Artificial Intelligence

Models that earn their place in production

We design and operate AI systems that hold up under real load: retrieval pipelines grounded in your data, autonomous agents with human-in-the-loop controls, and bespoke models tuned to your domain. Every system ships with evaluation suites and observability from day one.

Generative Content Tools

Generative systems that draft copy, images and creative assets in your brand voice — wired into your workflows, with humans reviewing everything that ships.

  • Brand-tuned text & image generation
  • Template & workflow integration
  • Human-in-the-loop review
  • Plagiarism & safety filters
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Custom Chatbots & Virtual Assistants

Conversational assistants grounded in your knowledge and connected to your systems — for support, sales and internal operations, across every channel your customers use.

  • Web, WhatsApp & Slack channels
  • Grounded in your knowledge base
  • CRM & internal tool integrations
  • Seamless escalation to humans
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Semantic / AI Search

Vector and hybrid search that returns the right result even when the words don't match — across documents, products and media, with sub-100ms latency.

  • Hybrid keyword + vector search
  • Rerankers for precision
  • Faceted & filtered retrieval
  • Sub-100ms query latency
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RAG / Knowledge Assistants

Retrieval-augmented assistants that ground every answer in your own knowledge, cite their sources, and stay current as your documents change.

  • Document ingestion & chunking
  • Citation & hallucination evals
  • Access-controlled retrieval
  • Private, SOC 2-ready deployment
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Speech & Audio AI

Transcription, voice interfaces and audio understanding — from real-time voice agents to call analytics that surface what matters in every conversation.

  • Speech-to-text & diarization
  • Real-time voice agents
  • Text-to-speech & voice cloning
  • Call summarization & analytics
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AI Strategy & Consulting

Opportunity assessments, architecture reviews and roadmaps that turn a vague AI mandate into a sequenced, ROI-driven plan your team can actually execute.

  • AI opportunity assessment
  • ROI & feasibility analysis
  • Architecture & vendor review
  • Team enablement & training
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Document Intelligence (IDP)

Intelligent document processing that extracts, classifies and validates data from forms, invoices and contracts — with human review for the edge cases that matter.

  • OCR & layout understanding
  • Field extraction & validation
  • Classification & routing
  • Human review for edge cases
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AI Agents / Agentic Automation

Multi-step agents that plan, call tools and complete real work — from triaging tickets to reconciling invoices — with guardrails, approvals and full audit trails.

  • Tool-calling & orchestration
  • Multi-agent planning & memory
  • Guardrails & approval gates
  • Continuous production evals
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Predictive Analytics & Forecasting

Forecasting and predictive models for demand, churn and risk — wired into the dashboards your team already uses, with monitoring to catch drift before it bites.

  • Demand & revenue forecasting
  • Churn & propensity models
  • Scenario & what-if analysis
  • Monitoring & drift detection
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Recommendation & Personalization Engines

Recommendation and personalization systems that surface the right product, content or action for each user — lifting conversion and engagement across every channel.

  • Collaborative & content-based models
  • Real-time personalization
  • A/B testing & uplift measurement
  • Cold-start handling
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Computer Vision

Vision systems for detection, classification and quality control — deployed on the edge or in the cloud, fast enough for real-time inspection lines.

  • Object detection & segmentation
  • OCR & visual inspection
  • Real-time & edge deployment
  • Quality-control automation
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Anomaly & Fraud Detection

Real-time anomaly and fraud detection that flags suspicious patterns while keeping false positives low — with explainable alerts your analysts can act on.

  • Real-time scoring pipelines
  • Supervised & unsupervised models
  • Explainable alerts
  • Feedback loops & tuning
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AI at Icybee

Ready to put AI to work?

Retrieval, agents and applied machine learning — grounded, evaluated and shipped with guardrails.