Lightpanda: Jev picks login fields in 0.53s
Lightpanda put Jev on the login step of its browser agent and posted 0.53 seconds and 2 calls against 7.83 seconds and 8 tool calls for Claude Haiku 5.5. One vendor's own build, one task, but it is the first number anyone has posted on form filling.
Built with it
AI/ML API ships a Jev tool router, claims 96% cheaper than Claude
AI/ML API launched Jev Router for Agentic Tools, one MCP (tool protocol for agents) endpoint that connects an agent to 10,000+ tools and models and lets Jev pick which to use. It says the result is 96% cheaper than Claude and is offered with zero markup. No workload, baseline or measurement method was given for that figure.
Matthew Berman ran 100 AI shoppers over 3,092 Black Friday ads for $1.59
Matthew Berman pointed 100 AI shoppers at 3,092 real US Meta ads from 669 brands and says Jev got through them in three minutes. The whole experiment cost $1.59, and of the top 100 ads the shoppers picked, only 2 carried 50% off. His conclusion is that the standard discount playbook is backwards.
here's why slashing your prices by 50% actually turns off 81% of your buyers, and what to do instead.
Someone measured it
Lightpanda clocks Jev at 0.53s picking login fields, Haiku at 7.83s
Lightpanda says Jev now handles logins in its agent, picking the username field, password field and submit button off the page. It posted 0.53 seconds and 2 calls for Jev against 7.83 seconds and 8 tool calls for Claude Haiku 5.5 with browser tools. No detail on how many pages or sites were tested.