Smart Recommendations · Before & After

Complete outputs from real agent runs. Both sides use Mongo tools, the same model and the same output schema. No recommendations have been applied.

Recent: Oct 23–29, 2026
Validation: Sep 30–Oct 29, 2026

Overall assessment · improvement with tradeoffs

The account-manager approach supports better diagnosis and more selective investment decisions in these samples. It does not consistently cover more opportunities. This page shows the latest pair for each of three accounts, not a measured percentage uplift or a guarantee of no regressions. An earlier VIVO pair was mixed and is retained in the private experiment evidence, but is not displayed here.

Before production: retain concise presentation and valid UI tags, then confirm that combined version. The shorter candidate dropped those instructions; generated text below is preserved exactly, including long summaries and nonstandard tags. No additional prompt edit has been tested in the VIVO repeat.

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