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Field notes from shipping enterprise AI.

Pragmatic writing on GenAI architecture, automation ROI, and the governance patterns that actually survive contact with production.

Featured

Enterprise AI

The Enterprise AI Readiness Playbook for 2026

Most enterprises are not blocked by models — they're blocked by data, governance, and change management. Here's the audit framework we use before writing a single line of code.

Jun 18, 2026 8 min readT7 Research

GEN

GenAI

GenAI vs Classical ML: When to Use Which in Production

LLMs are not always the right tool. A decision framework — with real cost-per-inference numbers — for choosing between generative and classical ML in enterprise workloads.

Jun 4, 2026 6 min read

ROI

Automation

Measuring the True ROI of Workflow Automation

The three ROI models we present to CFOs — hours saved, revenue accelerated, and risk avoided — and why only one of them wins budget.

May 21, 2026 5 min read

RAG

GenAI

RAG in Production: The Failure Modes Nobody Talks About

Retrieval-augmented generation looks trivial in a notebook. In production it fails in five specific ways — here's how we design around each.

May 7, 2026 7 min read

GOV

Governance

AI Governance Frameworks That Actually Ship

A pragmatic governance stack — model cards, evaluation gates, and human-in-the-loop checkpoints — that satisfies auditors without blocking engineers.

Apr 24, 2026 6 min read

FCST

Analytics

The Hidden Cost of a Bad Forecast in Retail and Manufacturing

A 5-point MAPE improvement rarely moves an executive. Translating forecast accuracy into inventory, working capital, and lost-sale dollars is what wins the room.

Apr 10, 2026 5 min read

AGT

Agentic AI

Building Agentic AI Systems That Survive Production

Agent frameworks demo well and collapse in production. A field guide to the tool schemas, memory, evaluation and observability patterns that actually hold up.

Jul 1, 2026 12 min read

COST

GenAI

The LLM Cost Engineering Playbook

How we cut a customer's monthly LLM bill 84% without touching accuracy — routing, distillation, caching and the boring engineering behind every dollar.

Jun 25, 2026 11 min read

SEC

Governance

Enterprise AI Security Architecture: A CISO's Field Manual

The threat model, data-flow controls and audit trails your CISO will demand before an AI copilot touches production data — and how to build them in.

Jun 19, 2026 13 min read

DATA

Enterprise AI

There Is No AI Strategy Without a Data Strategy

Every failed AI initiative we've audited failed on data — not models. The five data foundations we insist on before scoping a single copilot.

Jun 12, 2026 10 min read

VOX

Voice AI

Voice AI Latency: A Complete Teardown

Every millisecond in the voice loop, from mic capture to first spoken token — and where sub-800ms voice agents actually save time.

Jun 5, 2026 9 min read

DILI

Enterprise AI

How to Evaluate an AI Vendor Without Being Fooled by a Demo

The 12-question technical due-diligence framework we hand to enterprise buyers — designed to separate genuine AI engineering from LinkedIn-grade theatre.

May 29, 2026 8 min read

Guide

AI Engineering

What is AI Engineering? A Guide for Modern Enterprise

AI engineering is the discipline of turning models, data and tools into reliable business systems. Here's what it actually covers, how it differs from traditional software engineering, and where the ROI shows up.

Jul 5, 2026 9 min read

Agentic AI

Building AI Agents for Enterprise Automation: A Practical Guide

How to design, build and deploy AI agents that plan, call tools and take real actions inside enterprise workflows — without breaking production.

Jul 5, 2026 10 min read

RAG

Choosing a Vector Database for Enterprise RAG in 2026

pgvector, Pinecone, Weaviate, Qdrant, Milvus — a practical decision framework based on scale, latency, hybrid search, and total cost of ownership for enterprise RAG.

Jun 25, 2026 9 min read

COST

GenAI

The LLM Cost Optimization Playbook: Cutting Token Spend 60–80% in Production

Model routing, prompt compression, caching, distillation and eval-driven downgrades — the levers we use to bring enterprise LLM bills under control without hurting quality.

Jun 30, 2026 10 min read

MFG

Industry

AI in Indian Manufacturing: Computer Vision, Predictive Maintenance and the Shop Floor

How mid-market Indian manufacturers are deploying computer vision quality control and predictive maintenance — with realistic timelines, ROI and rollout patterns from T7 engagements.

Jul 2, 2026 9 min read

GEO

GenAI

Generative Engine Optimization (GEO): The Enterprise Guide to AI Visibility

Perplexity, ChatGPT Search, Google SGE and Copilot are becoming the new front page for B2B buyers. Here's how enterprises make sure their products, docs and thought leadership are quoted — not skipped — by LLM-driven answer engines.

Jul 2, 2026 9 min read

RAG

GenAI

RAG vs Long Context Windows: What Wins in 2026

Frontier models now offer million-token context. Does that kill RAG? A cost, accuracy and latency teardown from real production workloads.

Jul 4, 2026 9 min read

Agents

Agentic AI

The AI Agent Evaluation Playbook

How to evaluate agentic systems where success is multi-step, non-deterministic and hard to grade. A working framework from production deployments.

Jun 28, 2026 10 min read

Voice

Voice AI

Shipping Voice AI Agents to Production

Sub-800ms latency, barge-in, multilingual and interruption handling — what actually matters when voice AI meets real customers.

Jun 22, 2026 8 min read

Computer Vision

Deploying Computer Vision to the Edge

Jetson, OpenVINO, Coral and the model-optimisation tricks that make production CV run offline at the plant.

Jun 15, 2026 9 min read

Vector DB

Infrastructure

Vector Database Selection Guide (2026)

pgvector, Pinecone, Weaviate, Milvus, Qdrant, LanceDB — a decision matrix for enterprise RAG teams in 2026.

Jun 10, 2026 8 min read

MCP

Integration

MCP (Model Context Protocol) for Enterprises

Why Model Context Protocol is becoming the USB-C of AI tooling — and what it means for enterprise integration strategy.

Jun 5, 2026 7 min read

BFSI

Industry

AI in BFSI: What's Actually Shipping in 2026

A field report on where AI is really deployed in banks, insurers and NBFCs — and where it's still theatre.

May 28, 2026 10 min read

Security

LLM Security & Red-Teaming Guide

Prompt injection, jailbreaks, data exfiltration and tool abuse — a working playbook for red-teaming production LLM systems.

May 20, 2026 9 min read

DevEx

Engineering

Enterprise AI Code Generation: Beyond Copilot

How large engineering orgs are moving from IDE autocomplete to codebase-wide agentic development — and the guardrails that make it safe.

May 14, 2026 8 min read

MLOps

AI Observability: What to Log, What to Ignore

A working schema for logging LLM traces, tool calls, cost and quality — plus what most teams get wrong.

May 8, 2026 7 min read

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