The Output
Engineering insights on GEO, AI visibility, and building MCP servers.
We Asked ChatGPT About 50 Indian SaaS Companies. Here's What We Found.
We ran 50 Indian SaaS companies through ChatGPT, Claude, and Perplexity. Most were invisible. Here's who appeared, who didn't, and what it means for your brand.
AEO Services for Startups: How to Own the AI Answer Box
Perplexity doesn't give you 10 blue links. It gives your competitor the answer. Here's how Answer Engine Optimization helps startups capture AI-generated recommendations before anyone else.
AI Visibility for B2B: The Complete Playbook for 2026
B2B buyers have moved from Google to AI assistants. If ChatGPT can't recommend your product, you've lost the deal before it started. Here's the complete playbook for B2B AI visibility.
Why Every SaaS Company Needs a GEO Agency in 2026
SEO alone won't save your pipeline. Here's why India's fastest-growing SaaS companies are hiring Generative Engine Optimization agencies — and what they're getting in return.
The Rise of AI Search: Bleeding B2B Pipelines in the New Search Era
AI Search engines like ChatGPT are rapidly eclipsing traditional Google Search. Here's why ignoring this seismic shift could be costing B2B companies dearly.
The AI Search Revolution: Why Ignoring It Could Bleed Your Pipeline Dry
Discover why AI search engines like ChatGPT are quietly usurping Google Search and how B2B companies risk losing their competitive edge by turning a blind eye.
Get the engineering newsletter
Tactical teardowns of how AI models parse the web, sent every two weeks. No fluff.