Quellix Insights

AI Field Notes for Real Business Workflows

Readable guides on building, evaluating, and shipping AI systems that survive real tools, approvals, risks, and handoffs.

Every article is written as an implementation note: what changes in the workflow, where human approval belongs, what can break, and which service path gives the buyer a realistic next step.

Layered document data planes connected through routing, validation, observability, and decision checkpoints.

2026-06-07

AI Invoice Processing: From OCR to Review

Replace brittle OCR handoffs with invoice extraction, validation rules, exception queues, and approvals.

 AI agent evaluation pipeline connecting reliability, risk, and ROI checkpoints.

2026-06-07

Evaluate AI Agents by ROI, Reliability, and Risk

Measure AI agent performance with business outcomes, failure modes, approval paths, and operating cost.

 Layered sales agent architecture with a build decision diagram above connected system components.

2026-06-06

Reliable AI Sales Agents: A Build Decision Guide

Decide when AI sales agents should research, update CRM, draft follow-ups, or stop for human review.

 Enterprise search architecture routing documents through separate RAG and fine-tuning paths.

2026-06-06

RAG vs Fine-Tuning for Enterprise AI Search

Choose RAG or fine-tuning by comparing permissions, source freshness, accuracy, cost, and update frequency.

 Abstract durable AI workflow architecture with connected checkpoints and persistent execution paths.

2026-06-02

Durable Execution for Reliable AI Agent Workflows

Use durable execution to keep AI agents safe across retries, approval waits, timeouts, and long-running tool workflows.

 Abstract AI governance workflow with approval checkpoints, review gates, and fallback paths.

2026-06-02

AI Workflow Governance with Approval Gates

Govern AI workflows with approval gates, fallback paths, and logs so risky actions stay reviewable before execution.

 Abstract permission-aware enterprise search architecture with filtered document paths and controlled retrieval gates.

2026-06-02

Permission-Aware RAG for Regulated Search

Design permission-aware RAG that filters retrieval by user access, cites evidence, and blocks restricted documents.

 Transparent agent workflow architecture with blue checkpoints mapped across an observability blueprint.

2026-05-31

Step-Level Logging for Agentic AI Systems

Use step-level logs and traces to evaluate agentic AI behavior, catch failures, and prove what happened.

 Abstract fraud decision workflow with risk cards, approval paths, and evidence panels.

2026-05-08

Decision-First AI Fraud Scoring

Modernize fraud scoring with reviewable predictions, risk queues, and controls that reduce customer friction.

 Abstract B2B revenue workflow with account context cards, pipeline routing, and review controls.

2026-04-24

Agentic Workflows for B2B Revenue Teams

Use AI agents to research accounts, prepare next steps, and update pipeline systems with reviewable controls.

 Abstract sales and support workflow board with handoff paths, approval checkpoints, and outcome signals.

2026-02-13

Agentic Workflow ROI Comes From Handoffs

Find ROI in sales and support AI workflows by routing work, approvals, escalations, and operating metrics.