InsightEdge AI

Services

We help you design and deploy AI systems that survive the real world: noisy data, constrained devices and evolving requirements.

AI Automation Agents

Document & PDF extraction

  • Turn PDFs into structured data
  • Entity extraction tuned to your domain
  • RAG-ready document stores

Email & inbox agents

  • Triage & auto-draft replies
  • Summaries for busy teams
  • Integrations with Gmail/Outlook/Helpdesk

Business workflow bots

  • Multi-step agents with guardrails
  • Integrations via APIs, webhooks & Zapier/Make
  • Monitoring & human-in-the-loop flows

RAG Q/A systems

  • Architecture & retrieval strategy
  • Evaluation and hallucination reduction
  • Deployment and observability

Computer Vision & Edge AI

Object detection & tracking

  • Custom detectors for your products or assets
  • Model optimization and pruning
  • Evaluation pipelines with real-world metrics

Edge inference pipelines

  • ONNX Runtime, TensorRT, TFLite, SNPE
  • Jetson, Qualcomm, ARM SoCs
  • Robust image pre/post-processing

DSP/NPU/GPU deployment

  • Quantization-aware training and conversion
  • Hardware-specific optimization
  • CI/CD for models across devices

AI Strategy & Consulting

Architecture reviews

  • Design reviews for AI systems
  • Scalability and reliability assessments
  • Security and privacy considerations

Model conversion pipelines

  • PyTorch/TF to ONNX/TFLite/SNPE
  • Repeatable conversion scripts
  • Automated checks and regression tests

Evaluation frameworks

  • Metric definitions aligned to business goals
  • Dataset curation and versioning
  • Continuous evaluation in CI

Cloud + Edge integration

  • Hybrid architectures
  • Data flows from devices to cloud
  • Monitoring & feedback loops