Tks,

We didn’t hard-code GTM strategies, the agent uses strong prompting + internal logic to get high-quality output from the LLM. It’s not just regurgitating a playbook, but it’s also not freestyling.

Actually our GTM strategy does not cover the design of a high converting homepage. (it give the strategic alignement a.o) We could add that later and see the impact on our homepage.

Financial benchmarking use their specific models and fine tuning. We constrain them hard, structured prompts, known-good data, and refined knwoledge from the agentic system. No room for AI "vibes." The results and projection (financial strategy is not accounting) is actually quite impressive tbh.

For others agents we see hallucination has a strong feature, while obviously it's not the case for financial benchmarks.