How good is Gemini 3.8 Flash at commerce?
Gemini 3.8 Flash Medium tied our previous winner of 3.7 High, but higher thinking on 3.8 was not all that good
8 articles
Gemini 3.8 Flash Medium tied our previous winner of 3.7 High, but higher thinking on 3.8 was not all that good
Gemini 3.7 Flash High matched our production Gemini 3.5 Flash configuration on 35 customer-agent tasks while cutting Standard-tier cost per run by 52%.
We benchmarked Gemini 3.5 Flash-Lite against Gemini 3.1 Flash-Lite and Gemini 3 Flash Preview on an e-commerce catalog agent. The newer model cost more and passed fewer tasks end to end.
Signals data from thousands of post-delivery conversations shows why ordinary customer replies can become service recovery, repeat purchases, and usable retail intelligence.
A post-delivery text thread that remembers the exchange, the gift recipient, and the product a customer was already eyeing stops being a delivery check-in and starts earning revenue, conversation after conversation.
How building a one-to-one relationship with every customer differs from broadcast SMS, support ticketing, and self-serve return portals.
E-commerce made returns frictionless by eliminating the moment to help. Proactive SMS gives that moment back.
How proactive post-purchase engagement can prevent returns, convert refunds to exchanges, and build customer loyalty in e-commerce.