๐๐ฑ๐ฒ๐ป๐๐ถ๐ณ๐๐ถ๐ป๐ด ๐๐ ๐ฎ๐ป๐ฑ ๐๐๐๐ผ๐บ๐ฎ๐๐ถ๐ผ๐ป ๐ข๐ฝ๐ฝ๐ผ๐ฟ๐๐๐ป๐ถ๐๐ถ๐ฒ๐ ๐ถ๐ป ๐๐๐๐๐ผ๐บ๐ฒ๐ฟ ๐ฆ๐ฒ๐ฟ๐๐ถ๐ฐ๐ฒ ๐๐ผ๐ป๐๐ฒ๐ฟ๐๐ฎ๐๐ถ๐ผ๐ป๐
Automating replies sounds like the obvious move in customer service, but it rarely fixes the real issue. This post looks at whatโs actually happening behind the scenes: time spent finding context, jumping between systems, and piecing together the right response. It shifts the focus from the reply itself to everything that happens before it. Thatโs where the friction sits, and where AI starts to add value. When the context is already there, responses become quicker, clearer, and far less effort to produce.
Dawn Thiart
4/22/20261 min read
A common place people look for AI in customer service is email handling.
Makes sense. It feels repetitive. It happens all the time.
So the assumption is: โLetโs automate the responseโ
And on the surface, that sounds right.
But it misses where the real problem actually is.
๐ช๐ต๐ฎ๐ ๐๐ผ๐ ๐ต๐ฒ๐ฎ๐ฟ ๐ถ๐ป๐ถ๐๐ถ๐ฎ๐น๐น๐:
โข โWe just respond to emailsโ
โข โEach case is differentโ
Sounds non-repetitive.
๐ช๐ต๐ฎ๐ ๐๐ผ๐ ๐๐ป๐ฐ๐ผ๐๐ฒ๐ฟ:
โข We read through long email chains just to understand whatโs going on
โข We jump across multiple systems before we can even respond
โข We often ask customers for information we already have
โข Responses are similar, but need to be tailored each time
At that point, itโs clear. The response isnโt the problem.
๐ช๐ต๐ฎ๐โ๐ ๐ฎ๐ฐ๐๐๐ฎ๐น๐น๐ ๐ต๐ฎ๐ฝ๐ฝ๐ฒ๐ป๐ถ๐ป๐ด:
โข Time lost just getting context
โข Constant system switching
โข Gaps in information
โข Rewriting the same responses in different ways
Thatโs where the effort goes.
Thatโs where the frustration sits.
๐ช๐ต๐ฒ๐ฟ๐ฒ ๐๐ ๐ฎ๐ฐ๐๐๐ฎ๐น๐น๐ ๐ต๐ฒ๐น๐ฝ๐
Not by โautomating the responseโ
But by fixing everything before it:
โข Summarise case history instantly
โข Pull relevant customer data across systems into one view
โข Suggest response drafts based on full case context
โข Ensure consistency in tone and accuracy
Now the team isnโt starting from scratch every time. Theyโre starting with context.
๐ง๐ต๐ฒ ๐ถ๐ป๐๐ถ๐ด๐ต๐:
The work isnโt repetitive, but the effort to get to a response is.
If you look at customer service and think โautomationโ, youโre only seeing part of the picture.
Step back.
Look at the flow of data.
Thatโs where the real AI opportunity sits.