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AI Development

AI Development: Strategy, engineering, and production-grade AI solutions to accelerate measurable business transformation.

Maayan AI Development helps organizations design, build, deploy, and scale production-grade AI products—from predictive analytics and computer vision to GenAI copilots and agentic workflows. In the AI era, the winners are not the companies that run the most experiments; they are the companies that ship reliable AI into real business processes, keep it governed, and improve it continuously. Many teams can build prototypes, but few can industrialize AI so it becomes a durable capability across the enterprise. That is exactly where Maayan Technologies delivers value.

Maayan’s transformation vision is to build Live Enterprises—organizations that are AI-powered, digitally agile, continuously learning, and resilient. In AI development, that means systems that do more than “predict.” They sense, decide, and act with intelligence, while staying secure and compliant. We engineer AI solutions that integrate with your operations and software ecosystem (ERP, CRM, MES, SCM, ITSM, data platforms), and we ensure they are observable, testable, and governed—so AI becomes a trusted layer of your enterprise.

Organizations typically struggle with the same bottlenecks: fragmented datasets, inconsistent data pipelines, weak evaluation practices, lack of MLOps/LLMOps, unclear ownership, and challenges moving from PoC to production. In GenAI, additional risks appear: hallucinations, unsafe outputs, data leakage, and prompt drift. Maayan AI Development addresses these challenges end-to-end by combining data engineering, ML engineering, software product engineering, and responsible AI controls into a unified delivery approach.

We work in agile, measurable milestones. We define success metrics upfront (accuracy, latency, cost, adoption, risk thresholds) and deliver systems with monitoring, governance, and feedback loops so performance improves over time. Whether you are building a single flagship AI product or enabling multiple AI products through a shared platform foundation, Maayan delivers reliable AI that scales.

OfferingsEverything you need to know about

We convert business problems into well-defined AI products with clear requirements and measurable outcomes. This includes:

  • Use-case discovery workshops and process mapping

  • KPI definition and value measurement model

  • Data feasibility and risk assessment

  • User journeys and experience design (human-in-the-loop decisions, copilot UX)

  • System architecture and integration design

  • Model evaluation criteria and acceptance thresholds

Deliverables: PRD/BRD, evaluation plan, architecture blueprint, data requirements, rollout plan.

Great models are built on great data. We build the backbone that powers reliable AI.

  • Data ingestion and integration (batch + streaming)

  • Data quality checks, data contracts, and lineage

  • Feature engineering pipelines and feature stores

  • Labeling workflows, annotation tooling, and dataset governance

  • Secure access controls, privacy considerations, and anonymization where needed

  • Dataset versioning and reproducibility controls

Deliverables: data pipelines, feature store setup, labeling pipeline, data governance setup.

We develop models that match the business need and operational constraints:

  • Classical ML: classification, regression, clustering, anomaly detection

  • Time series forecasting: demand, capacity, predictive maintenance

  • Deep learning: NLP, image recognition, audio analytics, sensor fusion

  • Optimization models: routing, scheduling, resource allocation (where applicable)

  • Model interpretability and explainability for high-stakes decisions

Deliverables: trained models, benchmarks, model cards, evaluation reports, deployment packages.

Maayan builds vision systems for industrial and enterprise environments:

  • Object detection, segmentation, defect detection

  • OCR and document vision (forms, invoices, IDs—aligned with compliance)

  • Video analytics for safety, security, and operations

  • Edge deployment design for cameras and embedded inference

  • Data annotation strategy and continuous learning loops

Deliverables: CV models, edge inference pipeline, monitoring dashboards, dataset strategy.

We build GenAI systems designed for enterprise trust—not just generic chatbot demos.

  • Retrieval-Augmented Generation (RAG) with secure document access boundaries

  • Enterprise search with citations and source traceability

  • Copilots for customer support, sales, HR, operations, IT, engineering

  • Prompt templates, role-based output controls, and escalation flows

  • Multilingual generation and summarization for global teams

  • Guardrails for safety, hallucination reduction, and policy compliance

Deliverables: RAG system, prompt libraries, evaluation harness, access control architecture.

For Live Enterprises, AI must act—not only answer. We build agentic systems that perform tasks safely.

  • Agents that call tools and APIs (ticket creation, report generation, approvals, procurement actions)

  • Workflow orchestration with human approvals for sensitive steps

  • Policy-based constraints and logging for traceability

  • Reliability patterns: fallbacks, retries, monitoring, rate limiting

  • Evaluation of agent behavior and safe action boundaries

Deliverables: agent workflows, tool integrations, audit logs, action governance and monitoring.

We help clients industrialize AI so deployments are repeatable and reliable:

  • CI/CD for models and GenAI pipelines

  • Model registry, versioning, and approval workflows

  • Monitoring for performance, drift, bias, and data issues

  • Automated retraining pipelines and controlled releases

  • Prompt and retrieval monitoring (LLMOps), evaluation regression tests

  • Incident response playbooks and rollback strategies

Deliverables: MLOps/LLMOps pipelines, observability stack, governance workflows, runbooks.

AI becomes valuable when it is embedded into business systems and user workflows.

  • API development and integration with enterprise apps

  • Microservices architecture for inference and retrieval services

  • UI integration (dashboards, copilots, embedded AI features)

  • Security integration: IAM, SSO, RBAC, secrets management

  • Performance optimization: caching, batching, GPU/CPU tuning

Deliverables: production APIs, integration connectors, UI components, security architecture.

Our Differentiators

Maayan AI Development is designed for organizations that need AI that works in production, at scale, with governance and measurable outcomes.

We build AI like a product, not a science experiment. Our teams prioritize:

  • reliability, observability, and performance

  • structured evaluation and regression testing

  • clear deployment pipelines

  • documented runbooks and operational readiness
    This ensures AI remains stable as data, users, and business needs evolve.

Many vendors build only the model, leaving integration, deployment, and monitoring to internal teams. Maayan delivers full-stack AI:

  • data pipelines → model development → application build → deployment → monitoring → improvement
    This eliminates gaps and accelerates time-to-value.

We embed safety and governance throughout:

  • security, access control, and privacy controls for data and AI usage

  • model documentation and audit trails

  • safe GenAI practices: citations, retrieval boundaries, content filters, escalation

  • explainability where required
    This builds trust with leadership, compliance teams, and end users.

We design AI systems that learn continuously:

  • feedback from users becomes training signals

  • monitoring identifies drift early

  • retraining is controlled and measurable
    This ensures performance improves rather than degrades over time.

We bring proven templates and assets to reduce delivery time:

  • reference architectures (RAG, agentic workflows, vision pipelines, hybrid deployments)

  • evaluation frameworks and test harnesses

  • prompt libraries, guardrail patterns, and policy enforcement models

  • production readiness checklists

Outcomes

Maayan AI Development delivers measurable impact across speed, quality, cost, and trust.

Industry Offerings

Maayan AI Development is designed for organizations that want outcomes fast, without sacrificing trust, security, or scalability.

get in touchWe are always ready to help you and answer your questions

At Maayan Tech, we are committed to providing exceptional service and support. Your questions, feedback, and inquiries are important to us, and we will do our best to respond promptly. Whether you’re a business seeking technology solutions or an individual with a query, we are here to assist you.

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