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AI, Automation and Chatbot Solutions

Home/AI, Automation and Chatbot Solutions

AI Capabilities Applied to Real Operational Problems

AI & Automation Solutions

Grounded in live AI implementations: predictive maintenance models, quality anomaly detection engines, intelligent document processing (IDP), and business chatbots.

Artificial Intelligence is only useful if it delivers measurable operational efficiency. We bypass theoretical exercises and focus entirely on deploying practical machine learning models and intelligent workflows that reduce manual labor, identify system bottlenecks, and solve real, operational challenges.

Book a Discovery CallSee Scope of Services
Operational Focus

Grounded in Real Products Already Running AI

While many agencies are just starting to experiment with AI API prompts, Micraft has already shipped and runs multiple production AI models inside our proprietary enterprise software systems:

  • Five active AI modules inside Micraft MES, including automated tool-wear forecast logs and real-time scrap anomaly alerts.
  • Reptile Chatbot — deployed on commercial sites to automate supplier query logs, order tracking, and dynamic catalog matching.
  • Shiplystic ML Routing — running complex spatial-logistic models to optimize route groupings for fleet dispatch.

When we design AI workflows for your enterprise, we bring ready-made frameworks that reduce training time and eliminate operational integration errors.

Micraft Software Products Suite
Services in Scope

Practical AI & Automation Capabilities

Intelligent Document Processing (IDP)

Automated data extraction from invoices, shipping bills, and laboratory PDFs.

We configure specialized vision models and language processors to parse diverse, unstructured logistics documents. Our IDP engines extract line items, values, and vendor names, writing them directly to your ERP database while highlighting anomalies.

The Outcome:What you get: 90% reduction in manual data entry, automated layout matching, sub-second extraction speeds, and custom human-in-the-loop review dashboards.

Industrial Machine Learning Models

Predictive maintenance scheduling and quality anomaly detection pipelines.

We integrate with your shop floor PLCs, temperature sensors, and vibration logs. Our classification algorithms run continuous anomaly tracking on real-time data streams to predict machinery failure before they trigger downtime.

The Outcome:What you get: Extended machinery lifespan, automated maintenance tickets, reduced production waste, and web control panels.

Custom LLM & Conversational Bots

RAG-driven chatbots that interface securely with your corporate databases.

We build secure Retrieval-Augmented Generation (RAG) chatbot tools. These bots securely parse local manuals, supplier price matrices, or internal documentation, allowing customers or staff to query inventory, policy details, or catalog listings.

The Outcome:What you get: 24/7 client response automation, Zero Hallucination filters, local system hosting for data privacy, and multi-channel chat (WhatsApp/Web).

The Blueprint

How We Work From Discovery to Live Product

Feasibility Assessment & Data Audit
Phase 1

We analyze your physical documents, sensory logs, or corporate text streams to confirm data quality before selecting neural architectures.

Data Labeling & Pipeline Engineering
Phase 2

Our data team structures and labels training datasets, engineering cleaning scripts that filter out noise and system biases.

Model Selection & Architecture Configuration
Phase 3

We select optimal open-source models (Llama-3, Mistral, OpenCV) or cloud services, configuring local parameters for fast performance.

RAG & API Integration Pipeline Setup
Phase 4

We construct secure vector databases (e.g. pgvector, Pinecone) and hook your operational databases into the model pipelines.

Rigorous Accuracy & Guardrail Auditing
Phase 5

We test model accuracy under various scenarios, setting up strict system guardrails to block hallucination or unexpected data leakage.

Production Release & Active Training Feedback Loops
Phase 6

We deploy model engines inside secure docker containers, adding dynamic operator feedback buttons to continuously retrain the AI models.

The Tech Stack

Robust AI Tools Chosen for Safety & Performance

We choose production-proven open-source LLMs and frameworks that run securely on local hardware networks.

ML & LLM Engines
Llama-3Mistral 7BGPT-4o API IntegrationHugging Face
Vector Database Hubs
pgvectorChroma DBMilvusPinecone
Frameworks & Pipelines
LangChainLlamaIndexPyTorchHuggingFace Transformers
Vision & Processing Tools
OpenCVTesseract OCRLayoutLMGoogle Document AI
Integration Middleware
FastAPIDockerNode.js NestJSRabbitMQ Client
Compliance & Safety Filters
NeMo GuardrailsLlama GuardCustom Regex Filters
Target Audience

Is Operational AI the Right Fit for You?

Teams Bottlenecked by Document Sorting

01

Who manually read hundreds of physical transport manifests, laboratory reports, or custom commercial purchase logs daily.

High-Asset Value Manufacturers

02

Whose production lines rely heavily on heavy CNC, PLC, or mechanical systems, where unexpected stoppage causes massive losses.

Customer-Facing Trade Enterprises

03

Who handle thousands of simple supplier inquiries, tracking requests, or order logs, and want to automate them via safe WhatsApp bots.

Firms Requiring Safe Vector Querying

04

Who want to deploy conversational AI tools across proprietary training manuals without hosting data on public cloud servers.

The Track Record

Complete IP Ownership, Scalable Design

We don't charge per-prompt licensing or host your operational data on shared third-party platforms. When we deploy custom machine learning or LLM pipelines, we build them inside **secure docker containers** that can reside on your local cloud network (Azure/AWS), granting you **100% intellectual property ownership**.

Our models are fine-tuned by engineers who have built predictive layers for complex MES systems in heavy industries. We design local RAG pipelines that prevent data leakage and system hallucination, using strict guardrails.

For Indian manufacturing, distribution, and logistics enterprises, we offer domain knowledge that translates complex machinery and inventory schemas into structured datasets, reducing model training errors from the start.

FAQ & Intellectual Property

Frequently Asked Questions

We only configure LLMs deployed on private enterprise cloud environments (e.g. Azure OpenAI Service or local open-source models). Your prompt streams, vector caches, and documents remain strictly within your secure network boundaries and are never shared globally.

We ingest legacy PLC logs, vibration sensors, and maintenance tickets, normalizing them into time-series datasets. We then train classification algorithms (Random Forest, XGBoost) and configure alert layers inside your operational control decks.

For structured PDFs, we achieve up to 98% accuracy. For unstructured or low-contrast paper scans, our engines maintain over 92% accuracy, backed by a 'human-in-the-loop' verification portal that flags low-confidence extracts for rapid operator review.

Absolutely. 100% intellectual property rights, model weights, ingestion pipelines, database schemas, and codebase ownership are completely transferred to you upon completion.

Ready to Automate Your Operations?

Start with a conversation — not a proposal. Let's review your manual operational tasks, evaluate feasibility, and layout an authentic AI pipeline.

Book a Discovery CallTalk to Our AI Engineers
Related services & evidence of what we build
Related Services:
Custom Software DevelopmentCloud & API IntegrationData Engineering & BI
Related Products:
Micraft MESDoxCraft Document ManagementShiplystic Route Planner
On this page
  • Overview
  • Operational Focus
  • Services in Scope
  • Development Process
  • Technology Stack
  • Who This Is For
  • Why Choose Micraft
  • FAQ & IP
  • Get Started
Services Overview
Product Engineering
Product Engineering
AI, Automation & Chatbots
AI, Automation & Chatbots
Current Service
Cloud & API-First Integration
Cloud & API-First Integration
QA Testing & VAPT Security
QA Testing & VAPT Security
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