
Backlist remediation to meet accessibility standards
- 12,400
- Titles remediated
- WCAG 2.1 AA
- Standard met
- 5 mo
- Programme duration
TechnologyB2B software provider
Reporting platform rebuilt on a governed data model
- 60%
- Faster report builds
- 140+
- Dashboards migrated
- 4
- Legacy tools retired
- 6+
- Years of delivery
- 300+
- Specialists across delivery centres
- 40+
- Languages supported
- 10+
- Countries served
ISO-aligned processes and NDA-backed secure delivery
Access control reviewed against enterprise vendor requirements.
Why Muenot
A delivery partner your procurement team can sign off on
We take on the operational work enterprise teams can't staff internally — and make it measurable.
Managed delivery, not staffing
A named manager, defined SLAs, and weekly reporting.
Quality is measured, not claimed
Written acceptance criteria and reviewer agreement scoring.
Security in the floor plan
Restricted access, device controls, ISO-aligned handling.
Scale without renegotiating
Ramp pods up or down against agreed rate cards.
Testimonials
What clients say
The pilot told us exactly what accuracy to expect. Twelve months in, our release cadence has not slipped once.
Head of Machine Learning
Mobility technology company
They rebuilt our compliance curriculum for 10 markets. Completion rates went up and audit findings went to zero.
Director, Learning & Development
Global enterprise
Terminology consistency across 22 languages was the thing we could never solve in-house. Their review layer fixed it.
VP, International
Enterprise software vendor
Start a conversation
Tell us the requirement. We will scope a pilot.
Share your volumes and timelines to get a documented pilot plan before committing to scale.
- Response within one business day
- Scoping call with a delivery lead, not a sales rep
- Written pilot proposal with pricing and acceptance criteria