Insights from the AI frontier
Research, product updates, and practical guides from the Sodiac team — written for the engineers and leaders building AI-powered enterprises.
Articles & Field Notes
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AI Customer Support in 2026: Benchmark Costs, Resolution Rates, and ROI
Real 2026 benchmark data on what AI customer support actually costs, realistic resolution rates (62–74%), where chatbots fail, and how to calculate ROI before writing code.
How to Build an Agentic Workflow with Human-in-the-Loop Safeguards (Architecture Guide)
A concrete engineering guide to architecting autonomous agent workflows that execute multi-step tools safely, with deterministic state machines and dual-key human approval gates.
Enterprise RAG vs Fine-Tuning: The Honest 2026 Cost, Latency, and Accuracy Guide
The pragmatic engineering breakdown of when to build Retrieval-Augmented Generation (RAG) vs. when to fine-tune open-source models, with real 2026 cost, latency, and operational trade-offs.
How to Automate Invoice Processing with AI: A Practical Guide
A step-by-step guide to automating invoice processing with AI — from data capture to approval — including where a human still needs to sign off, and when it is not worth automating.
What Is Responsible AI? A Practical Definition for Software Teams
Responsible AI, defined in engineering terms rather than ethics-committee abstractions — the core principles, how it differs from AI ethics, and what it looks like in real software delivery.
How Much Does It Cost to Build an MVP in 2026? (India)
An honest breakdown of what an MVP actually costs to build in 2026 — the ranges, what drives the number up or down, and where AI-accelerated delivery genuinely lowers it.
AI Automation for E-commerce: What to Automate First
A practical prioritisation guide for e-commerce teams — which operations to automate with AI first for the fastest payback, and which to leave alone for now.
When NOT to Use AI in Your Product
The honest counter-take: the situations where adding AI to your product is the wrong call — and the simpler solution that beats it.
Deploying Air-Gapped LLMs for Banking & Defense: The 2026 Production Blueprint
A step-by-step engineering handbook for architecting sovereign, air-gapped LLM clusters in strictly isolated financial, aviation, and defense perimeters with zero external network egress.
Enterprise RAG at 10M+ Documents: Hybrid Search, Chunking Strategies & Hallucination Prevention
How to scale retrieval-augmented generation across multi-million unstructured document repositories with sub-second latency, dense-sparse hybrid indexing, and strict citation grounding.
Agentic Workflows in Production: LangGraph vs Custom Finite-State Orchestrators
A critical architectural comparison of autonomous multi-agent frameworks, deterministic finite state machines, human-in-the-loop gates, and token cost economics for enterprise reliability.
AI-Accelerated vs Traditional Development: Cost & Speed
An honest look at how responsible-AI-accelerated development compares to traditional builds on cost, speed, and quality — and where it does not help.
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