Six live employer role pages tested against an assumed US product AI brief, with source checks and explicit limits.
This independent public-source research demonstration uses a hypothetical buyer brief and six real employer pages checked October 19, 2026. No employer relationship, candidate availability or achieved hiring result is claimed.
The document includes:
The brief being tested
What was actually reviewed
How the evidence changes the research
A useful difference between titles
Feasibility conclusion for the assumed buyer
Treat location as a decision
Source checks that prevented overclaiming
What this sample cannot establish
Next decision and deliverable
Sources checked October 19 2026
S1 Cohere
S2 LangChain
S3 Gamma
S4 Fluency
S5 Baseten
S6 Arcade
Excluded indexed links