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— Products & Services

From Raw Data to Real-World Intelligence.

Integrated AI capabilities for organisations building, evaluating and deploying intelligent systems.

MW
01 · PLATFORM

Record4AI.com

Recruit, qualify and coordinate global contributors through a purpose-built operations platform.

  • Contributor sourcing and targeted recruitment
  • Screening, qualification and onboarding
  • Task allocation, communications and performance tracking
  • Payment operations and programme reporting

Best for: multilingual and specialist AI data programmes requiring reliable global participation.

Discuss Record4AI ↗
02 · DATA

AI Data Collection

Custom datasets designed around your model objective, target population and technical specification.

  • Speech, audio, text, image and video collection
  • Multimodal, conversational and sensor datasets
  • Locale, demographic and scenario coverage
  • Consent, metadata and secure transfer controls

Delivery: pilot, managed project or continuous collection programme.

Plan a collection ↗
03 · DATA

Data Annotation & Quality Control

Structured human judgement that turns raw data into dependable training and evaluation assets.

  • Transcription, segmentation and entity extraction
  • Classification, ranking and preference labelling
  • Bounding boxes, polygons and temporal annotation
  • Gold sets, inter-annotator agreement and layered review

Quality: measurable acceptance criteria, sampled audits and root-cause feedback.

Design a workflow ↗
04 · ASSURANCE

AI Model Evaluation

Evidence-led testing that reveals how models perform across tasks, users and risk scenarios.

  • Accuracy, relevance, consistency and robustness testing
  • Safety, bias and policy-alignment evaluation
  • Human preference studies and side-by-side comparison
  • Red teaming, benchmark design and failure analysis

Outputs: scored datasets, findings, risk themes and improvement recommendations.

Evaluate a model ↗
05 · SOFTWARE

AI Agent Development & Deployment

Task-focused agents engineered around business goals, approved knowledge and human escalation.

  • Customer service and employee-support agents
  • Research, analysis and document workflows
  • Tool use, retrieval and multi-agent orchestration
  • Guardrails, monitoring and human handoff

Lifecycle: discovery, prototype, integration, evaluation, launch and improvement.

Build an agent ↗
06 · SOFTWARE

Custom AI Software & Automation

Secure applications and workflow automations that reduce repetitive work and improve decisions.

  • Internal tools and operational applications
  • Document processing and knowledge automation
  • Review queues, approvals and exception handling
  • Dashboards, audit trails and performance analytics

Approach: user-centred design with practical controls and measurable outcomes.

Explore automation ↗
07 · ADVISORY

AI Integration & Consulting

Independent guidance and hands-on integration for teams moving AI into production.

  • Use-case discovery and technical assessment
  • Model, vendor and architecture evaluation
  • API, data and enterprise-system integration
  • Governance, rollout and change planning

Engagements: focused advisory sprint or end-to-end delivery partnership.

Speak with an adviser ↗
08 · OPERATIONS

Human-in-the-Loop Solutions

Purpose-designed human oversight for workflows where nuance, risk or accountability matters.

  • Confidence-based review and exception routing
  • Specialist validation and escalation
  • Continuous feedback and model-improvement loops
  • Decision records, quality controls and service levels

Outcome: the speed of automation with accountable human judgement.

Design human oversight ↗