Engineering Pillar 04 · Applied AI Workflows

Applied AI, Data Systems & Automation Workflows

Direct Summary: We build practical AI systems that solve real operational bottlenecks: autonomous triage agents, document understanding pipelines, and private knowledge-base RAG workflows connected directly to internal databases.

Updated October 2026 · AI Systems Engineering Group based in Ahmedabad, Gujarat

How do we deploy applied AI into production software?

We avoid speculative AI hype. Every AI integration we build connects directly into your existing business software stack: pulling data from your SQL database, validating actions through human-in-the-loop workflows, and logging every model inference for latency and cost tracking.

01 / Enterprise RAG Workflows

Hybrid dense-sparse vector search (pgvector, Pinecone) connecting internal documentation, product catalogs, and PDFs directly to LLMs with strict source citation.

02 / Autonomous Triage Agents

Function-calling agents that parse incoming support emails, classify intent, verify user identities, and trigger automated webhook mutations safely.

03 / Real-Time Telemetry

Token budget throttling, semantic caching with Redis to cut LLM inference costs by 30-50%, and comprehensive tracing for model accuracy drift.

AI Integration Timelines & Indicative Pricing

Indicative Project Ranges: Private Internal RAG Search Assistant: ₹40,000 – ₹1.2L (Timeline: 3–5 weeks). Custom Multi-Agent Automation Pipeline with CRM / ERP Integration: ₹1.2L – ₹2.5L+ (Timeline: 6–10 weeks). All ranges are indicative and scoped transparently with fixed milestone deliveries.

Frequently Asked Questions About AI Workflows

How do you ensure data privacy when deploying AI systems?

We deploy private VPC models or enterprise API endpoints with zero-data-retention agreements, ensuring your proprietary customer data is never used to train public LLM models.

What is RAG (Retrieval-Augmented Generation)?

RAG grounds language models with your organization's real documents, manuals, and database records, delivering accurate, citable answers while preventing hallucinations.

Have an operational workflow you want to automate?

Explore pragmatic AI implementations with our engineering team in Ahmedabad.

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