Author
Lingows AI Team
Some Lingows AI articles are written collectively by the engineering and strategy team rather than a single author. Those posts are attributed here.
01Areas of focus
- AI agents
- Multi-model orchestration
- AI tooling selection
- Customer service automation
- AI strategy
02Published work
July 17, 2025
Claude 4 for Business: Opus and Sonnet Model Tiers Explained
Anthropic's Claude 4 family splits into tiers built for different jobs. Opus handles deep reasoning and complex multi-step tasks, while Sonnet trades some reasoning depth for speed and lower cost. Choosing the right tier for each workflow determines whether an AI deployment is fast and affordable or accurate and thorough.
June 23, 2025
The Future of Customer Service: How AI Is Changing Support
Customer support teams are rebuilding how they handle volume as AI takes on a larger share of routine questions. The shift is not about replacing agents. It is about deciding which questions a system can safely answer, how it hands off the rest, and how leaders measure whether the change actually improves the customer experience.
June 23, 2025
How to Choose the Right AI Automation Tools for Your Business
Selecting AI automation tools involves more than comparing feature lists. Businesses need a repeatable way to judge integration effort, ongoing cost, and whether a vendor product or a custom build fits their actual workflow. This guide walks through the evaluation criteria that separate a tool that gets adopted from one that gets abandoned after a few months.
Bring a workflow, not a wish list
Lingows AI scopes the process you actually run, then returns a build plan with a timeline range and a running cost.