AK Adib Kadir

Field notes on enterprise AI
and the engineering factory

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Tool briefs

AI tools, ranked for enterprise impact

New AI tools and models assessed through one lens: does this cut costs, change how work gets done, or advance the engineering factory at a large company.

  1. 01 tool-brief / ai-for-employees Open weights walk in the front door of GitHub Copilot Kimi K2.7 Code is the first open weight model in Copilot's picker. The story is distribution, not benchmarks.
  2. 02 tool-brief / ai-for-customers HubSpot AEO: An Incumbent Prices AI Search Visibility at $50 HubSpot now sells answer engine optimization as a standalone product. When an incumbent productizes a category at $50 a month, the category stops being exotic.
  3. 03 tool-brief / ai-for-employees TrueDoc: Document Fraud Detection for the Generative Era AI made convincing fake paystubs free to produce. TrueDoc is the countermeasure: ensemble detection for forged and AI-generated documents at intake.
  4. 04 tool-brief / engineering-factory TestMu's Browser Cloud Sells Real Browsers to AI Agents The company formerly known as LambdaTest now offers managed Chrome sessions as agent infrastructure. Verification capacity is becoming a line item.
  5. 05 tool-brief / product Articos and the synthetic user research bet AI user research in about 30 minutes with synthetic interviews and no recruitment. Fast and cheap, if you understand exactly what it cannot tell you.
  6. 06 tool-brief / marketing GeoFide and the rise of Generative Engine Optimization A platform for getting your content cited by AI search engines. GEO is becoming a real channel, and most enterprise marketing teams have no owner for it.