Quellix Insights / Category

AI Adoption & Integration

Decision frameworks for adopting AI systems, integrating them safely, and improving existing workflows.

ai adoption optimization consulting
Incoming task cards beside separate trays for routine work and complex case files, ending at a review card

2026-09-23

GPT-6 Sol and Luna: Lower API Prices, Better Model Routing

GPT-6 Sol halves GPT-5.6 Sol token rates. Luna cuts input rates in half and output by about 58%. We examine where each model fits in production work.

 Engineering source folder, reusable context cards, and a reviewed completion packet on a work desk

2026-09-23

Claude Opus 5.5: What Its Lower API Price Changes

Opus 5.5 cuts standard input and output rates by 20% and cache reads by 60%. Here is how to measure the actual saving in long-running AI work.

 Kimi K3 evaluation ledger showing workflow tests, passed checks, and deployment gates.

2026-07-17

Kimi K3 Adoption: Workflow Tests and Approval Gates

Kimi K3 narrows the open-weight capability gap, but enterprises still need workflow tests, deployment controls, and approval gates.